diff --git "a/logs.log" "b/logs.log" deleted file mode 100644--- "a/logs.log" +++ /dev/null @@ -1,64569 +0,0 @@ -2022-06-21 18:21:38,564:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:21:38,565:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:21:38,565:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:21:38,566:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:21:44,698:INFO:PyCaret ClassificationExperiment -2022-06-21 18:21:44,698:INFO:Logging name: clf-default-name -2022-06-21 18:21:44,698:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:21:44,699:INFO:version 3.0.0.rc1 -2022-06-21 18:21:44,699:INFO:Initializing setup() -2022-06-21 18:21:44,699:INFO:self.USI: b540 -2022-06-21 18:21:44,699:INFO:self.variable_keys: {'seed', 'y_test', 'fix_imbalance', 'X_test', 'idx', 'fold_groups_param', 'y', 'USI', 'memory', 'exp_id', 'target_param', 'master_model_container', '_all_models_internal', '_all_models', 'display_container', 'log_plots_param', '_gpu_n_jobs_param', 'exp_name_log', '_ml_usecase', 'variable_keys', 'logging_param', 'fold_generator', 'pipeline', 'fold_shuffle_param', '_all_metrics', '_available_plots', 'gpu_param', 'X_train', '_is_multiclass', 'html_param', 'data', 'X', 'y_train', 'n_jobs_param'} -2022-06-21 18:21:44,700:INFO:Checking environment -2022-06-21 18:21:44,700:INFO:python_version: 3.9.7 -2022-06-21 18:21:44,700:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:21:44,700:INFO:machine: x86_64 -2022-06-21 18:21:44,718:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:21:44,719:INFO:Memory: svmem(total=8230690816, available=2103459840, percent=74.4, used=4911542272, free=950214656, active=2819227648, inactive=3542880256, buffers=109694976, cached=2259238912, shared=879960064, slab=353206272) -2022-06-21 18:21:44,720:INFO:Physical Core: 2 -2022-06-21 18:21:44,720:INFO:Logical Core: 4 -2022-06-21 18:21:44,721:INFO:Checking libraries -2022-06-21 18:21:44,721:INFO: -System: -2022-06-21 18:21:44,722:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:21:44,722:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:21:44,723:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:21:44,725:INFO: -PyCaret required dependencies: -2022-06-21 18:21:45,513:INFO: pip: 22.1.2 -2022-06-21 18:21:45,513:INFO: setuptools: 58.0.4 -2022-06-21 18:21:45,513:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:21:45,514:INFO: ipython: Not installed -2022-06-21 18:21:45,514:INFO: ipywidgets: 7.6.5 -2022-06-21 18:21:45,514:INFO: tqdm: 4.62.3 -2022-06-21 18:21:45,514:INFO: numpy: 1.21.5 -2022-06-21 18:21:45,515:INFO: pandas: 1.3.5 -2022-06-21 18:21:45,515:INFO: jinja2: 3.0.3 -2022-06-21 18:21:45,515:INFO: scipy: 1.7.1 -2022-06-21 18:21:45,515:INFO: joblib: 1.1.0 -2022-06-21 18:21:45,515:INFO: sklearn: 1.1.1 -2022-06-21 18:21:45,516:INFO: pyod: Installed but version unavailable -2022-06-21 18:21:45,516:INFO: imblearn: 0.9.1 -2022-06-21 18:21:45,516:INFO: category_encoders: 2.5.0 -2022-06-21 18:21:45,516:INFO: lightgbm: 3.2.1 -2022-06-21 18:21:45,516:INFO: numba: 0.55.2 -2022-06-21 18:21:45,517:INFO: requests: 2.27.1 -2022-06-21 18:21:45,517:INFO: matplotlib: 3.4.3 -2022-06-21 18:21:45,517:INFO: scikitplot: 0.3.7 -2022-06-21 18:21:45,518:INFO: yellowbrick: 1.4 -2022-06-21 18:21:45,518:INFO: plotly: 5.5.0 -2022-06-21 18:21:45,519:INFO: kaleido: 0.2.1 -2022-06-21 18:21:45,519:INFO: statsmodels: 0.12.2 -2022-06-21 18:21:45,519:INFO: sktime: 0.11.4 -2022-06-21 18:21:45,519:INFO: tbats: Installed but version unavailable -2022-06-21 18:21:45,519:INFO: pmdarima: 1.8.5 -2022-06-21 18:21:45,519:INFO: psutil: 5.9.0 -2022-06-21 18:21:45,519:INFO: -PyCaret optional dependencies: -2022-06-21 18:21:51,455:WARNING: -The dash_html_components package is deprecated. Please replace -`import dash_html_components as html` with `from dash import html` - -2022-06-21 18:21:51,460:WARNING: -The dash_core_components package is deprecated. Please replace -`import dash_core_components as dcc` with `from dash import dcc` - -2022-06-21 18:21:51,919:INFO:Alert! from version 0.1.39, fter importing, you must do '%matplotlib inline' to display charts in Jupyter Notebooks. - AV = AutoViz_Class() - dfte = AV.AutoViz(filename, sep=',', depVar='', dfte=None, header=0, verbose=0, lowess=False, - chart_format='svg',max_rows_analyzed=150000,max_cols_analyzed=30, save_plot_dir=None) -2022-06-21 18:21:51,919:INFO:Note: verbose=0 or 1 generates charts and displays them in your local Jupyter notebook. -2022-06-21 18:21:51,920:INFO: verbose=2 does not display plots but saves them in AutoViz_Plots folder in local machine. -2022-06-21 18:21:51,920:INFO:Updated: chart_format='bokeh' generates and displays charts in your local Jupyter notebook. -2022-06-21 18:21:51,920:INFO: chart_format='server' generates and displays charts in the browser - one tab for each chart. -2022-06-21 18:21:51,921:INFO: chart_format='html' silently saves charts HTML format - they are also interactive! -2022-06-21 18:21:56,113:INFO: shap: 0.39.0 -2022-06-21 18:21:56,113:INFO: interpret: 0.2.7 -2022-06-21 18:21:56,114:INFO: umap: 0.5.3 -2022-06-21 18:21:56,114:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:21:56,114:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:21:56,114:INFO: autoviz: 0.1.39 -2022-06-21 18:21:56,114:INFO: fairlearn: 0.7.0 -2022-06-21 18:21:56,114:INFO: xgboost: 1.4.0 -2022-06-21 18:21:56,114:INFO: catboost: 1.0.6 -2022-06-21 18:21:56,115:INFO: kmodes: 0.12.1 -2022-06-21 18:21:56,115:INFO: mlxtend: 0.20.0 -2022-06-21 18:21:56,117:INFO: statsforecast: 0.5.5 -2022-06-21 18:21:56,118:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:21:56,119:INFO: ray: 1.12.1 -2022-06-21 18:21:56,119:INFO: hyperopt: 0.2.7 -2022-06-21 18:21:56,120:INFO: optuna: 2.10.0 -2022-06-21 18:21:56,120:INFO: skopt: 0.9.0 -2022-06-21 18:21:56,121:INFO: mlflow: 1.26.1 -2022-06-21 18:21:56,122:INFO: gradio: 3.0.11 -2022-06-21 18:21:56,123:INFO: fastapi: 0.75.2 -2022-06-21 18:21:56,124:INFO: uvicorn: 0.17.6 -2022-06-21 18:21:56,125:INFO: m2cgen: 0.10.0 -2022-06-21 18:21:56,127:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:21:56,127:INFO: nltk: 3.6.5 -2022-06-21 18:21:56,127:INFO: pyLDAvis: Not installed -2022-06-21 18:21:56,127:INFO: gensim: Not installed -2022-06-21 18:21:56,128:INFO: spacy: Not installed -2022-06-21 18:21:56,135:INFO: wordcloud: 1.8.1 -2022-06-21 18:21:56,135:INFO: textblob: 0.17.1 -2022-06-21 18:21:56,136:INFO: fugue: 0.6.6 -2022-06-21 18:21:56,137:INFO: streamlit: 1.10.0 -2022-06-21 18:21:56,137:INFO: prophet: Not installed -2022-06-21 18:21:56,138:INFO:None -2022-06-21 18:21:56,138:INFO:Set up data. -2022-06-21 18:21:56,198:INFO:Set up train/test split. -2022-06-21 18:21:56,217:INFO:Assigning column types. -2022-06-21 18:21:56,272:INFO:Set up folding strategy. -2022-06-21 18:21:56,274:INFO:Preparing preprocessing pipeline... -2022-06-21 18:21:56,284:INFO:Set up simple imputation. -2022-06-21 18:21:56,395:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:21:56,399:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:21:56,400:INFO:Creating final display dataframe. -2022-06-21 18:21:56,506:INFO:Setup display_container: Description Value -0 Session id 8065 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b540 -2022-06-21 18:21:56,707:INFO:setup() successfully completed in 12.01s............... -2022-06-21 18:21:56,707:INFO:Initializing compare_models() -2022-06-21 18:21:56,708:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:21:56,708:INFO:Checking exceptions -2022-06-21 18:21:56,713:INFO:Preparing display monitor -2022-06-21 18:21:56,721:INFO:Initializing Logistic Regression -2022-06-21 18:21:56,721:INFO:Total runtime is 2.765655517578125e-06 minutes -2022-06-21 18:21:56,722:INFO:SubProcess create_model() called ================================== -2022-06-21 18:21:56,723:INFO:Initializing create_model() -2022-06-21 18:21:56,723:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:21:56,724:INFO:Checking exceptions -2022-06-21 18:21:56,726:INFO:Importing libraries -2022-06-21 18:21:56,726:INFO:Copying training dataset -2022-06-21 18:21:56,734:INFO:Defining folds -2022-06-21 18:21:56,734:INFO:Declaring metric variables -2022-06-21 18:21:56,736:INFO:Importing untrained model -2022-06-21 18:21:56,737:INFO:Logistic Regression Imported successfully -2022-06-21 18:21:56,738:INFO:Starting cross validation -2022-06-21 18:21:56,739:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:21:59,693:INFO: Number of times pregnant \ -0 6 -1 1 -2 8 -3 1 -4 0 - - Plasma glucose concentration a 2 hours in an oral glucose tolerance test \ -0 148 -1 85 -2 183 -3 89 -4 137 - - Diastolic blood pressure (mm Hg) Triceps skin fold thickness (mm) \ -0 72 35 -1 66 29 -2 64 0 -3 66 23 -4 40 35 - - 2-Hour serum insulin (mu U/ml) \ -0 0 -1 0 -2 0 -3 94 -4 168 - - Body mass index (weight in kg/(height in m)^2) Diabetes pedigree function \ -0 33.6 0.627 -1 26.6 0.351 -2 23.3 0.672 -3 28.1 0.167 -4 43.1 2.288 - - Age (years) Class variable -0 50 1 -1 31 0 -2 32 1 -3 21 0 -4 33 1 -2022-06-21 18:21:59,701:INFO:PyCaret ClassificationExperiment -2022-06-21 18:21:59,708:INFO:Logging name: clf-default-name -2022-06-21 18:21:59,712:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:21:59,713:INFO:version 3.0.0.rc1 -2022-06-21 18:21:59,713:INFO:Initializing setup() -2022-06-21 18:21:59,716:INFO:self.USI: 642a -2022-06-21 18:21:59,717:INFO:self.variable_keys: {'seed', 'y_test', 'fix_imbalance', 'X_test', 'idx', 'fold_groups_param', 'y', 'USI', 'memory', 'exp_id', 'target_param', 'master_model_container', '_all_models_internal', '_all_models', 'display_container', 'log_plots_param', '_gpu_n_jobs_param', 'exp_name_log', '_ml_usecase', 'variable_keys', 'logging_param', 'fold_generator', 'pipeline', 'fold_shuffle_param', '_all_metrics', '_available_plots', 'gpu_param', 'X_train', '_is_multiclass', 'html_param', 'data', 'X', 'y_train', 'n_jobs_param'} -2022-06-21 18:21:59,718:INFO:Checking environment -2022-06-21 18:21:59,720:INFO:python_version: 3.9.7 -2022-06-21 18:21:59,721:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:21:59,724:INFO:machine: x86_64 -2022-06-21 18:21:59,725:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:21:59,725:INFO:Memory: svmem(total=8230690816, available=1399496704, percent=83.0, used=5407326208, free=139988992, active=2855280640, inactive=4210761728, buffers=118337536, cached=2565038080, shared=1109004288, slab=366952448) -2022-06-21 18:21:59,726:INFO:Physical Core: 2 -2022-06-21 18:21:59,729:INFO:Logical Core: 4 -2022-06-21 18:21:59,729:INFO:Checking libraries -2022-06-21 18:21:59,731:INFO: -System: -2022-06-21 18:21:59,736:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:21:59,738:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:21:59,740:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:21:59,741:INFO: -PyCaret required dependencies: -2022-06-21 18:21:59,742:INFO: pip: 22.1.2 -2022-06-21 18:21:59,742:INFO: setuptools: 58.0.4 -2022-06-21 18:21:59,743:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:21:59,743:INFO: ipython: Not installed -2022-06-21 18:21:59,743:INFO: ipywidgets: 7.6.5 -2022-06-21 18:21:59,743:INFO: tqdm: 4.62.3 -2022-06-21 18:21:59,744:INFO: numpy: 1.21.5 -2022-06-21 18:21:59,744:INFO: pandas: 1.3.5 -2022-06-21 18:21:59,745:INFO: jinja2: 3.0.3 -2022-06-21 18:21:59,745:INFO: scipy: 1.7.1 -2022-06-21 18:21:59,745:INFO: joblib: 1.1.0 -2022-06-21 18:21:59,746:INFO: sklearn: 1.1.1 -2022-06-21 18:21:59,746:INFO: pyod: Installed but version unavailable -2022-06-21 18:21:59,746:INFO: imblearn: 0.9.1 -2022-06-21 18:21:59,747:INFO: category_encoders: 2.5.0 -2022-06-21 18:21:59,747:INFO: lightgbm: 3.2.1 -2022-06-21 18:21:59,748:INFO: numba: 0.55.2 -2022-06-21 18:21:59,749:INFO: requests: 2.27.1 -2022-06-21 18:21:59,750:INFO: matplotlib: 3.4.3 -2022-06-21 18:21:59,757:INFO: scikitplot: 0.3.7 -2022-06-21 18:21:59,757:INFO: yellowbrick: 1.4 -2022-06-21 18:21:59,759:INFO: plotly: 5.5.0 -2022-06-21 18:21:59,759:INFO: kaleido: 0.2.1 -2022-06-21 18:21:59,760:INFO: statsmodels: 0.12.2 -2022-06-21 18:21:59,760:INFO: sktime: 0.11.4 -2022-06-21 18:21:59,762:INFO: tbats: Installed but version unavailable -2022-06-21 18:21:59,763:INFO: pmdarima: 1.8.5 -2022-06-21 18:21:59,764:INFO: psutil: 5.9.0 -2022-06-21 18:21:59,764:INFO: -PyCaret optional dependencies: -2022-06-21 18:21:59,767:INFO: shap: 0.39.0 -2022-06-21 18:21:59,773:INFO: interpret: 0.2.7 -2022-06-21 18:21:59,774:INFO: umap: 0.5.3 -2022-06-21 18:21:59,774:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:21:59,775:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:21:59,776:INFO: autoviz: 0.1.39 -2022-06-21 18:21:59,781:INFO: fairlearn: 0.7.0 -2022-06-21 18:21:59,782:INFO: xgboost: 1.4.0 -2022-06-21 18:21:59,782:INFO: catboost: 1.0.6 -2022-06-21 18:21:59,782:INFO: kmodes: 0.12.1 -2022-06-21 18:21:59,783:INFO: mlxtend: 0.20.0 -2022-06-21 18:21:59,783:INFO: statsforecast: 0.5.5 -2022-06-21 18:21:59,783:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:21:59,784:INFO: ray: 1.12.1 -2022-06-21 18:21:59,784:INFO: hyperopt: 0.2.7 -2022-06-21 18:21:59,787:INFO: optuna: 2.10.0 -2022-06-21 18:21:59,788:INFO: skopt: 0.9.0 -2022-06-21 18:21:59,789:INFO: mlflow: 1.26.1 -2022-06-21 18:21:59,796:INFO: gradio: 3.0.11 -2022-06-21 18:21:59,797:INFO: fastapi: 0.75.2 -2022-06-21 18:21:59,797:INFO: uvicorn: 0.17.6 -2022-06-21 18:21:59,797:INFO: m2cgen: 0.10.0 -2022-06-21 18:21:59,798:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:21:59,799:INFO: nltk: 3.6.5 -2022-06-21 18:21:59,799:INFO: pyLDAvis: Not installed -2022-06-21 18:21:59,799:INFO: gensim: Not installed -2022-06-21 18:21:59,804:INFO: spacy: Not installed -2022-06-21 18:21:59,804:INFO: wordcloud: 1.8.1 -2022-06-21 18:21:59,805:INFO: textblob: 0.17.1 -2022-06-21 18:21:59,805:INFO: fugue: 0.6.6 -2022-06-21 18:21:59,805:INFO: streamlit: 1.10.0 -2022-06-21 18:21:59,805:INFO: prophet: Not installed -2022-06-21 18:21:59,806:INFO:None -2022-06-21 18:21:59,806:INFO:Set up data. -2022-06-21 18:21:59,823:INFO:Set up train/test split. -2022-06-21 18:21:59,846:INFO:Assigning column types. -2022-06-21 18:21:59,878:INFO:Set up folding strategy. -2022-06-21 18:21:59,879:INFO:Preparing preprocessing pipeline... -2022-06-21 18:21:59,882:INFO:Set up simple imputation. -2022-06-21 18:22:00,106:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:22:00,161:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:22:00,161:INFO:Creating final display dataframe. -2022-06-21 18:22:00,664:INFO:Setup display_container: Description Value -0 Session id 5186 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 642a -2022-06-21 18:22:00,679:INFO: Description Value -0 Session id 5186 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 642a -2022-06-21 18:22:01,409:INFO:setup() successfully completed in 1.72s............... -2022-06-21 18:22:01,409:INFO:Initializing compare_models() -2022-06-21 18:22:01,410:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:22:01,410:INFO:Checking exceptions -2022-06-21 18:22:01,421:INFO:Preparing display monitor -2022-06-21 18:22:01,438:WARNING: -2022-06-21 18:22:01,446:INFO:Initializing Logistic Regression -2022-06-21 18:22:01,448:INFO:Total runtime is 3.42249870300293e-05 minutes -2022-06-21 18:22:01,452:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:01,456:INFO:Initializing create_model() -2022-06-21 18:22:01,457:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:01,457:INFO:Checking exceptions -2022-06-21 18:22:01,497:INFO:Importing libraries -2022-06-21 18:22:01,512:INFO:Copying training dataset -2022-06-21 18:22:01,555:WARNING: Processing: 0%| | 0/69 [00:00, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:04,659:INFO:Checking exceptions -2022-06-21 18:22:04,660:INFO:Initializing K Neighbors Classifier -2022-06-21 18:22:04,662:INFO:Total runtime is 0.0536046822865804 minutes -2022-06-21 18:22:04,665:INFO:Importing libraries -2022-06-21 18:22:04,666:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:04,666:INFO:Copying training dataset -2022-06-21 18:22:04,667:INFO:Initializing create_model() -2022-06-21 18:22:04,669:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:04,670:INFO:Checking exceptions -2022-06-21 18:22:04,691:INFO:Importing libraries -2022-06-21 18:22:04,692:INFO:Defining folds -2022-06-21 18:22:04,694:INFO:Copying training dataset -2022-06-21 18:22:04,694:INFO:Declaring metric variables -2022-06-21 18:22:04,707:INFO:Defining folds -2022-06-21 18:22:04,708:INFO:Importing untrained model -2022-06-21 18:22:04,708:INFO:Declaring metric variables -2022-06-21 18:22:04,710:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:22:04,712:INFO:Importing untrained model -2022-06-21 18:22:04,717:INFO:Starting cross validation -2022-06-21 18:22:04,719:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:22:04,721:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:04,723:WARNING: Processing: 9%|8 | 6/69 [00:02<00:33, 1.88it/s] -2022-06-21 18:22:04,731:INFO:Starting cross validation -2022-06-21 18:22:04,734:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:04,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,894:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:04,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,012:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,202:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,217:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,248:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,262:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,399:INFO:Calculating mean and std -2022-06-21 18:22:05,401:INFO:Creating metrics dataframe -2022-06-21 18:22:05,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:05,422:INFO:Uploading results into container -2022-06-21 18:22:05,425:INFO:Uploading model into container now -2022-06-21 18:22:05,429:INFO:master_model_container: 2 -2022-06-21 18:22:05,430:INFO:display_container: 2 -2022-06-21 18:22:05,431:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:22:05,433:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:05,799:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:05,800:INFO:Creating metrics dataframe -2022-06-21 18:22:05,820:INFO:Initializing Naive Bayes -2022-06-21 18:22:05,821:INFO:Total runtime is 0.1516657789548238 minutes -2022-06-21 18:22:05,823:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:05,823:INFO:Initializing create_model() -2022-06-21 18:22:05,824:INFO:Calculating mean and std -2022-06-21 18:22:05,824:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:05,825:WARNING: Processing: 12%|#1 | 8/69 [00:03<00:26, 2.29it/s] -2022-06-21 18:22:05,825:INFO:Checking exceptions -2022-06-21 18:22:05,826:INFO:Creating metrics dataframe -2022-06-21 18:22:05,840:INFO:Uploading results into container -2022-06-21 18:22:05,842:INFO:Importing libraries -2022-06-21 18:22:05,843:INFO:Uploading model into container now -2022-06-21 18:22:05,843:INFO:Copying training dataset -2022-06-21 18:22:05,844:INFO:master_model_container: 2 -2022-06-21 18:22:05,848:INFO:display_container: 2 -2022-06-21 18:22:05,849:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:22:05,855:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:06,231:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:06,234:INFO:Creating metrics dataframe -2022-06-21 18:22:06,234:INFO:Defining folds -2022-06-21 18:22:06,240:INFO:Declaring metric variables -2022-06-21 18:22:06,240:INFO:Importing untrained model -2022-06-21 18:22:06,247:INFO:Naive Bayes Imported successfully -2022-06-21 18:22:06,249:INFO:Starting cross validation -2022-06-21 18:22:06,251:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:06,255:INFO:Initializing Naive Bayes -2022-06-21 18:22:06,258:INFO:Total runtime is 0.08019716739654541 minutes -2022-06-21 18:22:06,261:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:06,262:INFO:Initializing create_model() -2022-06-21 18:22:06,263:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:06,264:INFO:Checking exceptions -2022-06-21 18:22:06,274:INFO:Importing libraries -2022-06-21 18:22:06,274:INFO:Copying training dataset -2022-06-21 18:22:06,291:WARNING: Processing: 13%|#3 | 9/69 [00:04<00:34, 1.75it/s] -2022-06-21 18:22:06,306:INFO:Defining folds -2022-06-21 18:22:06,306:INFO:Declaring metric variables -2022-06-21 18:22:06,307:INFO:Importing untrained model -2022-06-21 18:22:06,309:INFO:Naive Bayes Imported successfully -2022-06-21 18:22:06,318:INFO:Starting cross validation -2022-06-21 18:22:06,322:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,327:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:06,333:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,336:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,387:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,443:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,536:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,598:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,623:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,694:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,699:INFO:Calculating mean and std -2022-06-21 18:22:06,701:INFO:Creating metrics dataframe -2022-06-21 18:22:06,715:INFO:Uploading results into container -2022-06-21 18:22:06,717:INFO:Uploading model into container now -2022-06-21 18:22:06,720:INFO:master_model_container: 3 -2022-06-21 18:22:06,722:INFO:display_container: 2 -2022-06-21 18:22:06,723:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:22:06,724:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:06,726:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:06,733:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,011:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:07,011:INFO:Creating metrics dataframe -2022-06-21 18:22:07,013:INFO:Calculating mean and std -2022-06-21 18:22:07,016:WARNING: Processing: 16%|#5 | 11/69 [00:04<00:25, 2.24it/s] -2022-06-21 18:22:07,017:INFO:Creating metrics dataframe -2022-06-21 18:22:07,031:INFO:Uploading results into container -2022-06-21 18:22:07,037:INFO:Initializing Decision Tree Classifier -2022-06-21 18:22:07,038:INFO:Uploading model into container now -2022-06-21 18:22:07,038:INFO:Total runtime is 0.1719513456026713 minutes -2022-06-21 18:22:07,039:INFO:master_model_container: 3 -2022-06-21 18:22:07,042:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:07,043:INFO:display_container: 2 -2022-06-21 18:22:07,045:INFO:Initializing create_model() -2022-06-21 18:22:07,048:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:07,048:INFO:Checking exceptions -2022-06-21 18:22:07,047:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:22:07,056:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:07,347:INFO:Importing libraries -2022-06-21 18:22:07,348:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:07,348:INFO:Copying training dataset -2022-06-21 18:22:07,352:INFO:Creating metrics dataframe -2022-06-21 18:22:07,361:INFO:Defining folds -2022-06-21 18:22:07,367:INFO:Initializing Decision Tree Classifier -2022-06-21 18:22:07,367:INFO:Declaring metric variables -2022-06-21 18:22:07,368:INFO:Total runtime is 0.09869367281595866 minutes -2022-06-21 18:22:07,369:INFO:Importing untrained model -2022-06-21 18:22:07,369:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:07,371:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:22:07,371:INFO:Initializing create_model() -2022-06-21 18:22:07,373:INFO:Starting cross validation -2022-06-21 18:22:07,373:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:07,378:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:07,378:INFO:Checking exceptions -2022-06-21 18:22:07,404:INFO:Importing libraries -2022-06-21 18:22:07,418:INFO:Copying training dataset -2022-06-21 18:22:07,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,488:WARNING: Processing: 19%|#8 | 13/69 [00:05<00:23, 2.39it/s] -2022-06-21 18:22:07,494:INFO:Defining folds -2022-06-21 18:22:07,495:INFO:Declaring metric variables -2022-06-21 18:22:07,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,498:INFO:Importing untrained model -2022-06-21 18:22:07,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,506:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:22:07,509:INFO:Starting cross validation -2022-06-21 18:22:07,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,522:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:07,528:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,636:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,781:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,879:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,885:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,917:INFO:Calculating mean and std -2022-06-21 18:22:07,919:INFO:Creating metrics dataframe -2022-06-21 18:22:07,935:INFO:Uploading results into container -2022-06-21 18:22:07,937:INFO:Uploading model into container now -2022-06-21 18:22:07,940:INFO:master_model_container: 4 -2022-06-21 18:22:07,941:INFO:display_container: 2 -2022-06-21 18:22:07,942:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=8065, splitter='best') -2022-06-21 18:22:07,943:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:07,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:07,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,423:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:08,425:INFO:Creating metrics dataframe -2022-06-21 18:22:08,439:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:22:08,439:INFO:Total runtime is 0.19529504378636678 minutes -2022-06-21 18:22:08,440:INFO:Calculating mean and std -2022-06-21 18:22:08,442:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:08,444:WARNING: Processing: 22%|##1 | 15/69 [00:06<00:19, 2.79it/s] -2022-06-21 18:22:08,444:INFO:Initializing create_model() -2022-06-21 18:22:08,445:INFO:Creating metrics dataframe -2022-06-21 18:22:08,446:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:08,448:INFO:Checking exceptions -2022-06-21 18:22:08,455:INFO:Uploading results into container -2022-06-21 18:22:08,463:INFO:Uploading model into container now -2022-06-21 18:22:08,468:INFO:Importing libraries -2022-06-21 18:22:08,468:INFO:master_model_container: 4 -2022-06-21 18:22:08,469:INFO:Copying training dataset -2022-06-21 18:22:08,469:INFO:display_container: 2 -2022-06-21 18:22:08,473:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=5186, splitter='best') -2022-06-21 18:22:08,474:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:08,780:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:08,782:INFO:Creating metrics dataframe -2022-06-21 18:22:08,794:INFO:Defining folds -2022-06-21 18:22:08,794:INFO:Declaring metric variables -2022-06-21 18:22:08,796:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:22:08,797:INFO:Importing untrained model -2022-06-21 18:22:08,798:INFO:Total runtime is 0.12252293825149536 minutes -2022-06-21 18:22:08,799:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:22:08,799:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:08,800:INFO:Starting cross validation -2022-06-21 18:22:08,801:INFO:Initializing create_model() -2022-06-21 18:22:08,802:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:08,803:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:08,806:INFO:Checking exceptions -2022-06-21 18:22:08,811:INFO:Importing libraries -2022-06-21 18:22:08,812:INFO:Copying training dataset -2022-06-21 18:22:08,816:WARNING: Processing: 25%|##4 | 17/69 [00:07<00:20, 2.52it/s] -2022-06-21 18:22:08,817:INFO:Defining folds -2022-06-21 18:22:08,832:INFO:Declaring metric variables -2022-06-21 18:22:08,836:INFO:Importing untrained model -2022-06-21 18:22:08,841:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:22:08,851:INFO:Starting cross validation -2022-06-21 18:22:08,853:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:08,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,909:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,917:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,938:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:08,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,004:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,005:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:22:09,024:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,041:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,045:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,072:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,098:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,111:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,124:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,132:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,172:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,174:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:22:09,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:22:09,197:INFO:Calculating mean and std -2022-06-21 18:22:09,199:INFO:Creating metrics dataframe -2022-06-21 18:22:09,213:INFO:Uploading results into container -2022-06-21 18:22:09,216:INFO:Uploading model into container now -2022-06-21 18:22:09,217:INFO:master_model_container: 5 -2022-06-21 18:22:09,218:INFO:display_container: 2 -2022-06-21 18:22:09,218:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=8065, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:22:09,219:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:09,505:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:09,506:INFO:Creating metrics dataframe -2022-06-21 18:22:09,507:INFO:Calculating mean and std -2022-06-21 18:22:09,510:WARNING: Processing: 28%|##7 | 19/69 [00:07<00:16, 3.03it/s] -2022-06-21 18:22:09,513:INFO:Creating metrics dataframe -2022-06-21 18:22:09,523:INFO:Uploading results into container -2022-06-21 18:22:09,524:INFO:Uploading model into container now -2022-06-21 18:22:09,526:INFO:master_model_container: 5 -2022-06-21 18:22:09,530:INFO:display_container: 2 -2022-06-21 18:22:09,532:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=5186, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:22:09,535:INFO:Initializing Ridge Classifier -2022-06-21 18:22:09,535:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:09,536:INFO:Total runtime is 0.21357965071996052 minutes -2022-06-21 18:22:09,808:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:09,809:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:09,809:INFO:Creating metrics dataframe -2022-06-21 18:22:09,810:INFO:Initializing create_model() -2022-06-21 18:22:09,812:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:09,813:INFO:Checking exceptions -2022-06-21 18:22:09,825:INFO:Importing libraries -2022-06-21 18:22:09,833:INFO:Copying training dataset -2022-06-21 18:22:09,840:INFO:Initializing Ridge Classifier -2022-06-21 18:22:09,846:INFO:Total runtime is 0.13999197483062745 minutes -2022-06-21 18:22:09,848:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:09,850:INFO:Initializing create_model() -2022-06-21 18:22:09,856:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:09,856:INFO:Checking exceptions -2022-06-21 18:22:09,859:INFO:Defining folds -2022-06-21 18:22:09,861:INFO:Importing libraries -2022-06-21 18:22:09,861:INFO:Declaring metric variables -2022-06-21 18:22:09,862:INFO:Copying training dataset -2022-06-21 18:22:09,863:INFO:Importing untrained model -2022-06-21 18:22:09,866:INFO:Ridge Classifier Imported successfully -2022-06-21 18:22:09,867:INFO:Starting cross validation -2022-06-21 18:22:09,868:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:09,875:WARNING: Processing: 30%|### | 21/69 [00:08<00:16, 2.98it/s] -2022-06-21 18:22:09,877:INFO:Defining folds -2022-06-21 18:22:09,877:INFO:Declaring metric variables -2022-06-21 18:22:09,878:INFO:Importing untrained model -2022-06-21 18:22:09,879:INFO:Ridge Classifier Imported successfully -2022-06-21 18:22:09,880:INFO:Starting cross validation -2022-06-21 18:22:09,889:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:09,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,971:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:09,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,024:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,029:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,045:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,079:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,139:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,229:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,237:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,245:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,267:INFO:Calculating mean and std -2022-06-21 18:22:10,268:INFO:Creating metrics dataframe -2022-06-21 18:22:10,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,281:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:10,284:INFO:Uploading results into container -2022-06-21 18:22:10,287:INFO:Uploading model into container now -2022-06-21 18:22:10,293:INFO:master_model_container: 6 -2022-06-21 18:22:10,296:INFO:Calculating mean and std -2022-06-21 18:22:10,297:INFO:display_container: 2 -2022-06-21 18:22:10,298:WARNING: Processing: 33%|###3 | 23/69 [00:08<00:13, 3.46it/s] -2022-06-21 18:22:10,299:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=8065, solver='auto', tol=0.001) -2022-06-21 18:22:10,304:INFO:Creating metrics dataframe -2022-06-21 18:22:10,317:INFO:Uploading results into container -2022-06-21 18:22:10,317:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:10,711:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:10,712:INFO:Uploading model into container now -2022-06-21 18:22:10,713:INFO:Creating metrics dataframe -2022-06-21 18:22:10,717:INFO:master_model_container: 6 -2022-06-21 18:22:10,725:INFO:display_container: 2 -2022-06-21 18:22:10,727:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5186, solver='auto', tol=0.001) -2022-06-21 18:22:10,728:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:11,021:INFO:Initializing Random Forest Classifier -2022-06-21 18:22:11,021:INFO:Total runtime is 0.23833590745925903 minutes -2022-06-21 18:22:11,022:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:11,023:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:11,023:INFO:Creating metrics dataframe -2022-06-21 18:22:11,024:INFO:Initializing create_model() -2022-06-21 18:22:11,026:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:11,027:INFO:Checking exceptions -2022-06-21 18:22:11,035:INFO:Importing libraries -2022-06-21 18:22:11,039:INFO:Initializing Random Forest Classifier -2022-06-21 18:22:11,039:INFO:Copying training dataset -2022-06-21 18:22:11,039:INFO:Total runtime is 0.15988463560740154 minutes -2022-06-21 18:22:11,041:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:11,042:INFO:Initializing create_model() -2022-06-21 18:22:11,044:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:11,044:INFO:Checking exceptions -2022-06-21 18:22:11,052:INFO:Importing libraries -2022-06-21 18:22:11,052:INFO:Defining folds -2022-06-21 18:22:11,053:INFO:Copying training dataset -2022-06-21 18:22:11,054:INFO:Declaring metric variables -2022-06-21 18:22:11,056:INFO:Importing untrained model -2022-06-21 18:22:11,057:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:22:11,058:INFO:Starting cross validation -2022-06-21 18:22:11,060:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:11,064:WARNING: Processing: 36%|###6 | 25/69 [00:08<00:11, 3.77it/s] -2022-06-21 18:22:11,065:INFO:Defining folds -2022-06-21 18:22:11,066:INFO:Declaring metric variables -2022-06-21 18:22:11,067:INFO:Importing untrained model -2022-06-21 18:22:11,069:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:22:11,072:INFO:Starting cross validation -2022-06-21 18:22:11,074:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:11,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:11,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:11,569:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:11,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:11,583:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:11,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:11,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:11,651:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,298:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:12,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,016:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,111:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,612:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:13,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:14,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:14,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:14,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:14,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:14,164:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:14,240:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:14,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:14,250:INFO:Calculating mean and std -2022-06-21 18:22:14,252:INFO:Creating metrics dataframe -2022-06-21 18:22:14,276:INFO:Uploading results into container -2022-06-21 18:22:14,278:INFO:Uploading model into container now -2022-06-21 18:22:14,279:INFO:master_model_container: 7 -2022-06-21 18:22:14,279:INFO:display_container: 2 -2022-06-21 18:22:14,281:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=8065, verbose=0, warm_start=False) -2022-06-21 18:22:14,284:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:14,641:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:14,642:INFO:Creating metrics dataframe -2022-06-21 18:22:14,643:INFO:Calculating mean and std -2022-06-21 18:22:14,648:WARNING: Processing: 39%|###9 | 27/69 [00:09<00:12, 3.32it/s] -2022-06-21 18:22:14,649:INFO:Creating metrics dataframe -2022-06-21 18:22:14,663:INFO:Uploading results into container -2022-06-21 18:22:14,663:INFO:Uploading model into container now -2022-06-21 18:22:14,664:INFO:master_model_container: 7 -2022-06-21 18:22:14,667:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:22:14,669:INFO:display_container: 2 -2022-06-21 18:22:14,670:INFO:Total runtime is 0.29914862314860025 minutes -2022-06-21 18:22:14,675:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5186, verbose=0, warm_start=False) -2022-06-21 18:22:14,676:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:14,677:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:14,677:INFO:Initializing create_model() -2022-06-21 18:22:14,964:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:14,965:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:14,966:INFO:Creating metrics dataframe -2022-06-21 18:22:14,967:INFO:Checking exceptions -2022-06-21 18:22:14,978:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:22:14,979:INFO:Total runtime is 0.22554228305816654 minutes -2022-06-21 18:22:14,979:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:14,980:INFO:Initializing create_model() -2022-06-21 18:22:14,981:INFO:Importing libraries -2022-06-21 18:22:14,981:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:14,982:INFO:Copying training dataset -2022-06-21 18:22:14,982:INFO:Checking exceptions -2022-06-21 18:22:14,991:INFO:Defining folds -2022-06-21 18:22:14,992:INFO:Importing libraries -2022-06-21 18:22:14,993:INFO:Declaring metric variables -2022-06-21 18:22:14,993:INFO:Copying training dataset -2022-06-21 18:22:14,994:INFO:Importing untrained model -2022-06-21 18:22:14,996:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:22:14,999:WARNING: Processing: 42%|####2 | 29/69 [00:13<00:30, 1.33it/s] -2022-06-21 18:22:15,005:INFO:Defining folds -2022-06-21 18:22:15,005:INFO:Declaring metric variables -2022-06-21 18:22:15,006:INFO:Importing untrained model -2022-06-21 18:22:15,008:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:22:15,004:INFO:Starting cross validation -2022-06-21 18:22:15,011:INFO:Starting cross validation -2022-06-21 18:22:15,013:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:15,014:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:15,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,146:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,295:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,325:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,417:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,518:INFO:Calculating mean and std -2022-06-21 18:22:15,520:INFO:Creating metrics dataframe -2022-06-21 18:22:15,533:INFO:Uploading results into container -2022-06-21 18:22:15,540:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,541:INFO:Uploading model into container now -2022-06-21 18:22:15,545:INFO:master_model_container: 8 -2022-06-21 18:22:15,546:INFO:display_container: 2 -2022-06-21 18:22:15,547:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:22:15,553:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:15,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:15,863:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:15,865:INFO:Creating metrics dataframe -2022-06-21 18:22:15,876:INFO:Initializing Ada Boost Classifier -2022-06-21 18:22:15,876:INFO:Total runtime is 0.3192435344060262 minutes -2022-06-21 18:22:15,877:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:15,877:INFO:Initializing create_model() -2022-06-21 18:22:15,877:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:15,878:INFO:Checking exceptions -2022-06-21 18:22:15,878:INFO:Calculating mean and std -2022-06-21 18:22:15,880:WARNING: Processing: 45%|####4 | 31/69 [00:13<00:21, 1.73it/s] -2022-06-21 18:22:15,881:INFO:Creating metrics dataframe -2022-06-21 18:22:15,883:INFO:Importing libraries -2022-06-21 18:22:15,889:INFO:Copying training dataset -2022-06-21 18:22:15,891:INFO:Uploading results into container -2022-06-21 18:22:15,893:INFO:Uploading model into container now -2022-06-21 18:22:15,894:INFO:master_model_container: 8 -2022-06-21 18:22:15,894:INFO:display_container: 2 -2022-06-21 18:22:15,899:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:22:15,903:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:16,308:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:16,308:INFO:Defining folds -2022-06-21 18:22:16,309:INFO:Creating metrics dataframe -2022-06-21 18:22:16,310:INFO:Declaring metric variables -2022-06-21 18:22:16,315:INFO:Importing untrained model -2022-06-21 18:22:16,317:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:22:16,322:INFO:Starting cross validation -2022-06-21 18:22:16,323:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:16,329:INFO:Initializing Ada Boost Classifier -2022-06-21 18:22:16,330:INFO:Total runtime is 0.24805548985799158 minutes -2022-06-21 18:22:16,330:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:16,331:INFO:Initializing create_model() -2022-06-21 18:22:16,332:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:16,333:INFO:Checking exceptions -2022-06-21 18:22:16,342:INFO:Importing libraries -2022-06-21 18:22:16,345:INFO:Copying training dataset -2022-06-21 18:22:16,378:WARNING: Processing: 48%|####7 | 33/69 [00:14<00:19, 1.86it/s] -2022-06-21 18:22:16,404:INFO:Defining folds -2022-06-21 18:22:16,405:INFO:Declaring metric variables -2022-06-21 18:22:16,406:INFO:Importing untrained model -2022-06-21 18:22:16,407:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:22:16,416:INFO:Starting cross validation -2022-06-21 18:22:16,425:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:16,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,678:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,984:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:16,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,026:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,248:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,354:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,380:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,498:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:17,947:INFO:Calculating mean and std -2022-06-21 18:22:17,948:INFO:Creating metrics dataframe -2022-06-21 18:22:17,955:INFO:Uploading results into container -2022-06-21 18:22:17,972:INFO:Uploading model into container now -2022-06-21 18:22:17,977:INFO:master_model_container: 9 -2022-06-21 18:22:17,978:INFO:display_container: 2 -2022-06-21 18:22:17,979:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=8065) -2022-06-21 18:22:17,981:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:18,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:18,174:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:18,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:18,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:18,419:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:18,420:INFO:Creating metrics dataframe -2022-06-21 18:22:18,439:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:22:18,440:INFO:Total runtime is 0.361975101629893 minutes -2022-06-21 18:22:18,440:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:18,441:INFO:Initializing create_model() -2022-06-21 18:22:18,442:INFO:Calculating mean and std -2022-06-21 18:22:18,442:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:18,443:WARNING: Processing: 51%|##### | 35/69 [00:14<00:15, 2.22it/s] -2022-06-21 18:22:18,444:INFO:Checking exceptions -2022-06-21 18:22:18,445:INFO:Creating metrics dataframe -2022-06-21 18:22:18,452:INFO:Uploading results into container -2022-06-21 18:22:18,458:INFO:Uploading model into container now -2022-06-21 18:22:18,461:INFO:master_model_container: 9 -2022-06-21 18:22:18,464:INFO:Importing libraries -2022-06-21 18:22:18,464:INFO:display_container: 2 -2022-06-21 18:22:18,465:INFO:Copying training dataset -2022-06-21 18:22:18,466:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=5186) -2022-06-21 18:22:18,472:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:18,748:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:18,754:INFO:Defining folds -2022-06-21 18:22:18,755:INFO:Creating metrics dataframe -2022-06-21 18:22:18,756:INFO:Declaring metric variables -2022-06-21 18:22:18,761:INFO:Importing untrained model -2022-06-21 18:22:18,767:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:22:18,769:INFO:Starting cross validation -2022-06-21 18:22:18,770:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:18,775:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:22:18,776:INFO:Total runtime is 0.2888251622517904 minutes -2022-06-21 18:22:18,777:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:18,778:INFO:Initializing create_model() -2022-06-21 18:22:18,779:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:18,779:INFO:Checking exceptions -2022-06-21 18:22:18,785:INFO:Importing libraries -2022-06-21 18:22:18,787:INFO:Copying training dataset -2022-06-21 18:22:18,813:WARNING: Processing: 54%|#####3 | 37/69 [00:17<00:20, 1.60it/s] -2022-06-21 18:22:18,816:INFO:Defining folds -2022-06-21 18:22:18,823:INFO:Declaring metric variables -2022-06-21 18:22:18,826:INFO:Importing untrained model -2022-06-21 18:22:18,829:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:22:18,839:INFO:Starting cross validation -2022-06-21 18:22:18,840:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:19,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,248:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,368:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,380:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,534:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,614:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,672:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,922:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:19,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,397:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,568:INFO:Calculating mean and std -2022-06-21 18:22:20,570:INFO:Creating metrics dataframe -2022-06-21 18:22:20,580:INFO:Uploading results into container -2022-06-21 18:22:20,581:INFO:Uploading model into container now -2022-06-21 18:22:20,582:INFO:master_model_container: 10 -2022-06-21 18:22:20,583:INFO:display_container: 2 -2022-06-21 18:22:20,585:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=8065, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:22:20,586:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:20,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:20,926:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:20,927:INFO:Creating metrics dataframe -2022-06-21 18:22:20,946:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:22:20,946:INFO:Total runtime is 0.4037449240684509 minutes -2022-06-21 18:22:20,946:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:20,947:INFO:Initializing create_model() -2022-06-21 18:22:20,948:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:20,948:INFO:Checking exceptions -2022-06-21 18:22:20,951:INFO:Calculating mean and std -2022-06-21 18:22:20,951:WARNING: Processing: 57%|#####6 | 39/69 [00:17<00:14, 2.03it/s] -2022-06-21 18:22:20,953:INFO:Creating metrics dataframe -2022-06-21 18:22:20,970:INFO:Importing libraries -2022-06-21 18:22:20,971:INFO:Uploading results into container -2022-06-21 18:22:20,972:INFO:Copying training dataset -2022-06-21 18:22:20,974:INFO:Uploading model into container now -2022-06-21 18:22:20,977:INFO:master_model_container: 10 -2022-06-21 18:22:20,979:INFO:display_container: 2 -2022-06-21 18:22:20,981:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=5186, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:22:20,981:INFO:Defining folds -2022-06-21 18:22:20,981:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:20,982:INFO:Declaring metric variables -2022-06-21 18:22:21,361:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:21,361:INFO:Importing untrained model -2022-06-21 18:22:21,362:INFO:Creating metrics dataframe -2022-06-21 18:22:21,363:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:22:21,371:INFO:Starting cross validation -2022-06-21 18:22:21,377:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:22:21,377:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:21,378:INFO:Total runtime is 0.33219190041224167 minutes -2022-06-21 18:22:21,379:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:21,380:INFO:Initializing create_model() -2022-06-21 18:22:21,381:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:21,382:INFO:Checking exceptions -2022-06-21 18:22:21,387:INFO:Importing libraries -2022-06-21 18:22:21,388:INFO:Copying training dataset -2022-06-21 18:22:21,412:WARNING: Processing: 59%|#####9 | 41/69 [00:19<00:18, 1.50it/s] -2022-06-21 18:22:21,432:INFO:Defining folds -2022-06-21 18:22:21,436:INFO:Declaring metric variables -2022-06-21 18:22:21,437:INFO:Importing untrained model -2022-06-21 18:22:21,455:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:22:21,457:INFO:Starting cross validation -2022-06-21 18:22:21,458:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:21,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,491:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,529:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,556:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,568:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,753:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,808:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,813:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,816:INFO:Calculating mean and std -2022-06-21 18:22:21,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,820:INFO:Creating metrics dataframe -2022-06-21 18:22:21,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:21,833:INFO:Uploading results into container -2022-06-21 18:22:21,834:INFO:Uploading model into container now -2022-06-21 18:22:21,838:INFO:master_model_container: 11 -2022-06-21 18:22:21,843:INFO:display_container: 2 -2022-06-21 18:22:21,846:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:22:21,847:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:22,175:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:22,176:INFO:Creating metrics dataframe -2022-06-21 18:22:22,177:INFO:Calculating mean and std -2022-06-21 18:22:22,180:WARNING: Processing: 62%|######2 | 43/69 [00:19<00:13, 1.87it/s] -2022-06-21 18:22:22,181:INFO:Creating metrics dataframe -2022-06-21 18:22:22,194:INFO:Initializing Extra Trees Classifier -2022-06-21 18:22:22,195:INFO:Total runtime is 0.42456945578257244 minutes -2022-06-21 18:22:22,200:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:22,203:INFO:Initializing create_model() -2022-06-21 18:22:22,204:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:22,207:INFO:Uploading results into container -2022-06-21 18:22:22,208:INFO:Checking exceptions -2022-06-21 18:22:22,211:INFO:Uploading model into container now -2022-06-21 18:22:22,218:INFO:Importing libraries -2022-06-21 18:22:22,220:INFO:master_model_container: 11 -2022-06-21 18:22:22,221:INFO:Copying training dataset -2022-06-21 18:22:22,221:INFO:display_container: 2 -2022-06-21 18:22:22,225:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:22:22,225:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:22,498:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:22,500:INFO:Creating metrics dataframe -2022-06-21 18:22:22,520:INFO:Defining folds -2022-06-21 18:22:22,521:INFO:Initializing Extra Trees Classifier -2022-06-21 18:22:22,522:INFO:Declaring metric variables -2022-06-21 18:22:22,522:INFO:Total runtime is 0.35126454830169684 minutes -2022-06-21 18:22:22,523:INFO:Importing untrained model -2022-06-21 18:22:22,525:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:22,526:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:22:22,527:INFO:Initializing create_model() -2022-06-21 18:22:22,528:INFO:Starting cross validation -2022-06-21 18:22:22,528:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:22,529:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:22,529:INFO:Checking exceptions -2022-06-21 18:22:22,535:INFO:Importing libraries -2022-06-21 18:22:22,535:INFO:Copying training dataset -2022-06-21 18:22:22,543:WARNING: Processing: 65%|######5 | 45/69 [00:20<00:11, 2.04it/s] -2022-06-21 18:22:22,545:INFO:Defining folds -2022-06-21 18:22:22,548:INFO:Declaring metric variables -2022-06-21 18:22:22,565:INFO:Importing untrained model -2022-06-21 18:22:22,569:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:22:22,577:INFO:Starting cross validation -2022-06-21 18:22:22,587:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:22,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:22,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,001:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,053:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,261:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,605:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,694:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,779:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:23,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,317:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,392:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,871:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:24,922:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:25,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:25,334:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:25,378:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:25,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:25,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:25,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:25,593:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:25,633:INFO:Calculating mean and std -2022-06-21 18:22:25,637:INFO:Creating metrics dataframe -2022-06-21 18:22:25,650:INFO:Uploading results into container -2022-06-21 18:22:25,651:INFO:Uploading model into container now -2022-06-21 18:22:25,652:INFO:master_model_container: 12 -2022-06-21 18:22:25,652:INFO:display_container: 2 -2022-06-21 18:22:25,653:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=8065, verbose=0, warm_start=False) -2022-06-21 18:22:25,654:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:25,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:26,117:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:26,120:INFO:Calculating mean and std -2022-06-21 18:22:26,120:INFO:Creating metrics dataframe -2022-06-21 18:22:26,121:WARNING: Processing: 68%|######8 | 47/69 [00:21<00:08, 2.52it/s] -2022-06-21 18:22:26,124:INFO:Creating metrics dataframe -2022-06-21 18:22:26,169:INFO:Uploading results into container -2022-06-21 18:22:26,172:INFO:Uploading model into container now -2022-06-21 18:22:26,174:INFO:master_model_container: 12 -2022-06-21 18:22:26,180:INFO:display_container: 2 -2022-06-21 18:22:26,191:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5186, verbose=0, warm_start=False) -2022-06-21 18:22:26,196:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:22:26,197:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:26,197:INFO:Total runtime is 0.4912627180417379 minutes -2022-06-21 18:22:26,692:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:26,693:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:26,694:INFO:Creating metrics dataframe -2022-06-21 18:22:26,694:INFO:Initializing create_model() -2022-06-21 18:22:26,707:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:26,719:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:22:26,720:INFO:Checking exceptions -2022-06-21 18:22:26,721:INFO:Total runtime is 0.4212393363316854 minutes -2022-06-21 18:22:26,723:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:26,724:INFO:Initializing create_model() -2022-06-21 18:22:26,726:INFO:Importing libraries -2022-06-21 18:22:26,726:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:26,726:INFO:Copying training dataset -2022-06-21 18:22:26,726:INFO:Checking exceptions -2022-06-21 18:22:26,733:INFO:Importing libraries -2022-06-21 18:22:26,735:INFO:Copying training dataset -2022-06-21 18:22:26,739:INFO:Defining folds -2022-06-21 18:22:26,739:INFO:Declaring metric variables -2022-06-21 18:22:26,742:INFO:Importing untrained model -2022-06-21 18:22:26,743:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:22:26,744:WARNING: Processing: 71%|#######1 | 49/69 [00:24<00:16, 1.23it/s] -2022-06-21 18:22:26,745:INFO:Starting cross validation -2022-06-21 18:22:26,746:INFO:Defining folds -2022-06-21 18:22:26,748:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:26,749:INFO:Declaring metric variables -2022-06-21 18:22:26,754:INFO:Importing untrained model -2022-06-21 18:22:26,758:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:22:26,759:INFO:Starting cross validation -2022-06-21 18:22:26,760:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:27,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:27,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:27,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:28,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:29,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:29,633:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:29,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:29,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:29,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:29,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:30,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:30,020:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:30,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:30,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:30,479:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:30,491:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:30,543:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:30,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:30,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:30,654:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:30,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:30,666:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:30,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:30,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:31,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:31,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:31,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:31,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:31,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:32,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:32,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:32,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:32,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:32,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:32,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:32,148:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:32,155:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:32,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:32,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:32,633:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:32,673:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:32,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:32,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:32,942:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:33,807:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:33,816:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:33,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:33,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:33,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:33,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:34,001:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:34,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:34,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:34,079:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:34,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:34,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:34,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:34,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:34,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:35,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:35,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:35,185:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:35,211:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:35,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:35,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:35,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:35,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:35,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:35,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:35,708:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:35,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:35,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:35,782:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:35,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:35,971:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:35,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:35,978:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:35,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:36,001:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:36,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:36,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:36,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:36,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:36,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:36,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:36,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:36,755:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:36,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:22:36,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:36,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:36,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:36,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:37,226:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:37,242:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:37,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:37,275:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:37,291:INFO:Calculating mean and std -2022-06-21 18:22:37,292:INFO:Creating metrics dataframe -2022-06-21 18:22:37,298:INFO:Uploading results into container -2022-06-21 18:22:37,299:INFO:Uploading model into container now -2022-06-21 18:22:37,300:INFO:master_model_container: 13 -2022-06-21 18:22:37,300:INFO:display_container: 2 -2022-06-21 18:22:37,301:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=8065, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:22:37,301:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:37,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:37,615:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:37,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:37,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:22:37,822:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:37,827:INFO:Creating metrics dataframe -2022-06-21 18:22:37,832:INFO:Calculating mean and std -2022-06-21 18:22:37,834:WARNING: Processing: 74%|#######3 | 51/69 [00:25<00:11, 1.51it/s] -2022-06-21 18:22:37,835:INFO:Creating metrics dataframe -2022-06-21 18:22:37,849:INFO:Uploading results into container -2022-06-21 18:22:37,865:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:22:37,867:INFO:Uploading model into container now -2022-06-21 18:22:37,870:INFO:Total runtime is 0.6858055909474691 minutes -2022-06-21 18:22:37,882:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:37,883:INFO:Initializing create_model() -2022-06-21 18:22:37,886:INFO:master_model_container: 13 -2022-06-21 18:22:37,887:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:37,888:INFO:display_container: 2 -2022-06-21 18:22:37,889:INFO:Checking exceptions -2022-06-21 18:22:37,890:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=5186, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:22:37,895:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:38,304:INFO:SubProcess create_model() end ================================== -2022-06-21 18:22:38,308:INFO:Importing libraries -2022-06-21 18:22:38,309:INFO:Creating metrics dataframe -2022-06-21 18:22:38,310:INFO:Copying training dataset -2022-06-21 18:22:38,320:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:22:38,323:INFO:Total runtime is 0.6146061261494955 minutes -2022-06-21 18:22:38,324:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:38,328:INFO:Initializing create_model() -2022-06-21 18:22:38,329:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:38,330:INFO:Checking exceptions -2022-06-21 18:22:38,330:INFO:Defining folds -2022-06-21 18:22:38,332:INFO:Declaring metric variables -2022-06-21 18:22:38,334:INFO:Importing untrained model -2022-06-21 18:22:38,341:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:22:38,342:INFO:Importing libraries -2022-06-21 18:22:38,343:INFO:Starting cross validation -2022-06-21 18:22:38,344:INFO:Copying training dataset -2022-06-21 18:22:38,344:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:38,374:WARNING: Processing: 77%|#######6 | 53/69 [00:36<00:34, 2.13s/it] -2022-06-21 18:22:38,392:INFO:Defining folds -2022-06-21 18:22:38,393:INFO:Declaring metric variables -2022-06-21 18:22:38,394:INFO:Importing untrained model -2022-06-21 18:22:38,396:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:22:38,404:INFO:Starting cross validation -2022-06-21 18:22:38,406:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:41,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:41,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:41,660:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:41,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:42,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:42,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:42,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:42,250:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:43,075:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:43,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:43,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:43,245:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:43,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:43,714:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:44,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:44,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:44,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:44,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:45,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:45,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:45,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:46,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:46,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:46,072:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:22:46,915:INFO: Stopping... -2022-06-21 18:22:47,104:INFO: Stopping... -2022-06-21 18:22:47,191:WARNING:create_model() for lightgbm raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 18:22:47,191:WARNING:create_model() for lightgbm raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 18:22:47,198:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1056, in __call__ - self.retrieve() - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 935, in retrieve - self._output.extend(job.get(timeout=self.timeout)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 542, in wrap_future_result - return future.result(timeout=timeout) - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 445, in result - return self.__get_result() - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 390, in __get_result - raise self._exception -joblib.my_exceptions.WorkerInterrupt - -2022-06-21 18:22:47,200:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1056, in __call__ - self.retrieve() - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 935, in retrieve - self._output.extend(job.get(timeout=self.timeout)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 542, in wrap_future_result - return future.result(timeout=timeout) - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 445, in result - return self.__get_result() - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 390, in __get_result - raise self._exception -joblib.externals.loky.process_executor.ShutdownExecutorError: The Executor was shutdown with `kill_workers=True` before this job could complete. - -2022-06-21 18:22:47,206:INFO:Initializing create_model() -2022-06-21 18:22:47,208:INFO:Initializing create_model() -2022-06-21 18:22:47,208:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,208:INFO:Checking exceptions -2022-06-21 18:22:47,208:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,208:INFO:Checking exceptions -2022-06-21 18:22:47,214:INFO:Importing libraries -2022-06-21 18:22:47,221:INFO:Copying training dataset -2022-06-21 18:22:47,224:INFO:Importing libraries -2022-06-21 18:22:47,226:INFO:Copying training dataset -2022-06-21 18:22:47,230:WARNING: Processing: 80%|#######9 | 55/69 [00:36<00:21, 1.57s/it] -2022-06-21 18:22:47,239:INFO:Defining folds -2022-06-21 18:22:47,241:INFO:Declaring metric variables -2022-06-21 18:22:47,241:INFO:Defining folds -2022-06-21 18:22:47,242:INFO:Importing untrained model -2022-06-21 18:22:47,243:INFO:Declaring metric variables -2022-06-21 18:22:47,246:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:22:47,247:INFO:Importing untrained model -2022-06-21 18:22:47,249:INFO:Starting cross validation -2022-06-21 18:22:47,250:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:22:47,251:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,252:INFO:Starting cross validation -2022-06-21 18:22:47,256:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,277:ERROR:create_model() for lightgbm raised an exception or returned all 0.0: -2022-06-21 18:22:47,277:ERROR:create_model() for lightgbm raised an exception or returned all 0.0: -2022-06-21 18:22:47,280:INFO: Stopping... -2022-06-21 18:22:47,281:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1056, in __call__ - self.retrieve() - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 935, in retrieve - self._output.extend(job.get(timeout=self.timeout)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 542, in wrap_future_result - return future.result(timeout=timeout) - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 445, in result - return self.__get_result() - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 390, in __get_result - raise self._exception -joblib.externals.loky.process_executor.ShutdownExecutorError: The Executor was shutdown with `kill_workers=True` before this job could complete. - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,282:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1056, in __call__ - self.retrieve() - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 935, in retrieve - self._output.extend(job.get(timeout=self.timeout)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 542, in wrap_future_result - return future.result(timeout=timeout) - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 445, in result - return self.__get_result() - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 390, in __get_result - raise self._exception -joblib.my_exceptions.WorkerInterrupt - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,282:INFO:Initializing CatBoost Classifier -2022-06-21 18:22:47,283:INFO:Initializing CatBoost Classifier -2022-06-21 18:22:47,283:INFO:Total runtime is 0.8427048524220784 minutes -2022-06-21 18:22:47,284:INFO:Total runtime is 0.7639570991198222 minutes -2022-06-21 18:22:47,285:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:47,288:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:47,290:INFO:Initializing create_model() -2022-06-21 18:22:47,291:INFO:Initializing create_model() -2022-06-21 18:22:47,292:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,292:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,293:INFO:Checking exceptions -2022-06-21 18:22:47,293:INFO:Checking exceptions -2022-06-21 18:22:47,304:INFO:Importing libraries -2022-06-21 18:22:47,304:INFO:Copying training dataset -2022-06-21 18:22:47,308:INFO:Importing libraries -2022-06-21 18:22:47,308:INFO:Copying training dataset -2022-06-21 18:22:47,318:INFO:Defining folds -2022-06-21 18:22:47,319:INFO:Defining folds -2022-06-21 18:22:47,319:INFO:Declaring metric variables -2022-06-21 18:22:47,319:INFO:Declaring metric variables -2022-06-21 18:22:47,320:INFO:Importing untrained model -2022-06-21 18:22:47,321:INFO:Importing untrained model -2022-06-21 18:22:47,321:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:22:47,322:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:22:47,323:INFO:Starting cross validation -2022-06-21 18:22:47,324:INFO:Starting cross validation -2022-06-21 18:22:47,325:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,325:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,339:WARNING:create_model() for catboost raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 18:22:47,340:WARNING:create_model() for catboost raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 18:22:47,340:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,341:INFO:Initializing create_model() -2022-06-21 18:22:47,341:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,341:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,342:INFO:Initializing create_model() -2022-06-21 18:22:47,342:INFO:Checking exceptions -2022-06-21 18:22:47,342:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,344:INFO:Checking exceptions -2022-06-21 18:22:47,348:INFO:Importing libraries -2022-06-21 18:22:47,351:INFO:Copying training dataset -2022-06-21 18:22:47,354:INFO:Importing libraries -2022-06-21 18:22:47,355:INFO:Copying training dataset -2022-06-21 18:22:47,360:WARNING: Processing: 83%|########2 | 57/69 [00:45<00:29, 2.43s/it] -2022-06-21 18:22:47,363:INFO:Defining folds -2022-06-21 18:22:47,364:INFO:Defining folds -2022-06-21 18:22:47,366:INFO:Declaring metric variables -2022-06-21 18:22:47,366:INFO:Declaring metric variables -2022-06-21 18:22:47,368:INFO:Importing untrained model -2022-06-21 18:22:47,369:INFO:Importing untrained model -2022-06-21 18:22:47,370:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:22:47,371:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:22:47,372:INFO:Starting cross validation -2022-06-21 18:22:47,372:INFO:Starting cross validation -2022-06-21 18:22:47,373:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,374:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,384:ERROR:create_model() for catboost raised an exception or returned all 0.0: -2022-06-21 18:22:47,384:ERROR:create_model() for catboost raised an exception or returned all 0.0: -2022-06-21 18:22:47,385:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,385:INFO:Initializing Dummy Classifier -2022-06-21 18:22:47,386:INFO:Total runtime is 0.8444105307261148 minutes -2022-06-21 18:22:47,387:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:47,388:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,389:INFO:Initializing create_model() -2022-06-21 18:22:47,390:INFO:Initializing Dummy Classifier -2022-06-21 18:22:47,390:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,390:INFO:Total runtime is 0.7657348990440369 minutes -2022-06-21 18:22:47,391:INFO:Checking exceptions -2022-06-21 18:22:47,391:INFO:SubProcess create_model() called ================================== -2022-06-21 18:22:47,394:INFO:Initializing create_model() -2022-06-21 18:22:47,398:INFO:Importing libraries -2022-06-21 18:22:47,398:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,399:INFO:Copying training dataset -2022-06-21 18:22:47,400:INFO:Checking exceptions -2022-06-21 18:22:47,407:INFO:Importing libraries -2022-06-21 18:22:47,407:INFO:Copying training dataset -2022-06-21 18:22:47,408:INFO:Defining folds -2022-06-21 18:22:47,409:INFO:Declaring metric variables -2022-06-21 18:22:47,410:INFO:Importing untrained model -2022-06-21 18:22:47,411:INFO:Dummy Classifier Imported successfully -2022-06-21 18:22:47,416:INFO:Starting cross validation -2022-06-21 18:22:47,416:INFO: Stopping... -2022-06-21 18:22:47,417:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,418:INFO:Defining folds -2022-06-21 18:22:47,419:INFO:Declaring metric variables -2022-06-21 18:22:47,421:INFO:Importing untrained model -2022-06-21 18:22:47,423:INFO:Dummy Classifier Imported successfully -2022-06-21 18:22:47,425:INFO:Starting cross validation -2022-06-21 18:22:47,427:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,438:WARNING:create_model() for dummy raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 18:22:47,438:WARNING:create_model() for dummy raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 18:22:47,439:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,439:INFO:Initializing create_model() -2022-06-21 18:22:47,440:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,440:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,440:INFO:Initializing create_model() -2022-06-21 18:22:47,441:INFO:Checking exceptions -2022-06-21 18:22:47,441:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,444:INFO:Checking exceptions -2022-06-21 18:22:47,446:INFO:Importing libraries -2022-06-21 18:22:47,447:INFO:Copying training dataset -2022-06-21 18:22:47,449:INFO:Importing libraries -2022-06-21 18:22:47,449:INFO:Copying training dataset -2022-06-21 18:22:47,458:INFO:Defining folds -2022-06-21 18:22:47,458:INFO:Declaring metric variables -2022-06-21 18:22:47,459:INFO:Defining folds -2022-06-21 18:22:47,460:INFO:Importing untrained model -2022-06-21 18:22:47,460:INFO:Declaring metric variables -2022-06-21 18:22:47,461:INFO:Dummy Classifier Imported successfully -2022-06-21 18:22:47,462:INFO:Importing untrained model -2022-06-21 18:22:47,463:INFO:Starting cross validation -2022-06-21 18:22:47,466:INFO:Dummy Classifier Imported successfully -2022-06-21 18:22:47,468:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,468:WARNING: Processing: 88%|########8 | 61/69 [00:45<00:10, 1.32s/it] -2022-06-21 18:22:47,470:INFO:Starting cross validation -2022-06-21 18:22:47,471:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:22:47,479:ERROR:create_model() for dummy raised an exception or returned all 0.0: -2022-06-21 18:22:47,480:ERROR:create_model() for dummy raised an exception or returned all 0.0: -2022-06-21 18:22:47,481:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,488:INFO:Initializing create_model() -2022-06-21 18:22:47,489:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=8065, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,489:INFO:Checking exceptions -2022-06-21 18:22:47,490:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 18:22:47,494:INFO:Initializing create_model() -2022-06-21 18:22:47,499:INFO:Importing libraries -2022-06-21 18:22:47,500:INFO:create_model(self=, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5186, solver='auto', tol=0.001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:22:47,501:INFO:Copying training dataset -2022-06-21 18:22:47,501:INFO:Checking exceptions -2022-06-21 18:22:47,509:INFO:Importing libraries -2022-06-21 18:22:47,510:INFO:Copying training dataset -2022-06-21 18:22:47,514:INFO:Defining folds -2022-06-21 18:22:47,516:INFO:Declaring metric variables -2022-06-21 18:22:47,520:INFO:Importing untrained model -2022-06-21 18:22:47,521:INFO:Defining folds -2022-06-21 18:22:47,521:INFO:Declaring custom model -2022-06-21 18:22:47,521:INFO:Declaring metric variables -2022-06-21 18:22:47,522:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:22:47,523:INFO:Importing untrained model -2022-06-21 18:22:47,524:INFO:Cross validation set to False -2022-06-21 18:22:47,524:INFO:Declaring custom model -2022-06-21 18:22:47,524:INFO:Fitting Model -2022-06-21 18:22:47,525:INFO:Ridge Classifier Imported successfully -2022-06-21 18:22:47,528:INFO:Cross validation set to False -2022-06-21 18:22:47,531:INFO:Fitting Model -2022-06-21 18:22:47,575:INFO: Stopping... -2022-06-21 18:22:47,673:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5186, solver='auto', tol=0.001) -2022-06-21 18:22:47,674:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:47,916:INFO: Stopping... -2022-06-21 18:22:47,918:WARNING: Processing: 96%|#########5| 66/69 [00:46<00:02, 1.36it/s] -2022-06-21 18:22:47,921:WARNING: Processing: 100%|##########| 69/69 [00:46<00:00, 1.75it/s] -2022-06-21 18:22:47,968:INFO: Model Accuracy AUC Recall Prec. \ -ridge Ridge Classifier 0.7783 0.0000 0.5617 0.7494 -lda Linear Discriminant Analysis 0.7746 0.8292 0.5670 0.7328 -lr Logistic Regression 0.7671 0.8284 0.5617 0.7139 -et Extra Trees Classifier 0.7652 0.8205 0.5716 0.7099 -rf Random Forest Classifier 0.7635 0.8236 0.5626 0.7134 -gbc Gradient Boosting Classifier 0.7580 0.8208 0.6003 0.6835 -nb Naive Bayes 0.7560 0.8025 0.5985 0.6771 -qda Quadratic Discriminant Analysis 0.7484 0.7869 0.5722 0.6760 -xgboost Extreme Gradient Boosting 0.7374 0.7761 0.6047 0.6330 -ada Ada Boost Classifier 0.7337 0.7943 0.5623 0.6351 -knn K Neighbors Classifier 0.7224 0.7369 0.5558 0.6204 -dt Decision Tree Classifier 0.6871 0.6542 0.5456 0.5596 -svm SVM - Linear Kernel 0.5268 0.0000 0.5307 0.4117 - - F1 Kappa MCC TT (Sec) -ridge 0.6343 0.4816 0.4960 0.040 -lda 0.6346 0.4764 0.4874 0.072 -lr 0.6240 0.4602 0.4697 0.256 -et 0.6267 0.4593 0.4695 0.353 -rf 0.6187 0.4530 0.4661 0.357 -gbc 0.6319 0.4544 0.4615 0.211 -nb 0.6324 0.4509 0.4553 0.067 -qda 0.6139 0.4299 0.4377 0.086 -xgboost 0.6144 0.4164 0.4198 1.107 -ada 0.5928 0.3972 0.4013 0.202 -knn 0.5830 0.3763 0.3801 0.109 -dt 0.5479 0.3102 0.3133 0.092 -svm 0.3622 0.0526 0.0762 0.065 -2022-06-21 18:22:47,968:INFO:master_model_container: 13 -2022-06-21 18:22:47,969:INFO:display_container: 2 -2022-06-21 18:22:47,971:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5186, solver='auto', tol=0.001) -2022-06-21 18:22:47,972:INFO:compare_models() successfully completed...................................... -2022-06-21 18:22:47,973:INFO:Initializing evaluate_model() -2022-06-21 18:22:47,973:INFO:evaluate_model(self=, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5186, solver='auto', tol=0.001), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 18:22:48,003:INFO: Stopping... -2022-06-21 18:22:48,026:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 18:22:48,349:INFO: Stopping... -2022-06-21 18:22:48,484:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=8065, verbose=0, warm_start=False) -2022-06-21 18:22:48,484:INFO:create_model() successfully completed...................................... -2022-06-21 18:22:48,729:INFO: Model Accuracy AUC Recall Prec. F1 Kappa MCC TT (Sec) -rf Random Forest Classifier 0.7672 0.8211 0.5772 0.7029 0.6195 0.4589 0.4713 0.319 -lr Logistic Regression 0.7655 0.8157 0.5468 0.7227 0.6101 0.4513 0.4661 0.684 -lda Linear Discriminant Analysis 0.7618 0.8157 0.5307 0.7209 0.5985 0.4392 0.4555 0.044 -ridge Ridge Classifier 0.7600 0.0000 0.5254 0.7178 0.5935 0.4338 0.4504 0.039 -gbc Gradient Boosting Classifier 0.7560 0.8170 0.5936 0.6762 0.6245 0.4465 0.4540 0.180 -nb Naive Bayes 0.7542 0.8003 0.5836 0.6822 0.6210 0.4427 0.4505 0.044 -ada Ada Boost Classifier 0.7430 0.7791 0.5886 0.6472 0.6112 0.4217 0.4259 0.162 -et Extra Trees Classifier 0.7393 0.8122 0.5295 0.6670 0.5782 0.3967 0.4084 0.310 -xgboost Extreme Gradient Boosting 0.7356 0.7985 0.5670 0.6363 0.5941 0.4010 0.4057 1.054 -qda Quadratic Discriminant Analysis 0.7338 0.8019 0.5298 0.6492 0.5707 0.3862 0.3956 0.050 -knn K Neighbors Classifier 0.7058 0.7273 0.4968 0.6032 0.5373 0.3267 0.3338 0.067 -dt Decision Tree Classifier 0.7001 0.6680 0.5617 0.5844 0.5629 0.3378 0.3447 0.054 -svm SVM - Linear Kernel 0.6517 0.0000 0.2155 0.4084 0.2441 0.1040 0.1207 0.039 -2022-06-21 18:22:48,729:INFO:master_model_container: 13 -2022-06-21 18:22:48,729:INFO:display_container: 2 -2022-06-21 18:22:48,730:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=8065, verbose=0, warm_start=False) -2022-06-21 18:22:48,730:INFO:compare_models() successfully completed...................................... -2022-06-21 18:22:48,731:INFO:Initializing evaluate_model() -2022-06-21 18:22:48,731:INFO:evaluate_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=8065, verbose=0, warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 18:22:48,754:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 18:23:43,918:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:23:43,919:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:23:43,919:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:23:43,920:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:23:46,739:INFO:PyCaret ClassificationExperiment -2022-06-21 18:23:46,739:INFO:Logging name: clf-default-name -2022-06-21 18:23:46,740:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:23:46,740:INFO:version 3.0.0.rc1 -2022-06-21 18:23:46,740:INFO:Initializing setup() -2022-06-21 18:23:46,741:INFO:self.USI: 5f40 -2022-06-21 18:23:46,741:INFO:self.variable_keys: {'gpu_param', 'fold_groups_param', 'y', '_available_plots', '_is_multiclass', 'pipeline', 'y_test', '_all_models', 'memory', '_all_models_internal', 'X_train', 'idx', 'master_model_container', 'X_test', '_all_metrics', '_ml_usecase', 'y_train', 'X', '_gpu_n_jobs_param', 'display_container', 'log_plots_param', 'target_param', 'n_jobs_param', 'fold_shuffle_param', 'seed', 'variable_keys', 'data', 'exp_id', 'html_param', 'exp_name_log', 'USI', 'fold_generator', 'logging_param', 'fix_imbalance'} -2022-06-21 18:23:46,741:INFO:Checking environment -2022-06-21 18:23:46,742:INFO:python_version: 3.9.7 -2022-06-21 18:23:46,742:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:23:46,742:INFO:machine: x86_64 -2022-06-21 18:23:46,766:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:23:46,768:INFO:Memory: svmem(total=8230690816, available=1820491776, percent=77.9, used=4907675648, free=776560640, active=2922442752, inactive=3478540288, buffers=99876864, cached=2446577664, shared=1178865664, slab=365887488) -2022-06-21 18:23:46,771:INFO:Physical Core: 2 -2022-06-21 18:23:46,772:INFO:Logical Core: 4 -2022-06-21 18:23:46,773:INFO:Checking libraries -2022-06-21 18:23:46,775:INFO: -System: -2022-06-21 18:23:46,775:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:23:46,776:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:23:46,777:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:23:46,778:INFO: -PyCaret required dependencies: -2022-06-21 18:23:47,745:INFO: pip: 22.1.2 -2022-06-21 18:23:47,745:INFO: setuptools: 58.0.4 -2022-06-21 18:23:47,745:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:23:47,746:INFO: ipython: Not installed -2022-06-21 18:23:47,746:INFO: ipywidgets: 7.6.5 -2022-06-21 18:23:47,746:INFO: tqdm: 4.62.3 -2022-06-21 18:23:47,746:INFO: numpy: 1.21.5 -2022-06-21 18:23:47,747:INFO: pandas: 1.3.5 -2022-06-21 18:23:47,747:INFO: jinja2: 3.0.3 -2022-06-21 18:23:47,747:INFO: scipy: 1.7.1 -2022-06-21 18:23:47,747:INFO: joblib: 1.1.0 -2022-06-21 18:23:47,747:INFO: sklearn: 1.1.1 -2022-06-21 18:23:47,748:INFO: pyod: Installed but version unavailable -2022-06-21 18:23:47,748:INFO: imblearn: 0.9.1 -2022-06-21 18:23:47,748:INFO: category_encoders: 2.5.0 -2022-06-21 18:23:47,748:INFO: lightgbm: 3.2.1 -2022-06-21 18:23:47,748:INFO: numba: 0.55.2 -2022-06-21 18:23:47,749:INFO: requests: 2.27.1 -2022-06-21 18:23:47,749:INFO: matplotlib: 3.4.3 -2022-06-21 18:23:47,749:INFO: scikitplot: 0.3.7 -2022-06-21 18:23:47,749:INFO: yellowbrick: 1.4 -2022-06-21 18:23:47,749:INFO: plotly: 5.5.0 -2022-06-21 18:23:47,749:INFO: kaleido: 0.2.1 -2022-06-21 18:23:47,750:INFO: statsmodels: 0.12.2 -2022-06-21 18:23:47,750:INFO: sktime: 0.11.4 -2022-06-21 18:23:47,750:INFO: tbats: Installed but version unavailable -2022-06-21 18:23:47,751:INFO: pmdarima: 1.8.5 -2022-06-21 18:23:47,751:INFO: psutil: 5.9.0 -2022-06-21 18:23:47,751:INFO: -PyCaret optional dependencies: -2022-06-21 18:23:52,601:INFO: Number of times pregnant Plasma glucose concentration a 2 hours in an oral glucose tolerance test ... Age (years) Class variable -0 6 148 ... 50 1 -1 1 85 ... 31 0 -2 8 183 ... 32 1 -3 1 89 ... 21 0 -4 0 137 ... 33 1 - -[5 rows x 9 columns] -2022-06-21 18:23:52,603:INFO:PyCaret ClassificationExperiment -2022-06-21 18:23:52,612:INFO:Logging name: clf-default-name -2022-06-21 18:23:52,613:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:23:52,613:INFO:version 3.0.0.rc1 -2022-06-21 18:23:52,614:INFO:Initializing setup() -2022-06-21 18:23:52,615:INFO:self.USI: 4c82 -2022-06-21 18:23:52,615:INFO:self.variable_keys: {'gpu_param', 'fold_groups_param', 'y', '_available_plots', '_is_multiclass', 'pipeline', 'y_test', '_all_models', 'memory', '_all_models_internal', 'X_train', 'idx', 'master_model_container', 'X_test', '_all_metrics', '_ml_usecase', 'y_train', 'X', '_gpu_n_jobs_param', 'display_container', 'log_plots_param', 'target_param', 'n_jobs_param', 'fold_shuffle_param', 'seed', 'variable_keys', 'data', 'exp_id', 'html_param', 'exp_name_log', 'USI', 'fold_generator', 'logging_param', 'fix_imbalance'} -2022-06-21 18:23:52,620:INFO:Checking environment -2022-06-21 18:23:52,621:INFO:python_version: 3.9.7 -2022-06-21 18:23:52,622:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:23:52,623:INFO:machine: x86_64 -2022-06-21 18:23:52,624:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:23:52,627:INFO:Memory: svmem(total=8230690816, available=2037645312, percent=75.2, used=5013413888, free=976060416, active=2941665280, inactive=3510996992, buffers=101380096, cached=2139836416, shared=856674304, slab=365805568) -2022-06-21 18:23:52,655:INFO:Physical Core: 2 -2022-06-21 18:23:52,655:INFO:Logical Core: 4 -2022-06-21 18:23:52,655:INFO:Checking libraries -2022-06-21 18:23:52,656:INFO: -System: -2022-06-21 18:23:52,658:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:23:52,660:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:23:52,662:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:23:52,663:INFO: -PyCaret required dependencies: -2022-06-21 18:23:52,665:INFO: pip: 22.1.2 -2022-06-21 18:23:52,666:INFO: setuptools: 58.0.4 -2022-06-21 18:23:52,667:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:23:52,669:INFO: ipython: Not installed -2022-06-21 18:23:52,671:INFO: ipywidgets: 7.6.5 -2022-06-21 18:23:52,674:INFO: tqdm: 4.62.3 -2022-06-21 18:23:52,676:INFO: numpy: 1.21.5 -2022-06-21 18:23:52,677:INFO: pandas: 1.3.5 -2022-06-21 18:23:52,678:INFO: jinja2: 3.0.3 -2022-06-21 18:23:52,680:INFO: scipy: 1.7.1 -2022-06-21 18:23:52,680:INFO: joblib: 1.1.0 -2022-06-21 18:23:52,681:INFO: sklearn: 1.1.1 -2022-06-21 18:23:52,681:INFO: pyod: Installed but version unavailable -2022-06-21 18:23:52,681:INFO: imblearn: 0.9.1 -2022-06-21 18:23:52,684:INFO: category_encoders: 2.5.0 -2022-06-21 18:23:52,688:INFO: lightgbm: 3.2.1 -2022-06-21 18:23:52,690:INFO: numba: 0.55.2 -2022-06-21 18:23:52,691:INFO: requests: 2.27.1 -2022-06-21 18:23:52,691:INFO: matplotlib: 3.4.3 -2022-06-21 18:23:52,691:INFO: scikitplot: 0.3.7 -2022-06-21 18:23:52,692:INFO: yellowbrick: 1.4 -2022-06-21 18:23:52,692:INFO: plotly: 5.5.0 -2022-06-21 18:23:52,693:INFO: kaleido: 0.2.1 -2022-06-21 18:23:52,694:INFO: statsmodels: 0.12.2 -2022-06-21 18:23:52,694:INFO: sktime: 0.11.4 -2022-06-21 18:23:52,695:INFO: tbats: Installed but version unavailable -2022-06-21 18:23:52,695:INFO: pmdarima: 1.8.5 -2022-06-21 18:23:52,696:INFO: psutil: 5.9.0 -2022-06-21 18:23:52,696:INFO: -PyCaret optional dependencies: -2022-06-21 18:23:54,402:WARNING: -The dash_html_components package is deprecated. Please replace -`import dash_html_components as html` with `from dash import html` - -2022-06-21 18:23:54,410:WARNING: -The dash_core_components package is deprecated. Please replace -`import dash_core_components as dcc` with `from dash import dcc` - -2022-06-21 18:23:55,047:INFO:Alert! from version 0.1.39, fter importing, you must do '%matplotlib inline' to display charts in Jupyter Notebooks. - AV = AutoViz_Class() - dfte = AV.AutoViz(filename, sep=',', depVar='', dfte=None, header=0, verbose=0, lowess=False, - chart_format='svg',max_rows_analyzed=150000,max_cols_analyzed=30, save_plot_dir=None) -2022-06-21 18:23:55,047:INFO:Note: verbose=0 or 1 generates charts and displays them in your local Jupyter notebook. -2022-06-21 18:23:55,048:INFO: verbose=2 does not display plots but saves them in AutoViz_Plots folder in local machine. -2022-06-21 18:23:55,048:INFO:Updated: chart_format='bokeh' generates and displays charts in your local Jupyter notebook. -2022-06-21 18:23:55,048:INFO: chart_format='server' generates and displays charts in the browser - one tab for each chart. -2022-06-21 18:23:55,049:INFO: chart_format='html' silently saves charts HTML format - they are also interactive! -2022-06-21 18:23:57,578:INFO: shap: 0.39.0 -2022-06-21 18:23:57,579:INFO: interpret: 0.2.7 -2022-06-21 18:23:57,579:INFO: umap: 0.5.3 -2022-06-21 18:23:57,579:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:23:57,579:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:23:57,579:INFO: autoviz: 0.1.39 -2022-06-21 18:23:57,579:INFO: fairlearn: 0.7.0 -2022-06-21 18:23:57,580:INFO: xgboost: 1.4.0 -2022-06-21 18:23:57,580:INFO: catboost: 1.0.6 -2022-06-21 18:23:57,580:INFO: kmodes: 0.12.1 -2022-06-21 18:23:57,580:INFO: mlxtend: 0.20.0 -2022-06-21 18:23:57,581:INFO: statsforecast: 0.5.5 -2022-06-21 18:23:57,581:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:23:57,581:INFO: ray: 1.12.1 -2022-06-21 18:23:57,581:INFO: hyperopt: 0.2.7 -2022-06-21 18:23:57,581:INFO: optuna: 2.10.0 -2022-06-21 18:23:57,582:INFO: skopt: 0.9.0 -2022-06-21 18:23:57,582:INFO: mlflow: 1.26.1 -2022-06-21 18:23:57,582:INFO: gradio: Installed but version unavailable -2022-06-21 18:23:57,582:INFO: fastapi: 0.75.2 -2022-06-21 18:23:57,582:INFO: uvicorn: 0.17.6 -2022-06-21 18:23:57,582:INFO: m2cgen: 0.10.0 -2022-06-21 18:23:57,583:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:23:57,583:INFO: nltk: 3.6.5 -2022-06-21 18:23:57,583:INFO: pyLDAvis: Not installed -2022-06-21 18:23:57,583:INFO: gensim: Not installed -2022-06-21 18:23:57,583:INFO: spacy: Not installed -2022-06-21 18:23:57,584:INFO: wordcloud: 1.8.1 -2022-06-21 18:23:57,584:INFO: textblob: 0.17.1 -2022-06-21 18:23:57,584:INFO: fugue: 0.6.6 -2022-06-21 18:23:57,584:INFO: streamlit: 1.10.0 -2022-06-21 18:23:57,584:INFO: prophet: Not installed -2022-06-21 18:23:57,585:INFO:None -2022-06-21 18:23:57,585:INFO:Set up data. -2022-06-21 18:23:57,599:INFO:Set up train/test split. -2022-06-21 18:23:57,607:INFO:Assigning column types. -2022-06-21 18:23:57,619:INFO:Set up folding strategy. -2022-06-21 18:23:57,620:INFO:Preparing preprocessing pipeline... -2022-06-21 18:23:57,627:INFO:Set up simple imputation. -2022-06-21 18:23:57,690:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:23:57,692:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:23:57,693:INFO:Creating final display dataframe. -2022-06-21 18:23:57,780:INFO:Setup display_container: Description Value -0 Session id 5668 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 5f40 -2022-06-21 18:23:57,970:INFO:setup() successfully completed in 11.23s............... -2022-06-21 18:23:59,587:INFO: shap: 0.39.0 -2022-06-21 18:23:59,587:INFO: interpret: 0.2.7 -2022-06-21 18:23:59,588:INFO: umap: Installed but version unavailable -2022-06-21 18:23:59,588:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:23:59,588:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:23:59,588:INFO: autoviz: 0.1.39 -2022-06-21 18:23:59,589:INFO: fairlearn: 0.7.0 -2022-06-21 18:23:59,589:INFO: xgboost: 1.4.0 -2022-06-21 18:23:59,589:INFO: catboost: 1.0.6 -2022-06-21 18:23:59,589:INFO: kmodes: 0.12.1 -2022-06-21 18:23:59,589:INFO: mlxtend: 0.20.0 -2022-06-21 18:23:59,590:INFO: statsforecast: 0.5.5 -2022-06-21 18:23:59,590:INFO: tune_sklearn: Installed but version unavailable -2022-06-21 18:23:59,590:INFO: ray: 1.12.1 -2022-06-21 18:23:59,590:INFO: hyperopt: 0.2.7 -2022-06-21 18:23:59,590:INFO: optuna: 2.10.0 -2022-06-21 18:23:59,591:INFO: skopt: 0.9.0 -2022-06-21 18:23:59,591:INFO: mlflow: 1.26.1 -2022-06-21 18:23:59,591:INFO: gradio: 3.0.11 -2022-06-21 18:23:59,591:INFO: fastapi: 0.75.2 -2022-06-21 18:23:59,591:INFO: uvicorn: 0.17.6 -2022-06-21 18:23:59,592:INFO: m2cgen: 0.10.0 -2022-06-21 18:23:59,592:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:23:59,592:INFO: nltk: 3.6.5 -2022-06-21 18:23:59,592:INFO: pyLDAvis: Not installed -2022-06-21 18:23:59,593:INFO: gensim: Not installed -2022-06-21 18:23:59,593:INFO: spacy: Not installed -2022-06-21 18:23:59,593:INFO: wordcloud: 1.8.1 -2022-06-21 18:23:59,593:INFO: textblob: 0.17.1 -2022-06-21 18:23:59,594:INFO: fugue: 0.6.6 -2022-06-21 18:23:59,594:INFO: streamlit: 1.10.0 -2022-06-21 18:23:59,594:INFO: prophet: Not installed -2022-06-21 18:23:59,594:INFO:None -2022-06-21 18:23:59,595:INFO:Set up data. -2022-06-21 18:23:59,603:INFO:Set up train/test split. -2022-06-21 18:23:59,610:INFO:Assigning column types. -2022-06-21 18:23:59,625:INFO:Set up folding strategy. -2022-06-21 18:23:59,626:INFO:Preparing preprocessing pipeline... -2022-06-21 18:23:59,627:INFO:Set up simple imputation. -2022-06-21 18:23:59,666:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:23:59,669:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:23:59,669:INFO:Creating final display dataframe. -2022-06-21 18:23:59,737:INFO:Setup display_container: Description Value -0 Session id 5087 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 4c82 -2022-06-21 18:23:59,744:INFO: Description Value -0 Session id 5087 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 4c82 -2022-06-21 18:23:59,897:INFO:setup() successfully completed in 7.3s............... -2022-06-21 18:24:43,711:INFO:Initializing compare_models() -2022-06-21 18:24:43,713:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:24:43,713:INFO:Checking exceptions -2022-06-21 18:24:43,721:INFO:Preparing display monitor -2022-06-21 18:24:43,735:INFO:Initializing Logistic Regression -2022-06-21 18:24:43,740:INFO:Total runtime is 7.120370864868164e-05 minutes -2022-06-21 18:24:43,743:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:43,744:INFO:Initializing create_model() -2022-06-21 18:24:43,744:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:43,746:INFO:Checking exceptions -2022-06-21 18:24:43,757:INFO:Importing libraries -2022-06-21 18:24:43,759:INFO:Copying training dataset -2022-06-21 18:24:43,766:INFO:Defining folds -2022-06-21 18:24:43,767:INFO:Declaring metric variables -2022-06-21 18:24:43,769:INFO:Importing untrained model -2022-06-21 18:24:43,772:INFO:Logistic Regression Imported successfully -2022-06-21 18:24:43,775:INFO:Starting cross validation -2022-06-21 18:24:43,776:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:46,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:46,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:46,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:46,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:46,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:46,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:46,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:46,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,379:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,525:INFO:Calculating mean and std -2022-06-21 18:24:47,527:INFO:Creating metrics dataframe -2022-06-21 18:24:47,538:INFO:Uploading results into container -2022-06-21 18:24:47,540:INFO:Uploading model into container now -2022-06-21 18:24:47,541:INFO:master_model_container: 1 -2022-06-21 18:24:47,542:INFO:display_container: 2 -2022-06-21 18:24:47,542:INFO:LogisticRegression(max_iter=1000, random_state=5087) -2022-06-21 18:24:47,543:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:47,803:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:47,803:INFO:Creating metrics dataframe -2022-06-21 18:24:47,810:INFO:Initializing K Neighbors Classifier -2022-06-21 18:24:47,810:INFO:Total runtime is 0.0679111401240031 minutes -2022-06-21 18:24:47,811:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:47,811:INFO:Initializing create_model() -2022-06-21 18:24:47,813:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:47,813:INFO:Checking exceptions -2022-06-21 18:24:47,816:INFO:Importing libraries -2022-06-21 18:24:47,816:INFO:Copying training dataset -2022-06-21 18:24:47,819:INFO:Defining folds -2022-06-21 18:24:47,819:INFO:Declaring metric variables -2022-06-21 18:24:47,820:INFO:Importing untrained model -2022-06-21 18:24:47,821:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:24:47,823:INFO:Starting cross validation -2022-06-21 18:24:47,824:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:47,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:47,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,004:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,006:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,016:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,020:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,037:INFO:Calculating mean and std -2022-06-21 18:24:48,037:INFO:Creating metrics dataframe -2022-06-21 18:24:48,042:INFO:Uploading results into container -2022-06-21 18:24:48,042:INFO:Uploading model into container now -2022-06-21 18:24:48,043:INFO:master_model_container: 2 -2022-06-21 18:24:48,044:INFO:display_container: 2 -2022-06-21 18:24:48,044:INFO:KNeighborsClassifier(n_jobs=-1) -2022-06-21 18:24:48,045:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:48,266:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:48,267:INFO:Creating metrics dataframe -2022-06-21 18:24:48,274:INFO:Initializing Naive Bayes -2022-06-21 18:24:48,275:INFO:Total runtime is 0.07565871477127076 minutes -2022-06-21 18:24:48,276:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:48,277:INFO:Initializing create_model() -2022-06-21 18:24:48,277:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:48,278:INFO:Checking exceptions -2022-06-21 18:24:48,280:INFO:Importing libraries -2022-06-21 18:24:48,280:INFO:Copying training dataset -2022-06-21 18:24:48,284:INFO:Defining folds -2022-06-21 18:24:48,284:INFO:Declaring metric variables -2022-06-21 18:24:48,285:INFO:Importing untrained model -2022-06-21 18:24:48,287:INFO:Naive Bayes Imported successfully -2022-06-21 18:24:48,289:INFO:Starting cross validation -2022-06-21 18:24:48,290:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:48,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,352:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,392:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,403:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,410:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,412:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,460:INFO:Calculating mean and std -2022-06-21 18:24:48,461:INFO:Creating metrics dataframe -2022-06-21 18:24:48,465:INFO:Uploading results into container -2022-06-21 18:24:48,466:INFO:Uploading model into container now -2022-06-21 18:24:48,467:INFO:master_model_container: 3 -2022-06-21 18:24:48,467:INFO:display_container: 2 -2022-06-21 18:24:48,467:INFO:GaussianNB() -2022-06-21 18:24:48,468:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:48,699:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:48,699:INFO:Creating metrics dataframe -2022-06-21 18:24:48,709:INFO:Initializing Decision Tree Classifier -2022-06-21 18:24:48,710:INFO:Total runtime is 0.08291017214457194 minutes -2022-06-21 18:24:48,711:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:48,712:INFO:Initializing create_model() -2022-06-21 18:24:48,713:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:48,713:INFO:Checking exceptions -2022-06-21 18:24:48,717:INFO:Importing libraries -2022-06-21 18:24:48,717:INFO:Copying training dataset -2022-06-21 18:24:48,721:INFO:Defining folds -2022-06-21 18:24:48,722:INFO:Declaring metric variables -2022-06-21 18:24:48,723:INFO:Importing untrained model -2022-06-21 18:24:48,724:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:24:48,726:INFO:Starting cross validation -2022-06-21 18:24:48,728:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:48,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,772:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,782:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,825:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,847:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,892:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:48,902:INFO:Calculating mean and std -2022-06-21 18:24:48,902:INFO:Creating metrics dataframe -2022-06-21 18:24:48,907:INFO:Uploading results into container -2022-06-21 18:24:48,908:INFO:Uploading model into container now -2022-06-21 18:24:48,909:INFO:master_model_container: 4 -2022-06-21 18:24:48,909:INFO:display_container: 2 -2022-06-21 18:24:48,909:INFO:DecisionTreeClassifier(random_state=5087) -2022-06-21 18:24:48,910:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:49,116:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:49,116:INFO:Creating metrics dataframe -2022-06-21 18:24:49,123:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:24:49,123:INFO:Total runtime is 0.08979749282201131 minutes -2022-06-21 18:24:49,124:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:49,125:INFO:Initializing create_model() -2022-06-21 18:24:49,126:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:49,126:INFO:Checking exceptions -2022-06-21 18:24:49,129:INFO:Importing libraries -2022-06-21 18:24:49,129:INFO:Copying training dataset -2022-06-21 18:24:49,134:INFO:Defining folds -2022-06-21 18:24:49,135:INFO:Declaring metric variables -2022-06-21 18:24:49,137:INFO:Importing untrained model -2022-06-21 18:24:49,138:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:24:49,140:INFO:Starting cross validation -2022-06-21 18:24:49,142:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:49,181:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,195:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,199:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,217:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,261:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,269:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,269:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,275:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,292:INFO:Calculating mean and std -2022-06-21 18:24:49,293:INFO:Creating metrics dataframe -2022-06-21 18:24:49,298:INFO:Uploading results into container -2022-06-21 18:24:49,299:INFO:Uploading model into container now -2022-06-21 18:24:49,300:INFO:master_model_container: 5 -2022-06-21 18:24:49,300:INFO:display_container: 2 -2022-06-21 18:24:49,301:INFO:SGDClassifier(eta0=0.001, n_jobs=-1, random_state=5087) -2022-06-21 18:24:49,302:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:49,510:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:49,510:INFO:Creating metrics dataframe -2022-06-21 18:24:49,524:INFO:Initializing Ridge Classifier -2022-06-21 18:24:49,524:INFO:Total runtime is 0.09648299217224121 minutes -2022-06-21 18:24:49,526:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:49,526:INFO:Initializing create_model() -2022-06-21 18:24:49,527:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:49,527:INFO:Checking exceptions -2022-06-21 18:24:49,529:INFO:Importing libraries -2022-06-21 18:24:49,529:INFO:Copying training dataset -2022-06-21 18:24:49,533:INFO:Defining folds -2022-06-21 18:24:49,534:INFO:Declaring metric variables -2022-06-21 18:24:49,535:INFO:Importing untrained model -2022-06-21 18:24:49,537:INFO:Ridge Classifier Imported successfully -2022-06-21 18:24:49,538:INFO:Starting cross validation -2022-06-21 18:24:49,539:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:49,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,589:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,596:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,597:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,625:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,654:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:49,702:INFO:Calculating mean and std -2022-06-21 18:24:49,704:INFO:Creating metrics dataframe -2022-06-21 18:24:49,716:INFO:Uploading results into container -2022-06-21 18:24:49,717:INFO:Uploading model into container now -2022-06-21 18:24:49,718:INFO:master_model_container: 6 -2022-06-21 18:24:49,718:INFO:display_container: 2 -2022-06-21 18:24:49,719:INFO:RidgeClassifier(random_state=5087) -2022-06-21 18:24:49,720:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:49,933:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:49,933:INFO:Creating metrics dataframe -2022-06-21 18:24:49,949:INFO:Initializing Random Forest Classifier -2022-06-21 18:24:49,949:INFO:Total runtime is 0.10356812477111817 minutes -2022-06-21 18:24:49,951:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:49,952:INFO:Initializing create_model() -2022-06-21 18:24:49,952:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:49,952:INFO:Checking exceptions -2022-06-21 18:24:49,954:INFO:Importing libraries -2022-06-21 18:24:49,955:INFO:Copying training dataset -2022-06-21 18:24:49,958:INFO:Defining folds -2022-06-21 18:24:49,958:INFO:Declaring metric variables -2022-06-21 18:24:49,959:INFO:Importing untrained model -2022-06-21 18:24:49,961:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:24:49,964:INFO:Starting cross validation -2022-06-21 18:24:49,965:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:50,301:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,317:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,698:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:50,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,072:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,150:INFO:Calculating mean and std -2022-06-21 18:24:51,151:INFO:Creating metrics dataframe -2022-06-21 18:24:51,160:INFO:Uploading results into container -2022-06-21 18:24:51,161:INFO:Uploading model into container now -2022-06-21 18:24:51,162:INFO:master_model_container: 7 -2022-06-21 18:24:51,162:INFO:display_container: 2 -2022-06-21 18:24:51,163:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:24:51,164:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:51,384:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:51,384:INFO:Creating metrics dataframe -2022-06-21 18:24:51,391:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:24:51,392:INFO:Total runtime is 0.12760796149571738 minutes -2022-06-21 18:24:51,392:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:51,394:INFO:Initializing create_model() -2022-06-21 18:24:51,395:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:51,395:INFO:Checking exceptions -2022-06-21 18:24:51,397:INFO:Importing libraries -2022-06-21 18:24:51,397:INFO:Copying training dataset -2022-06-21 18:24:51,401:INFO:Defining folds -2022-06-21 18:24:51,401:INFO:Declaring metric variables -2022-06-21 18:24:51,402:INFO:Importing untrained model -2022-06-21 18:24:51,403:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:24:51,405:INFO:Starting cross validation -2022-06-21 18:24:51,406:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:51,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,464:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,469:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,520:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:51,567:INFO:Calculating mean and std -2022-06-21 18:24:51,567:INFO:Creating metrics dataframe -2022-06-21 18:24:51,572:INFO:Uploading results into container -2022-06-21 18:24:51,573:INFO:Uploading model into container now -2022-06-21 18:24:51,573:INFO:master_model_container: 8 -2022-06-21 18:24:51,574:INFO:display_container: 2 -2022-06-21 18:24:51,574:INFO:QuadraticDiscriminantAnalysis() -2022-06-21 18:24:51,575:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:51,857:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:51,858:INFO:Creating metrics dataframe -2022-06-21 18:24:51,865:INFO:Initializing Ada Boost Classifier -2022-06-21 18:24:51,865:INFO:Total runtime is 0.13550387223561605 minutes -2022-06-21 18:24:51,866:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:51,868:INFO:Initializing create_model() -2022-06-21 18:24:51,868:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:51,868:INFO:Checking exceptions -2022-06-21 18:24:51,870:INFO:Importing libraries -2022-06-21 18:24:51,871:INFO:Copying training dataset -2022-06-21 18:24:51,874:INFO:Defining folds -2022-06-21 18:24:51,874:INFO:Declaring metric variables -2022-06-21 18:24:51,875:INFO:Importing untrained model -2022-06-21 18:24:51,876:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:24:51,877:INFO:Starting cross validation -2022-06-21 18:24:51,879:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:52,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,269:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,274:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,430:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,455:INFO:Calculating mean and std -2022-06-21 18:24:52,456:INFO:Creating metrics dataframe -2022-06-21 18:24:52,462:INFO:Uploading results into container -2022-06-21 18:24:52,462:INFO:Uploading model into container now -2022-06-21 18:24:52,463:INFO:master_model_container: 9 -2022-06-21 18:24:52,463:INFO:display_container: 2 -2022-06-21 18:24:52,464:INFO:AdaBoostClassifier(random_state=5087) -2022-06-21 18:24:52,464:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:52,692:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:52,692:INFO:Creating metrics dataframe -2022-06-21 18:24:52,702:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:24:52,702:INFO:Total runtime is 0.14945465723673504 minutes -2022-06-21 18:24:52,704:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:52,705:INFO:Initializing create_model() -2022-06-21 18:24:52,706:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:52,706:INFO:Checking exceptions -2022-06-21 18:24:52,708:INFO:Importing libraries -2022-06-21 18:24:52,709:INFO:Copying training dataset -2022-06-21 18:24:52,714:INFO:Defining folds -2022-06-21 18:24:52,715:INFO:Declaring metric variables -2022-06-21 18:24:52,718:INFO:Importing untrained model -2022-06-21 18:24:52,721:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:24:52,723:INFO:Starting cross validation -2022-06-21 18:24:52,724:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:52,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,975:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:52,984:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,029:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,298:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,412:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,412:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,431:INFO:Calculating mean and std -2022-06-21 18:24:53,432:INFO:Creating metrics dataframe -2022-06-21 18:24:53,438:INFO:Uploading results into container -2022-06-21 18:24:53,438:INFO:Uploading model into container now -2022-06-21 18:24:53,439:INFO:master_model_container: 10 -2022-06-21 18:24:53,439:INFO:display_container: 2 -2022-06-21 18:24:53,440:INFO:GradientBoostingClassifier(random_state=5087) -2022-06-21 18:24:53,440:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:53,665:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:53,668:INFO:Creating metrics dataframe -2022-06-21 18:24:53,684:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:24:53,685:INFO:Total runtime is 0.16582285960515342 minutes -2022-06-21 18:24:53,686:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:53,687:INFO:Initializing create_model() -2022-06-21 18:24:53,688:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:53,688:INFO:Checking exceptions -2022-06-21 18:24:53,701:INFO:Importing libraries -2022-06-21 18:24:53,703:INFO:Copying training dataset -2022-06-21 18:24:53,717:INFO:Defining folds -2022-06-21 18:24:53,717:INFO:Declaring metric variables -2022-06-21 18:24:53,718:INFO:Importing untrained model -2022-06-21 18:24:53,719:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:24:53,722:INFO:Starting cross validation -2022-06-21 18:24:53,723:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:53,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,808:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,867:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:53,907:INFO:Calculating mean and std -2022-06-21 18:24:53,908:INFO:Creating metrics dataframe -2022-06-21 18:24:53,914:INFO:Uploading results into container -2022-06-21 18:24:53,915:INFO:Uploading model into container now -2022-06-21 18:24:53,916:INFO:master_model_container: 11 -2022-06-21 18:24:53,916:INFO:display_container: 2 -2022-06-21 18:24:53,917:INFO:LinearDiscriminantAnalysis() -2022-06-21 18:24:53,917:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:54,124:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:54,124:INFO:Creating metrics dataframe -2022-06-21 18:24:54,142:INFO:Initializing Extra Trees Classifier -2022-06-21 18:24:54,142:INFO:Total runtime is 0.1734520753224691 minutes -2022-06-21 18:24:54,143:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:54,144:INFO:Initializing create_model() -2022-06-21 18:24:54,144:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:54,144:INFO:Checking exceptions -2022-06-21 18:24:54,147:INFO:Importing libraries -2022-06-21 18:24:54,147:INFO:Copying training dataset -2022-06-21 18:24:54,151:INFO:Defining folds -2022-06-21 18:24:54,151:INFO:Declaring metric variables -2022-06-21 18:24:54,153:INFO:Importing untrained model -2022-06-21 18:24:54,154:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:24:54,156:INFO:Starting cross validation -2022-06-21 18:24:54,157:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:54,430:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,468:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:54,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:55,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:55,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:55,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:55,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:55,156:INFO:Calculating mean and std -2022-06-21 18:24:55,157:INFO:Creating metrics dataframe -2022-06-21 18:24:55,164:INFO:Uploading results into container -2022-06-21 18:24:55,165:INFO:Uploading model into container now -2022-06-21 18:24:55,165:INFO:master_model_container: 12 -2022-06-21 18:24:55,166:INFO:display_container: 2 -2022-06-21 18:24:55,167:INFO:ExtraTreesClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:24:55,167:INFO:create_model() successfully completed...................................... -2022-06-21 18:24:55,427:INFO:SubProcess create_model() end ================================== -2022-06-21 18:24:55,427:INFO:Creating metrics dataframe -2022-06-21 18:24:55,435:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:24:55,435:INFO:Total runtime is 0.194993527730306 minutes -2022-06-21 18:24:55,436:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:55,437:INFO:Initializing create_model() -2022-06-21 18:24:55,437:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:55,438:INFO:Checking exceptions -2022-06-21 18:24:55,440:INFO:Importing libraries -2022-06-21 18:24:55,440:INFO:Copying training dataset -2022-06-21 18:24:55,444:INFO:Defining folds -2022-06-21 18:24:55,445:INFO:Declaring metric variables -2022-06-21 18:24:55,446:INFO:Importing untrained model -2022-06-21 18:24:55,448:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:24:55,449:INFO:Starting cross validation -2022-06-21 18:24:55,451:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:56,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:56,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:56,291:INFO:Initializing compare_models() -2022-06-21 18:24:56,305:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:24:56,306:INFO:Checking exceptions -2022-06-21 18:24:56,343:INFO:Preparing display monitor -2022-06-21 18:24:56,362:WARNING: -2022-06-21 18:24:56,386:INFO:Initializing Logistic Regression -2022-06-21 18:24:56,390:INFO:Total runtime is 6.246169408162435e-05 minutes -2022-06-21 18:24:56,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:56,398:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:56,399:INFO:Initializing create_model() -2022-06-21 18:24:56,400:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:56,401:INFO:Checking exceptions -2022-06-21 18:24:56,403:INFO:Importing libraries -2022-06-21 18:24:56,420:INFO:Copying training dataset -2022-06-21 18:24:56,424:INFO:Defining folds -2022-06-21 18:24:56,424:INFO:Declaring metric variables -2022-06-21 18:24:56,425:INFO:Importing untrained model -2022-06-21 18:24:56,426:INFO:Logistic Regression Imported successfully -2022-06-21 18:24:56,429:INFO:Starting cross validation -2022-06-21 18:24:56,430:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:56,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:56,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:56,947:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:56,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:56,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:57,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:57,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:57,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:57,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:57,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:57,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:57,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:57,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:57,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:57,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:57,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:57,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:57,560:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:57,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:57,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:57,673:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:58,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:58,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:58,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:58,589:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:58,597:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,598:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:58,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:58,639:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,696:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,781:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,808:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,878:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,885:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,899:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:58,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,909:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:58,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:24:58,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:58,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:24:58,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:59,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:59,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:59,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:59,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:24:59,200:INFO:Calculating mean and std -2022-06-21 18:24:59,201:WARNING: Processing: 0%| | 0/69 [00:00, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:59,942:INFO:SubProcess create_model() called ================================== -2022-06-21 18:24:59,942:INFO:Checking exceptions -2022-06-21 18:24:59,943:INFO:Initializing create_model() -2022-06-21 18:24:59,945:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:24:59,945:INFO:Checking exceptions -2022-06-21 18:24:59,949:INFO:Importing libraries -2022-06-21 18:24:59,951:INFO:Importing libraries -2022-06-21 18:24:59,952:INFO:Copying training dataset -2022-06-21 18:24:59,952:INFO:Copying training dataset -2022-06-21 18:24:59,961:WARNING: Processing: 7%|7 | 5/69 [00:02<00:36, 1.78it/s] -2022-06-21 18:24:59,964:INFO:Defining folds -2022-06-21 18:24:59,964:INFO:Defining folds -2022-06-21 18:24:59,965:INFO:Declaring metric variables -2022-06-21 18:24:59,966:INFO:Declaring metric variables -2022-06-21 18:24:59,967:INFO:Importing untrained model -2022-06-21 18:24:59,967:INFO:Importing untrained model -2022-06-21 18:24:59,968:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:24:59,970:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:24:59,971:INFO:Starting cross validation -2022-06-21 18:24:59,972:INFO:Starting cross validation -2022-06-21 18:24:59,973:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:24:59,973:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:00,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:00,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:00,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:00,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:00,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:00,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:00,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:00,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:02,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:02,732:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:03,629:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:03,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:03,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:03,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:03,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:03,897:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,528:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:04,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:05,045:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:05,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:05,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:05,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:05,328:INFO:Calculating mean and std -2022-06-21 18:25:05,329:WARNING: Processing: 10%|# | 7/69 [00:03<00:30, 2.01it/s] -2022-06-21 18:25:05,329:INFO:Creating metrics dataframe -2022-06-21 18:25:05,335:INFO:Uploading results into container -2022-06-21 18:25:05,335:INFO:Uploading model into container now -2022-06-21 18:25:05,336:INFO:master_model_container: 15 -2022-06-21 18:25:05,337:INFO:display_container: 2 -2022-06-21 18:25:05,338:INFO:KNeighborsClassifier(n_jobs=-1) -2022-06-21 18:25:05,339:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:06,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,479:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,589:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:06,592:INFO:Creating metrics dataframe -2022-06-21 18:25:06,618:INFO:Initializing Naive Bayes -2022-06-21 18:25:06,621:INFO:Total runtime is 0.17057935396830243 minutes -2022-06-21 18:25:06,623:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:06,625:INFO:Initializing create_model() -2022-06-21 18:25:06,626:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:06,626:INFO:Checking exceptions -2022-06-21 18:25:06,649:INFO:Importing libraries -2022-06-21 18:25:06,650:INFO:Copying training dataset -2022-06-21 18:25:06,664:WARNING: Processing: 13%|#3 | 9/69 [00:08<01:14, 1.24s/it] -2022-06-21 18:25:06,675:INFO:Defining folds -2022-06-21 18:25:06,677:INFO:Declaring metric variables -2022-06-21 18:25:06,680:INFO:Importing untrained model -2022-06-21 18:25:06,685:INFO:Naive Bayes Imported successfully -2022-06-21 18:25:06,689:INFO:Starting cross validation -2022-06-21 18:25:06,697:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:06,755:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,988:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:06,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,047:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,242:INFO:Calculating mean and std -2022-06-21 18:25:07,247:WARNING: Processing: 16%|#5 | 11/69 [00:10<01:01, 1.06s/it] -2022-06-21 18:25:07,248:INFO:Creating metrics dataframe -2022-06-21 18:25:07,253:INFO:Uploading results into container -2022-06-21 18:25:07,254:INFO:Uploading model into container now -2022-06-21 18:25:07,254:INFO:master_model_container: 16 -2022-06-21 18:25:07,255:INFO:display_container: 2 -2022-06-21 18:25:07,255:INFO:GaussianNB() -2022-06-21 18:25:07,255:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:07,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,535:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:07,536:INFO:Creating metrics dataframe -2022-06-21 18:25:07,543:INFO:Initializing Decision Tree Classifier -2022-06-21 18:25:07,544:INFO:Total runtime is 0.18596498966217043 minutes -2022-06-21 18:25:07,545:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:07,546:INFO:Initializing create_model() -2022-06-21 18:25:07,547:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:07,547:INFO:Calculating mean and std -2022-06-21 18:25:07,548:INFO:Checking exceptions -2022-06-21 18:25:07,549:INFO:Creating metrics dataframe -2022-06-21 18:25:07,555:INFO:Uploading results into container -2022-06-21 18:25:07,556:INFO:Uploading model into container now -2022-06-21 18:25:07,557:INFO:master_model_container: 17 -2022-06-21 18:25:07,558:INFO:display_container: 2 -2022-06-21 18:25:07,559:INFO:LGBMClassifier(random_state=5087) -2022-06-21 18:25:07,562:INFO:Importing libraries -2022-06-21 18:25:07,563:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:07,563:INFO:Copying training dataset -2022-06-21 18:25:07,821:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:07,822:INFO:Creating metrics dataframe -2022-06-21 18:25:07,834:INFO:Initializing CatBoost Classifier -2022-06-21 18:25:07,834:INFO:Total runtime is 0.40164847373962403 minutes -2022-06-21 18:25:07,835:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:07,836:INFO:Initializing create_model() -2022-06-21 18:25:07,836:WARNING: Processing: 19%|#8 | 13/69 [00:10<00:45, 1.23it/s] -2022-06-21 18:25:07,837:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:07,837:INFO:Defining folds -2022-06-21 18:25:07,837:INFO:Checking exceptions -2022-06-21 18:25:07,838:INFO:Declaring metric variables -2022-06-21 18:25:07,839:INFO:Importing untrained model -2022-06-21 18:25:07,842:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:25:07,844:INFO:Importing libraries -2022-06-21 18:25:07,844:INFO:Starting cross validation -2022-06-21 18:25:07,845:INFO:Copying training dataset -2022-06-21 18:25:07,847:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:07,854:INFO:Defining folds -2022-06-21 18:25:07,854:INFO:Declaring metric variables -2022-06-21 18:25:07,855:INFO:Importing untrained model -2022-06-21 18:25:07,856:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:25:07,857:INFO:Starting cross validation -2022-06-21 18:25:07,858:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:07,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:07,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:12,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:12,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:12,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:12,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:12,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:12,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,228:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:13,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:16,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:16,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:16,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:16,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:16,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:16,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:16,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:17,002:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:17,062:INFO:Calculating mean and std -2022-06-21 18:25:17,066:WARNING: Processing: 22%|##1 | 15/69 [00:11<00:35, 1.54it/s] -2022-06-21 18:25:17,074:INFO:Creating metrics dataframe -2022-06-21 18:25:17,087:INFO:Uploading results into container -2022-06-21 18:25:17,090:INFO:Uploading model into container now -2022-06-21 18:25:17,092:INFO:master_model_container: 18 -2022-06-21 18:25:17,096:INFO:display_container: 2 -2022-06-21 18:25:17,098:INFO:DecisionTreeClassifier(random_state=5087) -2022-06-21 18:25:17,100:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:17,615:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:17,626:INFO:Creating metrics dataframe -2022-06-21 18:25:17,669:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:25:17,672:INFO:Total runtime is 0.3547679702440898 minutes -2022-06-21 18:25:17,675:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:17,702:INFO:Initializing create_model() -2022-06-21 18:25:17,712:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:17,712:INFO:Checking exceptions -2022-06-21 18:25:17,715:INFO:Importing libraries -2022-06-21 18:25:17,740:INFO:Copying training dataset -2022-06-21 18:25:17,748:WARNING: Processing: 25%|##4 | 17/69 [00:20<01:37, 1.88s/it] -2022-06-21 18:25:17,749:INFO:Defining folds -2022-06-21 18:25:17,755:INFO:Declaring metric variables -2022-06-21 18:25:17,757:INFO:Importing untrained model -2022-06-21 18:25:17,759:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:25:17,761:INFO:Starting cross validation -2022-06-21 18:25:17,774:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:18,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,235:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,354:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,386:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,482:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,556:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,589:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,596:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,698:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:18,706:INFO:Calculating mean and std -2022-06-21 18:25:18,707:WARNING: Processing: 28%|##7 | 19/69 [00:21<01:10, 1.41s/it] -2022-06-21 18:25:18,707:INFO:Creating metrics dataframe -2022-06-21 18:25:18,721:INFO:Uploading results into container -2022-06-21 18:25:18,724:INFO:Uploading model into container now -2022-06-21 18:25:18,726:INFO:master_model_container: 19 -2022-06-21 18:25:18,726:INFO:display_container: 2 -2022-06-21 18:25:18,729:INFO:SGDClassifier(eta0=0.001, n_jobs=-1, random_state=5087) -2022-06-21 18:25:18,732:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:19,223:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:19,241:INFO:Creating metrics dataframe -2022-06-21 18:25:19,286:INFO:Initializing Ridge Classifier -2022-06-21 18:25:19,292:INFO:Total runtime is 0.38177009423573816 minutes -2022-06-21 18:25:19,293:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:19,315:INFO:Initializing create_model() -2022-06-21 18:25:19,318:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:19,319:INFO:Checking exceptions -2022-06-21 18:25:19,354:INFO:Importing libraries -2022-06-21 18:25:19,356:INFO:Copying training dataset -2022-06-21 18:25:19,372:WARNING: Processing: 30%|### | 21/69 [00:22<00:53, 1.12s/it] -2022-06-21 18:25:19,378:INFO:Defining folds -2022-06-21 18:25:19,379:INFO:Declaring metric variables -2022-06-21 18:25:19,380:INFO:Importing untrained model -2022-06-21 18:25:19,381:INFO:Ridge Classifier Imported successfully -2022-06-21 18:25:19,411:INFO:Starting cross validation -2022-06-21 18:25:19,420:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:19,532:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,615:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,688:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,707:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,729:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:19,984:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:20,001:INFO:Calculating mean and std -2022-06-21 18:25:20,006:WARNING: Processing: 33%|###3 | 23/69 [00:22<00:40, 1.13it/s] -2022-06-21 18:25:20,007:INFO:Creating metrics dataframe -2022-06-21 18:25:20,026:INFO:Uploading results into container -2022-06-21 18:25:20,029:INFO:Uploading model into container now -2022-06-21 18:25:20,035:INFO:master_model_container: 20 -2022-06-21 18:25:20,036:INFO:display_container: 2 -2022-06-21 18:25:20,039:INFO:RidgeClassifier(random_state=5087) -2022-06-21 18:25:20,041:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:20,393:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:20,393:INFO:Creating metrics dataframe -2022-06-21 18:25:20,413:INFO:Initializing Random Forest Classifier -2022-06-21 18:25:20,413:INFO:Total runtime is 0.4004495024681092 minutes -2022-06-21 18:25:20,414:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:20,414:INFO:Initializing create_model() -2022-06-21 18:25:20,414:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:20,414:INFO:Checking exceptions -2022-06-21 18:25:20,420:INFO:Importing libraries -2022-06-21 18:25:20,453:INFO:Copying training dataset -2022-06-21 18:25:20,486:WARNING: Processing: 36%|###6 | 25/69 [00:23<00:31, 1.40it/s] -2022-06-21 18:25:20,487:INFO:Defining folds -2022-06-21 18:25:20,488:INFO:Declaring metric variables -2022-06-21 18:25:20,488:INFO:Importing untrained model -2022-06-21 18:25:20,489:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:25:20,504:INFO:Starting cross validation -2022-06-21 18:25:20,509:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:20,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:20,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:20,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:20,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,171:INFO:Calculating mean and std -2022-06-21 18:25:21,174:INFO:Creating metrics dataframe -2022-06-21 18:25:21,194:INFO:Uploading results into container -2022-06-21 18:25:21,199:INFO:Uploading model into container now -2022-06-21 18:25:21,212:INFO:master_model_container: 21 -2022-06-21 18:25:21,213:INFO:display_container: 2 -2022-06-21 18:25:21,214:INFO: -2022-06-21 18:25:21,215:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:21,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,597:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,618:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:21,619:INFO:Creating metrics dataframe -2022-06-21 18:25:21,631:INFO:Initializing Dummy Classifier -2022-06-21 18:25:21,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,649:INFO:Total runtime is 0.6318946957588196 minutes -2022-06-21 18:25:21,650:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:21,652:INFO:Initializing create_model() -2022-06-21 18:25:21,652:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:21,653:INFO:Checking exceptions -2022-06-21 18:25:21,657:INFO:Importing libraries -2022-06-21 18:25:21,657:INFO:Copying training dataset -2022-06-21 18:25:21,660:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:21,664:INFO:Defining folds -2022-06-21 18:25:21,664:INFO:Declaring metric variables -2022-06-21 18:25:21,665:INFO:Importing untrained model -2022-06-21 18:25:21,673:INFO:Dummy Classifier Imported successfully -2022-06-21 18:25:21,675:INFO:Starting cross validation -2022-06-21 18:25:21,677:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:21,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,035:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,041:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,055:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,079:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,098:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,156:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,171:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,177:INFO:Calculating mean and std -2022-06-21 18:25:22,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,184:WARNING: Processing: 39%|###9 | 27/69 [00:24<00:23, 1.75it/s] -2022-06-21 18:25:22,187:INFO:Creating metrics dataframe -2022-06-21 18:25:22,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,203:INFO:Uploading results into container -2022-06-21 18:25:22,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,211:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,211:INFO:Uploading model into container now -2022-06-21 18:25:22,212:INFO:master_model_container: 22 -2022-06-21 18:25:22,213:INFO:display_container: 2 -2022-06-21 18:25:22,214:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:25:22,214:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:22,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:22,457:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:22,458:INFO:Creating metrics dataframe -2022-06-21 18:25:22,462:INFO:Calculating mean and std -2022-06-21 18:25:22,464:INFO:Creating metrics dataframe -2022-06-21 18:25:22,472:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:25:22,475:INFO:Uploading results into container -2022-06-21 18:25:22,476:INFO:Total runtime is 0.4348326722780864 minutes -2022-06-21 18:25:22,477:INFO:Uploading model into container now -2022-06-21 18:25:22,478:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:22,481:INFO:master_model_container: 23 -2022-06-21 18:25:22,482:INFO:Initializing create_model() -2022-06-21 18:25:22,484:INFO:display_container: 2 -2022-06-21 18:25:22,485:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:22,486:INFO:DummyClassifier(random_state=5087) -2022-06-21 18:25:22,487:INFO:Checking exceptions -2022-06-21 18:25:22,487:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:22,490:INFO:Importing libraries -2022-06-21 18:25:22,704:INFO:Copying training dataset -2022-06-21 18:25:22,705:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:22,706:INFO:Creating metrics dataframe -2022-06-21 18:25:22,726:INFO:Initializing create_model() -2022-06-21 18:25:22,727:INFO:create_model(self=, estimator=RandomForestClassifier(n_jobs=-1, random_state=5087), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:25:22,727:INFO:Checking exceptions -2022-06-21 18:25:22,730:WARNING: Processing: 42%|####2 | 29/69 [00:25<00:26, 1.53it/s] -2022-06-21 18:25:22,735:INFO:Importing libraries -2022-06-21 18:25:22,736:INFO:Defining folds -2022-06-21 18:25:22,737:INFO:Copying training dataset -2022-06-21 18:25:22,737:INFO:Declaring metric variables -2022-06-21 18:25:22,740:INFO:Importing untrained model -2022-06-21 18:25:22,741:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:25:22,744:INFO:Starting cross validation -2022-06-21 18:25:22,745:INFO:Defining folds -2022-06-21 18:25:22,746:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:22,746:INFO:Declaring metric variables -2022-06-21 18:25:22,749:INFO:Importing untrained model -2022-06-21 18:25:22,751:INFO:Declaring custom model -2022-06-21 18:25:22,753:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:25:22,755:INFO:Cross validation set to False -2022-06-21 18:25:22,756:INFO:Fitting Model -2022-06-21 18:25:22,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,879:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,942:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:22,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,022:INFO:Calculating mean and std -2022-06-21 18:25:23,023:WARNING: Processing: 45%|####4 | 31/69 [00:26<00:20, 1.85it/s] -2022-06-21 18:25:23,023:INFO:Creating metrics dataframe -2022-06-21 18:25:23,036:INFO:Uploading results into container -2022-06-21 18:25:23,068:INFO:Uploading model into container now -2022-06-21 18:25:23,077:INFO:master_model_container: 24 -2022-06-21 18:25:23,094:INFO:display_container: 2 -2022-06-21 18:25:23,095:INFO:QuadraticDiscriminantAnalysis() -2022-06-21 18:25:23,096:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:23,349:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:23,349:INFO:Creating metrics dataframe -2022-06-21 18:25:23,370:INFO:Initializing Ada Boost Classifier -2022-06-21 18:25:23,371:INFO:Total runtime is 0.4497533003489177 minutes -2022-06-21 18:25:23,373:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:23,374:INFO:Initializing create_model() -2022-06-21 18:25:23,375:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:23,377:INFO:Checking exceptions -2022-06-21 18:25:23,391:INFO:Importing libraries -2022-06-21 18:25:23,393:INFO:Copying training dataset -2022-06-21 18:25:23,402:WARNING: Processing: 48%|####7 | 33/69 [00:26<00:15, 2.37it/s] -2022-06-21 18:25:23,406:INFO:Defining folds -2022-06-21 18:25:23,408:INFO:Declaring metric variables -2022-06-21 18:25:23,413:INFO:Importing untrained model -2022-06-21 18:25:23,418:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:25:23,420:INFO:Starting cross validation -2022-06-21 18:25:23,423:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:23,605:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:25:23,605:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:23,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,666:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:23,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:24,051:INFO: Model Accuracy AUC Recall Prec. \ -rf Random Forest Classifier 0.7729 0.8218 0.5889 0.7228 -ridge Ridge Classifier 0.7727 0.0000 0.5564 0.7339 -lda Linear Discriminant Analysis 0.7709 0.8310 0.5620 0.7248 -lr Logistic Regression 0.7690 0.8303 0.5673 0.7167 -et Extra Trees Classifier 0.7617 0.8145 0.5567 0.7086 -catboost CatBoost Classifier 0.7598 0.8254 0.5836 0.6948 -nb Naive Bayes 0.7597 0.8072 0.6047 0.6797 -gbc Gradient Boosting Classifier 0.7561 0.8139 0.5953 0.6789 -xgboost Extreme Gradient Boosting 0.7523 0.8020 0.5886 0.6819 -ada Ada Boost Classifier 0.7504 0.8015 0.5833 0.6693 -lightgbm Light Gradient Boosting Machine 0.7337 0.8095 0.5728 0.6349 -qda Quadratic Discriminant Analysis 0.7282 0.8020 0.5570 0.6232 -knn K Neighbors Classifier 0.7225 0.7444 0.5292 0.6155 -dt Decision Tree Classifier 0.7188 0.6887 0.5889 0.6056 -svm SVM - Linear Kernel 0.6537 0.0000 0.3439 0.5394 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 - - F1 Kappa MCC TT (Sec) -rf 0.6399 0.4782 0.4891 0.118 -ridge 0.6264 0.4692 0.4821 0.016 -lda 0.6274 0.4673 0.4784 0.018 -lr 0.6289 0.4656 0.4749 0.375 -et 0.6179 0.4494 0.4598 0.100 -catboost 0.6251 0.4521 0.4615 1.331 -nb 0.6363 0.4585 0.4629 0.017 -gbc 0.6244 0.4475 0.4561 0.071 -xgboost 0.6239 0.4418 0.4501 0.415 -ada 0.6157 0.4339 0.4410 0.058 -lightgbm 0.5963 0.4001 0.4051 0.757 -qda 0.5830 0.3844 0.3883 0.016 -knn 0.5627 0.3645 0.3689 0.021 -dt 0.5946 0.3800 0.3821 0.017 -svm 0.3516 0.1668 0.1928 0.015 -dummy 0.0000 0.0000 0.0000 0.078 -2022-06-21 18:25:24,068:INFO:master_model_container: 24 -2022-06-21 18:25:24,069:INFO:display_container: 2 -2022-06-21 18:25:24,070:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:25:24,070:INFO:compare_models() successfully completed...................................... -2022-06-21 18:25:24,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:24,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:24,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:24,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:24,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:24,261:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:24,422:INFO:Calculating mean and std -2022-06-21 18:25:24,423:WARNING: Processing: 51%|##### | 35/69 [00:27<00:11, 2.84it/s] -2022-06-21 18:25:24,424:INFO:Creating metrics dataframe -2022-06-21 18:25:24,430:INFO:Uploading results into container -2022-06-21 18:25:24,431:INFO:Uploading model into container now -2022-06-21 18:25:24,432:INFO:master_model_container: 25 -2022-06-21 18:25:24,432:INFO:display_container: 3 -2022-06-21 18:25:24,433:INFO:AdaBoostClassifier(random_state=5087) -2022-06-21 18:25:24,433:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:24,653:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:24,654:INFO:Creating metrics dataframe -2022-06-21 18:25:24,663:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:25:24,663:INFO:Total runtime is 0.47129077514012657 minutes -2022-06-21 18:25:24,664:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:24,666:INFO:Initializing create_model() -2022-06-21 18:25:24,666:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:24,667:INFO:Checking exceptions -2022-06-21 18:25:24,670:INFO:Importing libraries -2022-06-21 18:25:24,670:INFO:Copying training dataset -2022-06-21 18:25:24,674:WARNING: Processing: 54%|#####3 | 37/69 [00:28<00:12, 2.50it/s] -2022-06-21 18:25:24,675:INFO:Defining folds -2022-06-21 18:25:24,676:INFO:Declaring metric variables -2022-06-21 18:25:24,678:INFO:Importing untrained model -2022-06-21 18:25:24,680:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:25:24,682:INFO:Starting cross validation -2022-06-21 18:25:24,683:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:24,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:24,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:24,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,055:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,177:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,576:INFO:Calculating mean and std -2022-06-21 18:25:25,577:WARNING: Processing: 57%|#####6 | 39/69 [00:28<00:09, 3.15it/s] -2022-06-21 18:25:25,578:INFO:Creating metrics dataframe -2022-06-21 18:25:25,584:INFO:Uploading results into container -2022-06-21 18:25:25,585:INFO:Uploading model into container now -2022-06-21 18:25:25,586:INFO:master_model_container: 26 -2022-06-21 18:25:25,587:INFO:display_container: 3 -2022-06-21 18:25:25,589:INFO:GradientBoostingClassifier(random_state=5087) -2022-06-21 18:25:25,590:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:25,816:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:25,816:INFO:Creating metrics dataframe -2022-06-21 18:25:25,827:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:25:25,828:INFO:Total runtime is 0.490696918964386 minutes -2022-06-21 18:25:25,830:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:25,831:INFO:Initializing create_model() -2022-06-21 18:25:25,831:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:25,832:INFO:Checking exceptions -2022-06-21 18:25:25,835:INFO:Importing libraries -2022-06-21 18:25:25,835:INFO:Copying training dataset -2022-06-21 18:25:25,842:WARNING: Processing: 59%|#####9 | 41/69 [00:29<00:10, 2.80it/s] -2022-06-21 18:25:25,843:INFO:Defining folds -2022-06-21 18:25:25,844:INFO:Declaring metric variables -2022-06-21 18:25:25,845:INFO:Importing untrained model -2022-06-21 18:25:25,847:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:25:25,849:INFO:Starting cross validation -2022-06-21 18:25:25,851:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:25,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,897:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,988:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:25,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,001:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,103:INFO:Calculating mean and std -2022-06-21 18:25:26,106:WARNING: Processing: 62%|######2 | 43/69 [00:29<00:07, 3.45it/s] -2022-06-21 18:25:26,107:INFO:Creating metrics dataframe -2022-06-21 18:25:26,121:INFO:Uploading results into container -2022-06-21 18:25:26,122:INFO:Uploading model into container now -2022-06-21 18:25:26,123:INFO:master_model_container: 27 -2022-06-21 18:25:26,123:INFO:display_container: 3 -2022-06-21 18:25:26,123:INFO:LinearDiscriminantAnalysis() -2022-06-21 18:25:26,124:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:26,400:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:26,401:INFO:Creating metrics dataframe -2022-06-21 18:25:26,413:INFO:Initializing Extra Trees Classifier -2022-06-21 18:25:26,413:INFO:Total runtime is 0.5004548112551371 minutes -2022-06-21 18:25:26,414:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:26,414:INFO:Initializing create_model() -2022-06-21 18:25:26,415:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:26,415:INFO:Checking exceptions -2022-06-21 18:25:26,417:INFO:Importing libraries -2022-06-21 18:25:26,417:INFO:Copying training dataset -2022-06-21 18:25:26,420:WARNING: Processing: 65%|######5 | 45/69 [00:29<00:05, 4.12it/s] -2022-06-21 18:25:26,421:INFO:Defining folds -2022-06-21 18:25:26,421:INFO:Declaring metric variables -2022-06-21 18:25:26,422:INFO:Importing untrained model -2022-06-21 18:25:26,424:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:25:26,425:INFO:Starting cross validation -2022-06-21 18:25:26,426:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:26,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:26,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,071:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,339:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:27,401:INFO:Calculating mean and std -2022-06-21 18:25:27,402:WARNING: Processing: 68%|######8 | 47/69 [00:30<00:04, 4.61it/s] -2022-06-21 18:25:27,403:INFO:Creating metrics dataframe -2022-06-21 18:25:27,409:INFO:Uploading results into container -2022-06-21 18:25:27,410:INFO:Uploading model into container now -2022-06-21 18:25:27,410:INFO:master_model_container: 28 -2022-06-21 18:25:27,411:INFO:display_container: 3 -2022-06-21 18:25:27,411:INFO:ExtraTreesClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:25:27,411:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:27,619:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:27,619:INFO:Creating metrics dataframe -2022-06-21 18:25:27,628:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:25:27,628:INFO:Total runtime is 0.5207026878992717 minutes -2022-06-21 18:25:27,629:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:27,630:INFO:Initializing create_model() -2022-06-21 18:25:27,630:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:27,632:INFO:Checking exceptions -2022-06-21 18:25:27,634:INFO:Importing libraries -2022-06-21 18:25:27,634:INFO:Copying training dataset -2022-06-21 18:25:27,637:WARNING: Processing: 71%|#######1 | 49/69 [00:31<00:05, 3.34it/s] -2022-06-21 18:25:27,638:INFO:Defining folds -2022-06-21 18:25:27,638:INFO:Declaring metric variables -2022-06-21 18:25:27,639:INFO:Importing untrained model -2022-06-21 18:25:27,640:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:25:27,642:INFO:Starting cross validation -2022-06-21 18:25:27,643:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:27,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:27,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:27,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:27,720:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:28,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:28,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:28,749:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:28,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:28,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:28,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:28,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:28,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:28,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:28,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:29,176:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:29,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:29,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:29,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:29,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:29,272:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:29,281:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:29,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:29,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:29,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:29,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:29,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:29,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:29,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:29,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:30,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,024:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,035:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:25:30,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,510:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,940:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:30,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:25:30,955:INFO:Calculating mean and std -2022-06-21 18:25:30,956:WARNING: Processing: 74%|#######3 | 51/69 [00:31<00:04, 4.09it/s] -2022-06-21 18:25:30,956:INFO:Creating metrics dataframe -2022-06-21 18:25:30,962:INFO:Uploading results into container -2022-06-21 18:25:30,963:INFO:Uploading model into container now -2022-06-21 18:25:30,964:INFO:master_model_container: 29 -2022-06-21 18:25:30,964:INFO:display_container: 3 -2022-06-21 18:25:30,965:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=5087, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 18:25:30,967:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:31,221:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:31,222:INFO:Creating metrics dataframe -2022-06-21 18:25:31,235:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:25:31,235:INFO:Total runtime is 0.5808218876520793 minutes -2022-06-21 18:25:31,236:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:31,237:INFO:Initializing create_model() -2022-06-21 18:25:31,237:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:31,237:INFO:Checking exceptions -2022-06-21 18:25:31,239:INFO:Importing libraries -2022-06-21 18:25:31,240:INFO:Copying training dataset -2022-06-21 18:25:31,245:WARNING: Processing: 77%|#######6 | 53/69 [00:34<00:10, 1.49it/s] -2022-06-21 18:25:31,246:INFO:Defining folds -2022-06-21 18:25:31,246:INFO:Declaring metric variables -2022-06-21 18:25:31,247:INFO:Importing untrained model -2022-06-21 18:25:31,249:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:25:31,252:INFO:Starting cross validation -2022-06-21 18:25:31,254:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:32,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:32,615:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:33,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:33,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:33,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:33,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:33,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:33,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:34,264:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:34,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:35,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:35,055:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:35,763:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:35,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:35,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:35,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:35,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:35,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:36,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:36,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:36,261:INFO:Calculating mean and std -2022-06-21 18:25:36,262:WARNING: Processing: 80%|#######9 | 55/69 [00:34<00:07, 1.95it/s] -2022-06-21 18:25:36,262:INFO:Creating metrics dataframe -2022-06-21 18:25:36,270:INFO:Uploading results into container -2022-06-21 18:25:36,271:INFO:Uploading model into container now -2022-06-21 18:25:36,272:INFO:master_model_container: 30 -2022-06-21 18:25:36,273:INFO:display_container: 3 -2022-06-21 18:25:36,274:INFO:LGBMClassifier(random_state=5087) -2022-06-21 18:25:36,274:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:36,515:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:36,515:INFO:Creating metrics dataframe -2022-06-21 18:25:36,523:INFO:Initializing CatBoost Classifier -2022-06-21 18:25:36,523:INFO:Total runtime is 0.6689531366030376 minutes -2022-06-21 18:25:36,525:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:36,525:INFO:Initializing create_model() -2022-06-21 18:25:36,526:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:36,526:INFO:Checking exceptions -2022-06-21 18:25:36,528:INFO:Importing libraries -2022-06-21 18:25:36,528:INFO:Copying training dataset -2022-06-21 18:25:36,531:WARNING: Processing: 83%|########2 | 57/69 [00:39<00:13, 1.11s/it] -2022-06-21 18:25:36,532:INFO:Defining folds -2022-06-21 18:25:36,532:INFO:Declaring metric variables -2022-06-21 18:25:36,534:INFO:Importing untrained model -2022-06-21 18:25:36,535:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:25:36,537:INFO:Starting cross validation -2022-06-21 18:25:36,538:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:39,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:39,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:40,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:40,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:41,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:41,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:41,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:41,654:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:43,415:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:43,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:44,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:44,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:45,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:45,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:45,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:45,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:46,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:46,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:46,763:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:46,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:46,778:INFO:Calculating mean and std -2022-06-21 18:25:46,778:WARNING: Processing: 86%|########5 | 59/69 [00:40<00:08, 1.22it/s] -2022-06-21 18:25:46,779:INFO:Creating metrics dataframe -2022-06-21 18:25:46,783:INFO:Uploading results into container -2022-06-21 18:25:46,784:INFO:Uploading model into container now -2022-06-21 18:25:46,785:INFO:master_model_container: 31 -2022-06-21 18:25:46,785:INFO:display_container: 3 -2022-06-21 18:25:46,785:INFO: -2022-06-21 18:25:46,786:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:47,024:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:47,024:INFO:Creating metrics dataframe -2022-06-21 18:25:47,033:INFO:Initializing Dummy Classifier -2022-06-21 18:25:47,033:INFO:Total runtime is 0.844120728969574 minutes -2022-06-21 18:25:47,035:INFO:SubProcess create_model() called ================================== -2022-06-21 18:25:47,036:INFO:Initializing create_model() -2022-06-21 18:25:47,036:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:25:47,037:INFO:Checking exceptions -2022-06-21 18:25:47,039:INFO:Importing libraries -2022-06-21 18:25:47,039:INFO:Copying training dataset -2022-06-21 18:25:47,043:WARNING: Processing: 88%|########8 | 61/69 [00:50<00:16, 2.11s/it] -2022-06-21 18:25:47,044:INFO:Defining folds -2022-06-21 18:25:47,046:INFO:Declaring metric variables -2022-06-21 18:25:47,047:INFO:Importing untrained model -2022-06-21 18:25:47,049:INFO:Dummy Classifier Imported successfully -2022-06-21 18:25:47,052:INFO:Starting cross validation -2022-06-21 18:25:47,052:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:25:47,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,091:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,100:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,106:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,129:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,156:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,158:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,175:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,176:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,176:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,195:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:25:47,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:25:47,209:INFO:Calculating mean and std -2022-06-21 18:25:47,210:WARNING: Processing: 91%|#########1| 63/69 [00:50<00:09, 1.52s/it] -2022-06-21 18:25:47,211:INFO:Creating metrics dataframe -2022-06-21 18:25:47,216:INFO:Uploading results into container -2022-06-21 18:25:47,217:INFO:Uploading model into container now -2022-06-21 18:25:47,218:INFO:master_model_container: 32 -2022-06-21 18:25:47,218:INFO:display_container: 3 -2022-06-21 18:25:47,219:INFO:DummyClassifier(random_state=5087) -2022-06-21 18:25:47,219:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:47,426:INFO:SubProcess create_model() end ================================== -2022-06-21 18:25:47,427:INFO:Creating metrics dataframe -2022-06-21 18:25:47,434:WARNING: Processing: 94%|#########4| 65/69 [00:50<00:04, 1.09s/it] -2022-06-21 18:25:47,439:INFO:Initializing create_model() -2022-06-21 18:25:47,439:INFO:create_model(self=, estimator=RandomForestClassifier(n_jobs=-1, random_state=5087), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:25:47,440:INFO:Checking exceptions -2022-06-21 18:25:47,443:INFO:Importing libraries -2022-06-21 18:25:47,443:INFO:Copying training dataset -2022-06-21 18:25:47,448:INFO:Defining folds -2022-06-21 18:25:47,448:INFO:Declaring metric variables -2022-06-21 18:25:47,449:INFO:Importing untrained model -2022-06-21 18:25:47,450:INFO:Declaring custom model -2022-06-21 18:25:47,451:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:25:47,454:INFO:Cross validation set to False -2022-06-21 18:25:47,455:INFO:Fitting Model -2022-06-21 18:25:47,642:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:25:47,642:INFO:create_model() successfully completed...................................... -2022-06-21 18:25:47,851:WARNING: Processing: 97%|#########7| 67/69 [00:51<00:01, 1.26it/s] -2022-06-21 18:25:47,852:WARNING: Processing: 100%|##########| 69/69 [00:51<00:00, 1.62it/s] -2022-06-21 18:25:47,947:INFO: Model Accuracy AUC Recall Prec. F1 Kappa MCC TT (Sec) -rf Random Forest Classifier 0.7729 0.8218 0.5889 0.7228 0.6399 0.4782 0.4891 0.167 -ridge Ridge Classifier 0.7727 0.0000 0.5564 0.7339 0.6264 0.4692 0.4821 0.058 -lda Linear Discriminant Analysis 0.7709 0.8310 0.5620 0.7248 0.6274 0.4673 0.4784 0.025 -lr Logistic Regression 0.7690 0.8303 0.5673 0.7167 0.6289 0.4656 0.4749 0.277 -et Extra Trees Classifier 0.7617 0.8145 0.5567 0.7086 0.6179 0.4494 0.4598 0.098 -catboost CatBoost Classifier 0.7598 0.8254 0.5836 0.6948 0.6251 0.4521 0.4615 1.024 -nb Naive Bayes 0.7597 0.8072 0.6047 0.6797 0.6363 0.4585 0.4629 0.054 -gbc Gradient Boosting Classifier 0.7561 0.8139 0.5953 0.6789 0.6244 0.4475 0.4561 0.089 -xgboost Extreme Gradient Boosting 0.7523 0.8020 0.5886 0.6819 0.6239 0.4418 0.4501 0.331 -ada Ada Boost Classifier 0.7504 0.8015 0.5833 0.6693 0.6157 0.4339 0.4410 0.100 -lightgbm Light Gradient Boosting Machine 0.7337 0.8095 0.5728 0.6349 0.5963 0.4001 0.4051 0.501 -qda Quadratic Discriminant Analysis 0.7282 0.8020 0.5570 0.6232 0.5830 0.3844 0.3883 0.028 -knn K Neighbors Classifier 0.7225 0.7444 0.5292 0.6155 0.5627 0.3645 0.3689 0.535 -dt Decision Tree Classifier 0.7188 0.6887 0.5889 0.6056 0.5946 0.3800 0.3821 0.921 -svm SVM - Linear Kernel 0.6537 0.0000 0.3439 0.5394 0.3516 0.1668 0.1928 0.093 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 0.0000 0.0000 0.0000 0.016 -2022-06-21 18:25:47,948:INFO:master_model_container: 32 -2022-06-21 18:25:47,949:INFO:display_container: 3 -2022-06-21 18:25:47,950:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:25:47,951:INFO:compare_models() successfully completed...................................... -2022-06-21 18:26:15,744:INFO:Initializing compare_models() -2022-06-21 18:26:15,745:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:26:15,745:INFO:Checking exceptions -2022-06-21 18:26:15,759:INFO:Preparing display monitor -2022-06-21 18:26:15,765:INFO:Initializing Logistic Regression -2022-06-21 18:26:15,766:INFO:Total runtime is 1.4853477478027343e-05 minutes -2022-06-21 18:26:15,769:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:15,771:INFO:Initializing create_model() -2022-06-21 18:26:15,772:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:15,773:INFO:Checking exceptions -2022-06-21 18:26:15,781:INFO:Importing libraries -2022-06-21 18:26:15,781:INFO:Copying training dataset -2022-06-21 18:26:15,797:INFO:Defining folds -2022-06-21 18:26:15,798:INFO:Declaring metric variables -2022-06-21 18:26:15,799:INFO:Importing untrained model -2022-06-21 18:26:15,800:INFO:Logistic Regression Imported successfully -2022-06-21 18:26:15,806:INFO:Starting cross validation -2022-06-21 18:26:15,807:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:15,892:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:15,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:15,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:15,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:15,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:15,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:15,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:15,961:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:15,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,099:INFO:Calculating mean and std -2022-06-21 18:26:16,100:INFO:Creating metrics dataframe -2022-06-21 18:26:16,104:INFO:Uploading results into container -2022-06-21 18:26:16,105:INFO:Uploading model into container now -2022-06-21 18:26:16,106:INFO:master_model_container: 33 -2022-06-21 18:26:16,106:INFO:display_container: 4 -2022-06-21 18:26:16,107:INFO:LogisticRegression(max_iter=1000, random_state=5087) -2022-06-21 18:26:16,107:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:16,339:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:16,339:INFO:Creating metrics dataframe -2022-06-21 18:26:16,349:INFO:Initializing K Neighbors Classifier -2022-06-21 18:26:16,349:INFO:Total runtime is 0.009739192326863608 minutes -2022-06-21 18:26:16,352:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:16,354:INFO:Initializing create_model() -2022-06-21 18:26:16,355:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:16,356:INFO:Checking exceptions -2022-06-21 18:26:16,360:INFO:Importing libraries -2022-06-21 18:26:16,360:INFO:Copying training dataset -2022-06-21 18:26:16,365:INFO:Defining folds -2022-06-21 18:26:16,365:INFO:Declaring metric variables -2022-06-21 18:26:16,367:INFO:Importing untrained model -2022-06-21 18:26:16,369:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:26:16,371:INFO:Starting cross validation -2022-06-21 18:26:16,373:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:16,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,556:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,608:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:16,727:INFO:Calculating mean and std -2022-06-21 18:26:16,730:INFO:Creating metrics dataframe -2022-06-21 18:26:16,740:INFO:Uploading results into container -2022-06-21 18:26:16,740:INFO:Uploading model into container now -2022-06-21 18:26:16,741:INFO:master_model_container: 34 -2022-06-21 18:26:16,741:INFO:display_container: 4 -2022-06-21 18:26:16,742:INFO:KNeighborsClassifier(n_jobs=-1) -2022-06-21 18:26:16,743:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:17,185:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:17,187:INFO:Creating metrics dataframe -2022-06-21 18:26:17,210:INFO:Initializing Naive Bayes -2022-06-21 18:26:17,211:INFO:Total runtime is 0.0240936279296875 minutes -2022-06-21 18:26:17,212:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:17,213:INFO:Initializing create_model() -2022-06-21 18:26:17,213:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:17,214:INFO:Checking exceptions -2022-06-21 18:26:17,219:INFO:Importing libraries -2022-06-21 18:26:17,221:INFO:Copying training dataset -2022-06-21 18:26:17,235:INFO:Defining folds -2022-06-21 18:26:17,236:INFO:Declaring metric variables -2022-06-21 18:26:17,240:INFO:Importing untrained model -2022-06-21 18:26:17,244:INFO:Naive Bayes Imported successfully -2022-06-21 18:26:17,247:INFO:Starting cross validation -2022-06-21 18:26:17,249:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:17,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,339:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,355:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,361:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,386:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,403:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,415:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,468:INFO:Calculating mean and std -2022-06-21 18:26:17,469:INFO:Creating metrics dataframe -2022-06-21 18:26:17,473:INFO:Uploading results into container -2022-06-21 18:26:17,474:INFO:Uploading model into container now -2022-06-21 18:26:17,475:INFO:master_model_container: 35 -2022-06-21 18:26:17,475:INFO:display_container: 4 -2022-06-21 18:26:17,476:INFO:GaussianNB() -2022-06-21 18:26:17,476:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:17,700:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:17,700:INFO:Creating metrics dataframe -2022-06-21 18:26:17,708:INFO:Initializing Decision Tree Classifier -2022-06-21 18:26:17,708:INFO:Total runtime is 0.032383267084757486 minutes -2022-06-21 18:26:17,709:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:17,710:INFO:Initializing create_model() -2022-06-21 18:26:17,711:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:17,712:INFO:Checking exceptions -2022-06-21 18:26:17,715:INFO:Importing libraries -2022-06-21 18:26:17,715:INFO:Copying training dataset -2022-06-21 18:26:17,719:INFO:Defining folds -2022-06-21 18:26:17,719:INFO:Declaring metric variables -2022-06-21 18:26:17,720:INFO:Importing untrained model -2022-06-21 18:26:17,722:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:26:17,724:INFO:Starting cross validation -2022-06-21 18:26:17,724:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:17,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,781:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,825:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,825:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,873:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:17,884:INFO:Calculating mean and std -2022-06-21 18:26:17,885:INFO:Creating metrics dataframe -2022-06-21 18:26:17,889:INFO:Uploading results into container -2022-06-21 18:26:17,890:INFO:Uploading model into container now -2022-06-21 18:26:17,891:INFO:master_model_container: 36 -2022-06-21 18:26:17,891:INFO:display_container: 4 -2022-06-21 18:26:17,892:INFO:DecisionTreeClassifier(random_state=5087) -2022-06-21 18:26:17,892:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:18,108:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:18,108:INFO:Creating metrics dataframe -2022-06-21 18:26:18,116:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:26:18,116:INFO:Total runtime is 0.03918487230936686 minutes -2022-06-21 18:26:18,117:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:18,117:INFO:Initializing create_model() -2022-06-21 18:26:18,119:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:18,119:INFO:Checking exceptions -2022-06-21 18:26:18,122:INFO:Importing libraries -2022-06-21 18:26:18,122:INFO:Copying training dataset -2022-06-21 18:26:18,126:INFO:Defining folds -2022-06-21 18:26:18,127:INFO:Declaring metric variables -2022-06-21 18:26:18,128:INFO:Importing untrained model -2022-06-21 18:26:18,132:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:26:18,138:INFO:Starting cross validation -2022-06-21 18:26:18,141:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:18,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,240:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,280:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,288:INFO:Calculating mean and std -2022-06-21 18:26:18,289:INFO:Creating metrics dataframe -2022-06-21 18:26:18,295:INFO:Uploading results into container -2022-06-21 18:26:18,296:INFO:Uploading model into container now -2022-06-21 18:26:18,297:INFO:master_model_container: 37 -2022-06-21 18:26:18,297:INFO:display_container: 4 -2022-06-21 18:26:18,297:INFO:SGDClassifier(eta0=0.001, n_jobs=-1, random_state=5087) -2022-06-21 18:26:18,298:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:18,570:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:18,570:INFO:Creating metrics dataframe -2022-06-21 18:26:18,584:INFO:Initializing Ridge Classifier -2022-06-21 18:26:18,584:INFO:Total runtime is 0.046982582410176596 minutes -2022-06-21 18:26:18,586:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:18,586:INFO:Initializing create_model() -2022-06-21 18:26:18,587:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:18,587:INFO:Checking exceptions -2022-06-21 18:26:18,589:INFO:Importing libraries -2022-06-21 18:26:18,589:INFO:Copying training dataset -2022-06-21 18:26:18,593:INFO:Defining folds -2022-06-21 18:26:18,593:INFO:Declaring metric variables -2022-06-21 18:26:18,594:INFO:Importing untrained model -2022-06-21 18:26:18,595:INFO:Ridge Classifier Imported successfully -2022-06-21 18:26:18,597:INFO:Starting cross validation -2022-06-21 18:26:18,598:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:18,636:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,654:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,694:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,700:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,714:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:18,738:INFO:Calculating mean and std -2022-06-21 18:26:18,739:INFO:Creating metrics dataframe -2022-06-21 18:26:18,744:INFO:Uploading results into container -2022-06-21 18:26:18,745:INFO:Uploading model into container now -2022-06-21 18:26:18,746:INFO:master_model_container: 38 -2022-06-21 18:26:18,746:INFO:display_container: 4 -2022-06-21 18:26:18,746:INFO:RidgeClassifier(random_state=5087) -2022-06-21 18:26:18,747:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:18,965:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:18,966:INFO:Creating metrics dataframe -2022-06-21 18:26:18,976:INFO:Initializing Random Forest Classifier -2022-06-21 18:26:18,976:INFO:Total runtime is 0.05351794560750325 minutes -2022-06-21 18:26:18,977:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:18,979:INFO:Initializing create_model() -2022-06-21 18:26:18,979:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:18,980:INFO:Checking exceptions -2022-06-21 18:26:18,985:INFO:Importing libraries -2022-06-21 18:26:18,985:INFO:Copying training dataset -2022-06-21 18:26:18,997:INFO:Defining folds -2022-06-21 18:26:18,998:INFO:Declaring metric variables -2022-06-21 18:26:18,999:INFO:Importing untrained model -2022-06-21 18:26:19,006:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:26:19,008:INFO:Starting cross validation -2022-06-21 18:26:19,009:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:19,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,412:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,869:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,934:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:19,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,301:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,407:INFO:Calculating mean and std -2022-06-21 18:26:20,409:INFO:Creating metrics dataframe -2022-06-21 18:26:20,413:INFO:Uploading results into container -2022-06-21 18:26:20,414:INFO:Uploading model into container now -2022-06-21 18:26:20,415:INFO:master_model_container: 39 -2022-06-21 18:26:20,415:INFO:display_container: 4 -2022-06-21 18:26:20,416:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:26:20,416:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:20,747:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:20,748:INFO:Creating metrics dataframe -2022-06-21 18:26:20,759:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:26:20,759:INFO:Total runtime is 0.08322960535685221 minutes -2022-06-21 18:26:20,760:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:20,760:INFO:Initializing create_model() -2022-06-21 18:26:20,761:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:20,761:INFO:Checking exceptions -2022-06-21 18:26:20,765:INFO:Importing libraries -2022-06-21 18:26:20,765:INFO:Copying training dataset -2022-06-21 18:26:20,769:INFO:Defining folds -2022-06-21 18:26:20,769:INFO:Declaring metric variables -2022-06-21 18:26:20,770:INFO:Importing untrained model -2022-06-21 18:26:20,771:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:26:20,773:INFO:Starting cross validation -2022-06-21 18:26:20,774:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:20,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,833:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,836:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,877:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,887:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:20,942:INFO:Calculating mean and std -2022-06-21 18:26:20,943:INFO:Creating metrics dataframe -2022-06-21 18:26:20,949:INFO:Uploading results into container -2022-06-21 18:26:20,950:INFO:Uploading model into container now -2022-06-21 18:26:20,951:INFO:master_model_container: 40 -2022-06-21 18:26:20,951:INFO:display_container: 4 -2022-06-21 18:26:20,951:INFO:QuadraticDiscriminantAnalysis() -2022-06-21 18:26:20,951:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:21,311:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:21,312:INFO:Creating metrics dataframe -2022-06-21 18:26:21,327:INFO:Initializing Ada Boost Classifier -2022-06-21 18:26:21,327:INFO:Total runtime is 0.09269886016845703 minutes -2022-06-21 18:26:21,329:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:21,330:INFO:Initializing create_model() -2022-06-21 18:26:21,330:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:21,331:INFO:Checking exceptions -2022-06-21 18:26:21,334:INFO:Importing libraries -2022-06-21 18:26:21,335:INFO:Copying training dataset -2022-06-21 18:26:21,342:INFO:Defining folds -2022-06-21 18:26:21,343:INFO:Declaring metric variables -2022-06-21 18:26:21,344:INFO:Importing untrained model -2022-06-21 18:26:21,347:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:26:21,348:INFO:Starting cross validation -2022-06-21 18:26:21,349:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:21,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,696:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,730:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,879:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,951:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:21,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,028:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,029:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,142:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,167:INFO:Calculating mean and std -2022-06-21 18:26:22,168:INFO:Creating metrics dataframe -2022-06-21 18:26:22,176:INFO:Uploading results into container -2022-06-21 18:26:22,177:INFO:Uploading model into container now -2022-06-21 18:26:22,182:INFO:master_model_container: 41 -2022-06-21 18:26:22,184:INFO:display_container: 4 -2022-06-21 18:26:22,188:INFO:AdaBoostClassifier(random_state=5087) -2022-06-21 18:26:22,190:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:22,494:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:22,494:INFO:Creating metrics dataframe -2022-06-21 18:26:22,504:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:26:22,504:INFO:Total runtime is 0.11232084433237711 minutes -2022-06-21 18:26:22,505:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:22,506:INFO:Initializing create_model() -2022-06-21 18:26:22,506:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:22,507:INFO:Checking exceptions -2022-06-21 18:26:22,510:INFO:Importing libraries -2022-06-21 18:26:22,510:INFO:Copying training dataset -2022-06-21 18:26:22,514:INFO:Defining folds -2022-06-21 18:26:22,514:INFO:Declaring metric variables -2022-06-21 18:26:22,515:INFO:Importing untrained model -2022-06-21 18:26:22,517:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:26:22,519:INFO:Starting cross validation -2022-06-21 18:26:22,521:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:22,734:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:22,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,226:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,317:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,378:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,484:INFO:Calculating mean and std -2022-06-21 18:26:23,486:INFO:Creating metrics dataframe -2022-06-21 18:26:23,492:INFO:Uploading results into container -2022-06-21 18:26:23,495:INFO:Uploading model into container now -2022-06-21 18:26:23,497:INFO:master_model_container: 42 -2022-06-21 18:26:23,500:INFO:display_container: 4 -2022-06-21 18:26:23,502:INFO:GradientBoostingClassifier(random_state=5087) -2022-06-21 18:26:23,503:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:23,835:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:23,835:INFO:Creating metrics dataframe -2022-06-21 18:26:23,843:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:26:23,843:INFO:Total runtime is 0.13464025259017945 minutes -2022-06-21 18:26:23,844:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:23,846:INFO:Initializing create_model() -2022-06-21 18:26:23,846:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:23,847:INFO:Checking exceptions -2022-06-21 18:26:23,850:INFO:Importing libraries -2022-06-21 18:26:23,850:INFO:Copying training dataset -2022-06-21 18:26:23,854:INFO:Defining folds -2022-06-21 18:26:23,854:INFO:Declaring metric variables -2022-06-21 18:26:23,856:INFO:Importing untrained model -2022-06-21 18:26:23,858:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:26:23,859:INFO:Starting cross validation -2022-06-21 18:26:23,860:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:23,897:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,909:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,917:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,958:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:23,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,006:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,018:INFO:Calculating mean and std -2022-06-21 18:26:24,018:INFO:Creating metrics dataframe -2022-06-21 18:26:24,024:INFO:Uploading results into container -2022-06-21 18:26:24,025:INFO:Uploading model into container now -2022-06-21 18:26:24,026:INFO:master_model_container: 43 -2022-06-21 18:26:24,026:INFO:display_container: 4 -2022-06-21 18:26:24,027:INFO:LinearDiscriminantAnalysis() -2022-06-21 18:26:24,027:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:24,332:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:24,333:INFO:Creating metrics dataframe -2022-06-21 18:26:24,345:INFO:Initializing Extra Trees Classifier -2022-06-21 18:26:24,347:INFO:Total runtime is 0.14303011894226075 minutes -2022-06-21 18:26:24,349:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:24,350:INFO:Initializing create_model() -2022-06-21 18:26:24,351:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:24,351:INFO:Checking exceptions -2022-06-21 18:26:24,356:INFO:Importing libraries -2022-06-21 18:26:24,356:INFO:Copying training dataset -2022-06-21 18:26:24,360:INFO:Defining folds -2022-06-21 18:26:24,360:INFO:Declaring metric variables -2022-06-21 18:26:24,362:INFO:Importing untrained model -2022-06-21 18:26:24,368:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:26:24,371:INFO:Starting cross validation -2022-06-21 18:26:24,373:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:24,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,782:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:24,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:25,880:INFO:Calculating mean and std -2022-06-21 18:26:25,881:INFO:Creating metrics dataframe -2022-06-21 18:26:25,886:INFO:Uploading results into container -2022-06-21 18:26:25,887:INFO:Uploading model into container now -2022-06-21 18:26:25,888:INFO:master_model_container: 44 -2022-06-21 18:26:25,889:INFO:display_container: 4 -2022-06-21 18:26:25,889:INFO:ExtraTreesClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:26:25,889:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:26,208:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:26,208:INFO:Creating metrics dataframe -2022-06-21 18:26:26,218:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:26:26,218:INFO:Total runtime is 0.17422165473302206 minutes -2022-06-21 18:26:26,219:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:26,220:INFO:Initializing create_model() -2022-06-21 18:26:26,220:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:26,221:INFO:Checking exceptions -2022-06-21 18:26:26,224:INFO:Importing libraries -2022-06-21 18:26:26,225:INFO:Copying training dataset -2022-06-21 18:26:26,228:INFO:Defining folds -2022-06-21 18:26:26,228:INFO:Declaring metric variables -2022-06-21 18:26:26,229:INFO:Importing untrained model -2022-06-21 18:26:26,232:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:26:26,234:INFO:Starting cross validation -2022-06-21 18:26:26,235:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:26,272:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:26,279:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:26,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:26,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:27,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:27,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:27,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:27,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:27,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:27,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:27,543:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:27,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:27,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:27,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:27,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:27,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:27,755:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:27,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:27,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:27,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:27,922:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:27,942:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:27,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:28,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:28,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:28,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:28,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:28,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:28,698:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:29,361:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:29,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:29,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:29,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:29,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:29,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:29,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:29,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:29,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:29,958:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:29,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:29,980:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:29,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:30,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:30,219:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:30,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:30,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:30,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:30,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:30,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:30,352:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:30,360:INFO:Calculating mean and std -2022-06-21 18:26:30,361:INFO:Creating metrics dataframe -2022-06-21 18:26:30,366:INFO:Uploading results into container -2022-06-21 18:26:30,367:INFO:Uploading model into container now -2022-06-21 18:26:30,367:INFO:master_model_container: 45 -2022-06-21 18:26:30,368:INFO:display_container: 4 -2022-06-21 18:26:30,369:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=5087, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 18:26:30,369:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:30,612:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:30,612:INFO:Creating metrics dataframe -2022-06-21 18:26:30,622:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:26:30,622:INFO:Total runtime is 0.2476171573003133 minutes -2022-06-21 18:26:30,623:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:30,623:INFO:Initializing create_model() -2022-06-21 18:26:30,624:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:30,624:INFO:Checking exceptions -2022-06-21 18:26:30,627:INFO:Importing libraries -2022-06-21 18:26:30,628:INFO:Copying training dataset -2022-06-21 18:26:30,631:INFO:Defining folds -2022-06-21 18:26:30,632:INFO:Declaring metric variables -2022-06-21 18:26:30,632:INFO:Importing untrained model -2022-06-21 18:26:30,633:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:26:30,636:INFO:Starting cross validation -2022-06-21 18:26:30,637:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:31,003:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:31,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:31,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:31,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:31,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:31,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:31,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:31,978:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:32,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:32,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:32,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:32,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:32,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:32,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:33,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:33,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:33,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:33,573:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:33,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:33,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:33,805:INFO:Calculating mean and std -2022-06-21 18:26:33,809:INFO:Creating metrics dataframe -2022-06-21 18:26:33,819:INFO:Uploading results into container -2022-06-21 18:26:33,824:INFO:Uploading model into container now -2022-06-21 18:26:33,825:INFO:master_model_container: 46 -2022-06-21 18:26:33,828:INFO:display_container: 4 -2022-06-21 18:26:33,829:INFO:LGBMClassifier(random_state=5087) -2022-06-21 18:26:33,829:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:34,095:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:34,095:INFO:Creating metrics dataframe -2022-06-21 18:26:34,107:INFO:Initializing CatBoost Classifier -2022-06-21 18:26:34,107:INFO:Total runtime is 0.3057006597518921 minutes -2022-06-21 18:26:34,108:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:34,109:INFO:Initializing create_model() -2022-06-21 18:26:34,109:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:34,110:INFO:Checking exceptions -2022-06-21 18:26:34,112:INFO:Importing libraries -2022-06-21 18:26:34,113:INFO:Copying training dataset -2022-06-21 18:26:34,123:INFO:Defining folds -2022-06-21 18:26:34,124:INFO:Declaring metric variables -2022-06-21 18:26:34,124:INFO:Importing untrained model -2022-06-21 18:26:34,125:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:26:34,127:INFO:Starting cross validation -2022-06-21 18:26:34,132:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:37,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:37,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:38,598:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:38,605:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:38,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:38,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:39,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:39,219:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:42,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:42,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:43,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:43,331:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:44,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:44,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:44,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:44,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:45,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:45,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:45,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:45,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:45,970:INFO:Calculating mean and std -2022-06-21 18:26:45,971:INFO:Creating metrics dataframe -2022-06-21 18:26:45,977:INFO:Uploading results into container -2022-06-21 18:26:45,978:INFO:Uploading model into container now -2022-06-21 18:26:45,979:INFO:master_model_container: 47 -2022-06-21 18:26:45,979:INFO:display_container: 4 -2022-06-21 18:26:45,979:INFO: -2022-06-21 18:26:45,980:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:46,285:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:46,285:INFO:Creating metrics dataframe -2022-06-21 18:26:46,292:INFO:Initializing Dummy Classifier -2022-06-21 18:26:46,293:INFO:Total runtime is 0.5087962508201599 minutes -2022-06-21 18:26:46,294:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:46,295:INFO:Initializing create_model() -2022-06-21 18:26:46,295:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:46,295:INFO:Checking exceptions -2022-06-21 18:26:46,299:INFO:Importing libraries -2022-06-21 18:26:46,300:INFO:Copying training dataset -2022-06-21 18:26:46,304:INFO:Defining folds -2022-06-21 18:26:46,304:INFO:Declaring metric variables -2022-06-21 18:26:46,305:INFO:Importing untrained model -2022-06-21 18:26:46,306:INFO:Dummy Classifier Imported successfully -2022-06-21 18:26:46,310:INFO:Starting cross validation -2022-06-21 18:26:46,312:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:46,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,353:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,368:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,385:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,394:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,403:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,413:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,417:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,418:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,431:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,487:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:46,496:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:26:46,505:INFO:Calculating mean and std -2022-06-21 18:26:46,506:INFO:Creating metrics dataframe -2022-06-21 18:26:46,513:INFO:Uploading results into container -2022-06-21 18:26:46,514:INFO:Uploading model into container now -2022-06-21 18:26:46,515:INFO:master_model_container: 48 -2022-06-21 18:26:46,516:INFO:display_container: 4 -2022-06-21 18:26:46,517:INFO:DummyClassifier(random_state=5087) -2022-06-21 18:26:46,517:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:46,857:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:46,857:INFO:Creating metrics dataframe -2022-06-21 18:26:46,872:INFO:Initializing create_model() -2022-06-21 18:26:46,873:INFO:create_model(self=, estimator=RandomForestClassifier(n_jobs=-1, random_state=5087), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:26:46,873:INFO:Checking exceptions -2022-06-21 18:26:46,879:INFO:Importing libraries -2022-06-21 18:26:46,880:INFO:Copying training dataset -2022-06-21 18:26:46,891:INFO:Defining folds -2022-06-21 18:26:46,892:INFO:Declaring metric variables -2022-06-21 18:26:46,895:INFO:Importing untrained model -2022-06-21 18:26:46,896:INFO:Declaring custom model -2022-06-21 18:26:46,898:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:26:46,900:INFO:Cross validation set to False -2022-06-21 18:26:46,900:INFO:Fitting Model -2022-06-21 18:26:47,087:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:26:47,088:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:47,359:INFO: Model Accuracy AUC Recall Prec. \ -rf Random Forest Classifier 0.7729 0.8218 0.5889 0.7228 -ridge Ridge Classifier 0.7727 0.0000 0.5564 0.7339 -lda Linear Discriminant Analysis 0.7709 0.8310 0.5620 0.7248 -lr Logistic Regression 0.7690 0.8303 0.5673 0.7167 -et Extra Trees Classifier 0.7617 0.8145 0.5567 0.7086 -catboost CatBoost Classifier 0.7598 0.8254 0.5836 0.6948 -nb Naive Bayes 0.7597 0.8072 0.6047 0.6797 -gbc Gradient Boosting Classifier 0.7561 0.8139 0.5953 0.6789 -xgboost Extreme Gradient Boosting 0.7523 0.8020 0.5886 0.6819 -ada Ada Boost Classifier 0.7504 0.8015 0.5833 0.6693 -lightgbm Light Gradient Boosting Machine 0.7337 0.8095 0.5728 0.6349 -qda Quadratic Discriminant Analysis 0.7282 0.8020 0.5570 0.6232 -knn K Neighbors Classifier 0.7225 0.7444 0.5292 0.6155 -dt Decision Tree Classifier 0.7188 0.6887 0.5889 0.6056 -svm SVM - Linear Kernel 0.6537 0.0000 0.3439 0.5394 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 - - F1 Kappa MCC TT (Sec) -rf 0.6399 0.4782 0.4891 0.140 -ridge 0.6264 0.4692 0.4821 0.014 -lda 0.6274 0.4673 0.4784 0.016 -lr 0.6289 0.4656 0.4749 0.029 -et 0.6179 0.4494 0.4598 0.151 -catboost 0.6251 0.4521 0.4615 1.184 -nb 0.6363 0.4585 0.4629 0.022 -gbc 0.6244 0.4475 0.4561 0.096 -xgboost 0.6239 0.4418 0.4501 0.412 -ada 0.6157 0.4339 0.4410 0.082 -lightgbm 0.5963 0.4001 0.4051 0.317 -qda 0.5830 0.3844 0.3883 0.017 -knn 0.5627 0.3645 0.3689 0.035 -dt 0.5946 0.3800 0.3821 0.016 -svm 0.3516 0.1668 0.1928 0.015 -dummy 0.0000 0.0000 0.0000 0.019 -2022-06-21 18:26:47,360:INFO:master_model_container: 48 -2022-06-21 18:26:47,360:INFO:display_container: 4 -2022-06-21 18:26:47,361:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:26:47,361:INFO:compare_models() successfully completed...................................... -2022-06-21 18:26:47,575:INFO:Initializing compare_models() -2022-06-21 18:26:47,576:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:26:47,576:INFO:Checking exceptions -2022-06-21 18:26:47,584:INFO:Preparing display monitor -2022-06-21 18:26:47,590:INFO:Initializing Logistic Regression -2022-06-21 18:26:47,590:INFO:Total runtime is 5.833307902018229e-06 minutes -2022-06-21 18:26:47,591:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:47,593:INFO:Initializing create_model() -2022-06-21 18:26:47,593:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:47,594:INFO:Checking exceptions -2022-06-21 18:26:47,599:INFO:Importing libraries -2022-06-21 18:26:47,600:INFO:Copying training dataset -2022-06-21 18:26:47,605:INFO:Defining folds -2022-06-21 18:26:47,606:INFO:Declaring metric variables -2022-06-21 18:26:47,606:INFO:Importing untrained model -2022-06-21 18:26:47,607:INFO:Logistic Regression Imported successfully -2022-06-21 18:26:47,608:INFO:Starting cross validation -2022-06-21 18:26:47,609:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:47,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,700:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,707:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,901:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:47,922:INFO:Calculating mean and std -2022-06-21 18:26:47,923:INFO:Creating metrics dataframe -2022-06-21 18:26:47,932:INFO:Uploading results into container -2022-06-21 18:26:47,932:INFO:Uploading model into container now -2022-06-21 18:26:47,933:INFO:master_model_container: 49 -2022-06-21 18:26:47,933:INFO:display_container: 5 -2022-06-21 18:26:47,934:INFO:LogisticRegression(max_iter=1000, random_state=5087) -2022-06-21 18:26:47,934:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:48,221:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:48,222:INFO:Creating metrics dataframe -2022-06-21 18:26:48,237:INFO:Initializing K Neighbors Classifier -2022-06-21 18:26:48,238:INFO:Total runtime is 0.010802372296651205 minutes -2022-06-21 18:26:48,239:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:48,239:INFO:Initializing create_model() -2022-06-21 18:26:48,239:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:48,240:INFO:Checking exceptions -2022-06-21 18:26:48,243:INFO:Importing libraries -2022-06-21 18:26:48,243:INFO:Copying training dataset -2022-06-21 18:26:48,247:INFO:Defining folds -2022-06-21 18:26:48,248:INFO:Declaring metric variables -2022-06-21 18:26:48,249:INFO:Importing untrained model -2022-06-21 18:26:48,251:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:26:48,252:INFO:Starting cross validation -2022-06-21 18:26:48,253:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:48,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,339:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,387:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,387:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,392:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,461:INFO:Calculating mean and std -2022-06-21 18:26:48,462:INFO:Creating metrics dataframe -2022-06-21 18:26:48,467:INFO:Uploading results into container -2022-06-21 18:26:48,467:INFO:Uploading model into container now -2022-06-21 18:26:48,468:INFO:master_model_container: 50 -2022-06-21 18:26:48,468:INFO:display_container: 5 -2022-06-21 18:26:48,469:INFO:KNeighborsClassifier(n_jobs=-1) -2022-06-21 18:26:48,469:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:48,719:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:48,719:INFO:Creating metrics dataframe -2022-06-21 18:26:48,730:INFO:Initializing Naive Bayes -2022-06-21 18:26:48,730:INFO:Total runtime is 0.019009228547414145 minutes -2022-06-21 18:26:48,731:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:48,732:INFO:Initializing create_model() -2022-06-21 18:26:48,732:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:48,733:INFO:Checking exceptions -2022-06-21 18:26:48,740:INFO:Importing libraries -2022-06-21 18:26:48,741:INFO:Copying training dataset -2022-06-21 18:26:48,749:INFO:Defining folds -2022-06-21 18:26:48,749:INFO:Declaring metric variables -2022-06-21 18:26:48,750:INFO:Importing untrained model -2022-06-21 18:26:48,751:INFO:Naive Bayes Imported successfully -2022-06-21 18:26:48,752:INFO:Starting cross validation -2022-06-21 18:26:48,753:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:48,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,808:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,836:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:48,983:INFO:Calculating mean and std -2022-06-21 18:26:48,984:INFO:Creating metrics dataframe -2022-06-21 18:26:48,988:INFO:Uploading results into container -2022-06-21 18:26:48,989:INFO:Uploading model into container now -2022-06-21 18:26:48,990:INFO:master_model_container: 51 -2022-06-21 18:26:48,990:INFO:display_container: 5 -2022-06-21 18:26:48,990:INFO:GaussianNB() -2022-06-21 18:26:48,991:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:49,379:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:49,380:INFO:Creating metrics dataframe -2022-06-21 18:26:49,388:INFO:Initializing Decision Tree Classifier -2022-06-21 18:26:49,389:INFO:Total runtime is 0.02997934420903524 minutes -2022-06-21 18:26:49,391:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:49,391:INFO:Initializing create_model() -2022-06-21 18:26:49,392:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:49,392:INFO:Checking exceptions -2022-06-21 18:26:49,394:INFO:Importing libraries -2022-06-21 18:26:49,395:INFO:Copying training dataset -2022-06-21 18:26:49,398:INFO:Defining folds -2022-06-21 18:26:49,398:INFO:Declaring metric variables -2022-06-21 18:26:49,399:INFO:Importing untrained model -2022-06-21 18:26:49,400:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:26:49,402:INFO:Starting cross validation -2022-06-21 18:26:49,403:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:49,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,498:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,585:INFO:Calculating mean and std -2022-06-21 18:26:49,586:INFO:Creating metrics dataframe -2022-06-21 18:26:49,590:INFO:Uploading results into container -2022-06-21 18:26:49,592:INFO:Uploading model into container now -2022-06-21 18:26:49,593:INFO:master_model_container: 52 -2022-06-21 18:26:49,593:INFO:display_container: 5 -2022-06-21 18:26:49,594:INFO:DecisionTreeClassifier(random_state=5087) -2022-06-21 18:26:49,594:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:49,839:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:49,840:INFO:Creating metrics dataframe -2022-06-21 18:26:49,851:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:26:49,851:INFO:Total runtime is 0.03768399159113566 minutes -2022-06-21 18:26:49,852:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:49,852:INFO:Initializing create_model() -2022-06-21 18:26:49,853:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:49,854:INFO:Checking exceptions -2022-06-21 18:26:49,856:INFO:Importing libraries -2022-06-21 18:26:49,856:INFO:Copying training dataset -2022-06-21 18:26:49,860:INFO:Defining folds -2022-06-21 18:26:49,860:INFO:Declaring metric variables -2022-06-21 18:26:49,861:INFO:Importing untrained model -2022-06-21 18:26:49,862:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:26:49,864:INFO:Starting cross validation -2022-06-21 18:26:49,865:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:49,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:49,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,028:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,049:INFO:Calculating mean and std -2022-06-21 18:26:50,050:INFO:Creating metrics dataframe -2022-06-21 18:26:50,055:INFO:Uploading results into container -2022-06-21 18:26:50,055:INFO:Uploading model into container now -2022-06-21 18:26:50,056:INFO:master_model_container: 53 -2022-06-21 18:26:50,056:INFO:display_container: 5 -2022-06-21 18:26:50,057:INFO:SGDClassifier(eta0=0.001, n_jobs=-1, random_state=5087) -2022-06-21 18:26:50,057:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:50,405:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:50,405:INFO:Creating metrics dataframe -2022-06-21 18:26:50,422:INFO:Initializing Ridge Classifier -2022-06-21 18:26:50,422:INFO:Total runtime is 0.04720219373703003 minutes -2022-06-21 18:26:50,423:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:50,423:INFO:Initializing create_model() -2022-06-21 18:26:50,424:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:50,424:INFO:Checking exceptions -2022-06-21 18:26:50,426:INFO:Importing libraries -2022-06-21 18:26:50,427:INFO:Copying training dataset -2022-06-21 18:26:50,431:INFO:Defining folds -2022-06-21 18:26:50,431:INFO:Declaring metric variables -2022-06-21 18:26:50,433:INFO:Importing untrained model -2022-06-21 18:26:50,434:INFO:Ridge Classifier Imported successfully -2022-06-21 18:26:50,435:INFO:Starting cross validation -2022-06-21 18:26:50,436:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:50,479:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,487:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,536:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,554:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,554:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:50,582:INFO:Calculating mean and std -2022-06-21 18:26:50,582:INFO:Creating metrics dataframe -2022-06-21 18:26:50,588:INFO:Uploading results into container -2022-06-21 18:26:50,589:INFO:Uploading model into container now -2022-06-21 18:26:50,590:INFO:master_model_container: 54 -2022-06-21 18:26:50,590:INFO:display_container: 5 -2022-06-21 18:26:50,590:INFO:RidgeClassifier(random_state=5087) -2022-06-21 18:26:50,591:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:50,793:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:50,794:INFO:Creating metrics dataframe -2022-06-21 18:26:50,801:INFO:Initializing Random Forest Classifier -2022-06-21 18:26:50,801:INFO:Total runtime is 0.053525781631469725 minutes -2022-06-21 18:26:50,803:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:50,804:INFO:Initializing create_model() -2022-06-21 18:26:50,804:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:50,804:INFO:Checking exceptions -2022-06-21 18:26:50,807:INFO:Importing libraries -2022-06-21 18:26:50,807:INFO:Copying training dataset -2022-06-21 18:26:50,810:INFO:Defining folds -2022-06-21 18:26:50,810:INFO:Declaring metric variables -2022-06-21 18:26:50,811:INFO:Importing untrained model -2022-06-21 18:26:50,813:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:26:50,816:INFO:Starting cross validation -2022-06-21 18:26:50,818:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:51,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,403:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,867:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,892:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,980:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:51,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,274:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,322:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,339:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,407:INFO:Calculating mean and std -2022-06-21 18:26:52,409:INFO:Creating metrics dataframe -2022-06-21 18:26:52,418:INFO:Uploading results into container -2022-06-21 18:26:52,419:INFO:Uploading model into container now -2022-06-21 18:26:52,420:INFO:master_model_container: 55 -2022-06-21 18:26:52,421:INFO:display_container: 5 -2022-06-21 18:26:52,422:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:26:52,422:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:52,813:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:52,814:INFO:Creating metrics dataframe -2022-06-21 18:26:52,834:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:26:52,835:INFO:Total runtime is 0.08741586605707805 minutes -2022-06-21 18:26:52,836:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:52,836:INFO:Initializing create_model() -2022-06-21 18:26:52,837:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:52,837:INFO:Checking exceptions -2022-06-21 18:26:52,840:INFO:Importing libraries -2022-06-21 18:26:52,840:INFO:Copying training dataset -2022-06-21 18:26:52,850:INFO:Defining folds -2022-06-21 18:26:52,850:INFO:Declaring metric variables -2022-06-21 18:26:52,851:INFO:Importing untrained model -2022-06-21 18:26:52,852:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:26:52,854:INFO:Starting cross validation -2022-06-21 18:26:52,854:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:52,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,933:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:52,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,015:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,028:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,028:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,082:INFO:Calculating mean and std -2022-06-21 18:26:53,083:INFO:Creating metrics dataframe -2022-06-21 18:26:53,088:INFO:Uploading results into container -2022-06-21 18:26:53,092:INFO:Uploading model into container now -2022-06-21 18:26:53,093:INFO:master_model_container: 56 -2022-06-21 18:26:53,094:INFO:display_container: 5 -2022-06-21 18:26:53,094:INFO:QuadraticDiscriminantAnalysis() -2022-06-21 18:26:53,094:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:53,339:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:53,340:INFO:Creating metrics dataframe -2022-06-21 18:26:53,349:INFO:Initializing Ada Boost Classifier -2022-06-21 18:26:53,349:INFO:Total runtime is 0.09599017302195231 minutes -2022-06-21 18:26:53,350:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:53,351:INFO:Initializing create_model() -2022-06-21 18:26:53,351:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:53,351:INFO:Checking exceptions -2022-06-21 18:26:53,353:INFO:Importing libraries -2022-06-21 18:26:53,353:INFO:Copying training dataset -2022-06-21 18:26:53,357:INFO:Defining folds -2022-06-21 18:26:53,357:INFO:Declaring metric variables -2022-06-21 18:26:53,358:INFO:Importing untrained model -2022-06-21 18:26:53,360:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:26:53,362:INFO:Starting cross validation -2022-06-21 18:26:53,363:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:53,529:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,728:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,756:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,899:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:53,916:INFO:Calculating mean and std -2022-06-21 18:26:53,916:INFO:Creating metrics dataframe -2022-06-21 18:26:53,923:INFO:Uploading results into container -2022-06-21 18:26:53,924:INFO:Uploading model into container now -2022-06-21 18:26:53,925:INFO:master_model_container: 57 -2022-06-21 18:26:53,925:INFO:display_container: 5 -2022-06-21 18:26:53,926:INFO:AdaBoostClassifier(random_state=5087) -2022-06-21 18:26:53,926:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:54,144:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:54,145:INFO:Creating metrics dataframe -2022-06-21 18:26:54,157:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:26:54,157:INFO:Total runtime is 0.10945123831431071 minutes -2022-06-21 18:26:54,158:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:54,159:INFO:Initializing create_model() -2022-06-21 18:26:54,159:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:54,160:INFO:Checking exceptions -2022-06-21 18:26:54,163:INFO:Importing libraries -2022-06-21 18:26:54,163:INFO:Copying training dataset -2022-06-21 18:26:54,171:INFO:Defining folds -2022-06-21 18:26:54,172:INFO:Declaring metric variables -2022-06-21 18:26:54,174:INFO:Importing untrained model -2022-06-21 18:26:54,176:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:26:54,178:INFO:Starting cross validation -2022-06-21 18:26:54,180:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:54,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,413:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,417:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,417:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,482:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,640:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,695:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,869:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:54,883:INFO:Calculating mean and std -2022-06-21 18:26:54,884:INFO:Creating metrics dataframe -2022-06-21 18:26:54,889:INFO:Uploading results into container -2022-06-21 18:26:54,889:INFO:Uploading model into container now -2022-06-21 18:26:54,890:INFO:master_model_container: 58 -2022-06-21 18:26:54,890:INFO:display_container: 5 -2022-06-21 18:26:54,891:INFO:GradientBoostingClassifier(random_state=5087) -2022-06-21 18:26:54,891:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:55,100:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:55,100:INFO:Creating metrics dataframe -2022-06-21 18:26:55,107:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:26:55,107:INFO:Total runtime is 0.12528183062871298 minutes -2022-06-21 18:26:55,108:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:55,108:INFO:Initializing create_model() -2022-06-21 18:26:55,110:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:55,110:INFO:Checking exceptions -2022-06-21 18:26:55,114:INFO:Importing libraries -2022-06-21 18:26:55,114:INFO:Copying training dataset -2022-06-21 18:26:55,118:INFO:Defining folds -2022-06-21 18:26:55,118:INFO:Declaring metric variables -2022-06-21 18:26:55,119:INFO:Importing untrained model -2022-06-21 18:26:55,123:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:26:55,124:INFO:Starting cross validation -2022-06-21 18:26:55,125:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:55,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,217:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,238:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,252:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,363:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,456:INFO:Calculating mean and std -2022-06-21 18:26:55,458:INFO:Creating metrics dataframe -2022-06-21 18:26:55,466:INFO:Uploading results into container -2022-06-21 18:26:55,467:INFO:Uploading model into container now -2022-06-21 18:26:55,468:INFO:master_model_container: 59 -2022-06-21 18:26:55,468:INFO:display_container: 5 -2022-06-21 18:26:55,468:INFO:LinearDiscriminantAnalysis() -2022-06-21 18:26:55,469:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:55,679:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:55,679:INFO:Creating metrics dataframe -2022-06-21 18:26:55,688:INFO:Initializing Extra Trees Classifier -2022-06-21 18:26:55,688:INFO:Total runtime is 0.13497340281804404 minutes -2022-06-21 18:26:55,689:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:55,690:INFO:Initializing create_model() -2022-06-21 18:26:55,690:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:55,690:INFO:Checking exceptions -2022-06-21 18:26:55,694:INFO:Importing libraries -2022-06-21 18:26:55,694:INFO:Copying training dataset -2022-06-21 18:26:55,698:INFO:Defining folds -2022-06-21 18:26:55,698:INFO:Declaring metric variables -2022-06-21 18:26:55,698:INFO:Importing untrained model -2022-06-21 18:26:55,699:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:26:55,700:INFO:Starting cross validation -2022-06-21 18:26:55,701:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:55,938:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,975:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,975:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:55,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,028:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,499:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:56,778:INFO:Calculating mean and std -2022-06-21 18:26:56,778:INFO:Creating metrics dataframe -2022-06-21 18:26:56,783:INFO:Uploading results into container -2022-06-21 18:26:56,784:INFO:Uploading model into container now -2022-06-21 18:26:56,785:INFO:master_model_container: 60 -2022-06-21 18:26:56,785:INFO:display_container: 5 -2022-06-21 18:26:56,785:INFO:ExtraTreesClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:26:56,786:INFO:create_model() successfully completed...................................... -2022-06-21 18:26:57,033:INFO:SubProcess create_model() end ================================== -2022-06-21 18:26:57,034:INFO:Creating metrics dataframe -2022-06-21 18:26:57,044:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:26:57,045:INFO:Total runtime is 0.15758816798528036 minutes -2022-06-21 18:26:57,046:INFO:SubProcess create_model() called ================================== -2022-06-21 18:26:57,047:INFO:Initializing create_model() -2022-06-21 18:26:57,048:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:26:57,048:INFO:Checking exceptions -2022-06-21 18:26:57,051:INFO:Importing libraries -2022-06-21 18:26:57,052:INFO:Copying training dataset -2022-06-21 18:26:57,064:INFO:Defining folds -2022-06-21 18:26:57,065:INFO:Declaring metric variables -2022-06-21 18:26:57,067:INFO:Importing untrained model -2022-06-21 18:26:57,068:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:26:57,070:INFO:Starting cross validation -2022-06-21 18:26:57,071:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:26:57,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:57,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:57,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:57,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:58,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:58,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:58,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:58,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:58,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:58,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:58,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:58,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:58,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:58,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:59,033:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:59,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:59,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:59,095:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:59,238:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:59,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:26:59,298:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:59,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:26:59,353:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:26:59,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:27:00,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:00,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:00,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:00,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:00,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:27:00,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:00,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:00,733:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:00,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:00,843:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:27:01,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:01,237:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:01,250:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:01,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:01,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:01,596:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:01,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:01,623:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:02,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:02,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:02,131:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:02,142:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:02,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:02,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:02,314:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:02,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:27:02,341:INFO:Calculating mean and std -2022-06-21 18:27:02,343:INFO:Creating metrics dataframe -2022-06-21 18:27:02,349:INFO:Uploading results into container -2022-06-21 18:27:02,350:INFO:Uploading model into container now -2022-06-21 18:27:02,351:INFO:master_model_container: 61 -2022-06-21 18:27:02,351:INFO:display_container: 5 -2022-06-21 18:27:02,352:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=5087, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 18:27:02,353:INFO:create_model() successfully completed...................................... -2022-06-21 18:27:02,658:INFO:SubProcess create_model() end ================================== -2022-06-21 18:27:02,659:INFO:Creating metrics dataframe -2022-06-21 18:27:02,670:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:27:02,670:INFO:Total runtime is 0.25133547782897947 minutes -2022-06-21 18:27:02,671:INFO:SubProcess create_model() called ================================== -2022-06-21 18:27:02,671:INFO:Initializing create_model() -2022-06-21 18:27:02,672:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:27:02,672:INFO:Checking exceptions -2022-06-21 18:27:02,675:INFO:Importing libraries -2022-06-21 18:27:02,675:INFO:Copying training dataset -2022-06-21 18:27:02,679:INFO:Defining folds -2022-06-21 18:27:02,679:INFO:Declaring metric variables -2022-06-21 18:27:02,680:INFO:Importing untrained model -2022-06-21 18:27:02,681:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:27:02,682:INFO:Starting cross validation -2022-06-21 18:27:02,683:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:27:03,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:03,947:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:04,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:04,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:04,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:04,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:05,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:05,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:05,176:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:05,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:06,942:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:06,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:07,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:07,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:07,176:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:07,212:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:07,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:07,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:07,688:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:07,694:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:07,707:INFO:Calculating mean and std -2022-06-21 18:27:07,709:INFO:Creating metrics dataframe -2022-06-21 18:27:07,725:INFO:Uploading results into container -2022-06-21 18:27:07,726:INFO:Uploading model into container now -2022-06-21 18:27:07,729:INFO:master_model_container: 62 -2022-06-21 18:27:07,730:INFO:display_container: 5 -2022-06-21 18:27:07,732:INFO:LGBMClassifier(random_state=5087) -2022-06-21 18:27:07,732:INFO:create_model() successfully completed...................................... -2022-06-21 18:27:08,040:INFO:SubProcess create_model() end ================================== -2022-06-21 18:27:08,040:INFO:Creating metrics dataframe -2022-06-21 18:27:08,047:INFO:Initializing CatBoost Classifier -2022-06-21 18:27:08,048:INFO:Total runtime is 0.3409633119901021 minutes -2022-06-21 18:27:08,048:INFO:SubProcess create_model() called ================================== -2022-06-21 18:27:08,049:INFO:Initializing create_model() -2022-06-21 18:27:08,049:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:27:08,050:INFO:Checking exceptions -2022-06-21 18:27:08,053:INFO:Importing libraries -2022-06-21 18:27:08,053:INFO:Copying training dataset -2022-06-21 18:27:08,057:INFO:Defining folds -2022-06-21 18:27:08,057:INFO:Declaring metric variables -2022-06-21 18:27:08,058:INFO:Importing untrained model -2022-06-21 18:27:08,059:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:27:08,061:INFO:Starting cross validation -2022-06-21 18:27:08,063:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:27:11,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:11,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:13,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:13,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:14,082:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:14,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:14,349:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:14,378:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:15,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:15,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:18,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:18,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:19,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:19,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:19,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:19,211:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:19,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:19,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,195:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,204:INFO:Calculating mean and std -2022-06-21 18:27:20,205:INFO:Creating metrics dataframe -2022-06-21 18:27:20,210:INFO:Uploading results into container -2022-06-21 18:27:20,211:INFO:Uploading model into container now -2022-06-21 18:27:20,212:INFO:master_model_container: 63 -2022-06-21 18:27:20,212:INFO:display_container: 5 -2022-06-21 18:27:20,213:INFO: -2022-06-21 18:27:20,213:INFO:create_model() successfully completed...................................... -2022-06-21 18:27:20,465:INFO:SubProcess create_model() end ================================== -2022-06-21 18:27:20,466:INFO:Creating metrics dataframe -2022-06-21 18:27:20,473:INFO:Initializing Dummy Classifier -2022-06-21 18:27:20,473:INFO:Total runtime is 0.5480563481648763 minutes -2022-06-21 18:27:20,474:INFO:SubProcess create_model() called ================================== -2022-06-21 18:27:20,475:INFO:Initializing create_model() -2022-06-21 18:27:20,476:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:27:20,477:INFO:Checking exceptions -2022-06-21 18:27:20,480:INFO:Importing libraries -2022-06-21 18:27:20,480:INFO:Copying training dataset -2022-06-21 18:27:20,483:INFO:Defining folds -2022-06-21 18:27:20,484:INFO:Declaring metric variables -2022-06-21 18:27:20,485:INFO:Importing untrained model -2022-06-21 18:27:20,487:INFO:Dummy Classifier Imported successfully -2022-06-21 18:27:20,490:INFO:Starting cross validation -2022-06-21 18:27:20,493:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:27:20,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,596:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,615:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,626:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,629:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,632:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,633:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:27:20,639:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:27:20,645:INFO:Calculating mean and std -2022-06-21 18:27:20,646:INFO:Creating metrics dataframe -2022-06-21 18:27:20,650:INFO:Uploading results into container -2022-06-21 18:27:20,651:INFO:Uploading model into container now -2022-06-21 18:27:20,651:INFO:master_model_container: 64 -2022-06-21 18:27:20,652:INFO:display_container: 5 -2022-06-21 18:27:20,652:INFO:DummyClassifier(random_state=5087) -2022-06-21 18:27:20,652:INFO:create_model() successfully completed...................................... -2022-06-21 18:27:20,861:INFO:SubProcess create_model() end ================================== -2022-06-21 18:27:20,861:INFO:Creating metrics dataframe -2022-06-21 18:27:20,876:INFO:Initializing create_model() -2022-06-21 18:27:20,876:INFO:create_model(self=, estimator=RandomForestClassifier(n_jobs=-1, random_state=5087), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:27:20,876:INFO:Checking exceptions -2022-06-21 18:27:20,879:INFO:Importing libraries -2022-06-21 18:27:20,880:INFO:Copying training dataset -2022-06-21 18:27:20,884:INFO:Defining folds -2022-06-21 18:27:20,885:INFO:Declaring metric variables -2022-06-21 18:27:20,887:INFO:Importing untrained model -2022-06-21 18:27:20,888:INFO:Declaring custom model -2022-06-21 18:27:20,892:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:27:20,895:INFO:Cross validation set to False -2022-06-21 18:27:20,896:INFO:Fitting Model -2022-06-21 18:27:21,082:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:27:21,082:INFO:create_model() successfully completed...................................... -2022-06-21 18:27:21,342:INFO: Model Accuracy AUC Recall Prec. \ -rf Random Forest Classifier 0.7729 0.8218 0.5889 0.7228 -ridge Ridge Classifier 0.7727 0.0000 0.5564 0.7339 -lda Linear Discriminant Analysis 0.7709 0.8310 0.5620 0.7248 -lr Logistic Regression 0.7690 0.8303 0.5673 0.7167 -et Extra Trees Classifier 0.7617 0.8145 0.5567 0.7086 -catboost CatBoost Classifier 0.7598 0.8254 0.5836 0.6948 -nb Naive Bayes 0.7597 0.8072 0.6047 0.6797 -gbc Gradient Boosting Classifier 0.7561 0.8139 0.5953 0.6789 -xgboost Extreme Gradient Boosting 0.7523 0.8020 0.5886 0.6819 -ada Ada Boost Classifier 0.7504 0.8015 0.5833 0.6693 -lightgbm Light Gradient Boosting Machine 0.7337 0.8095 0.5728 0.6349 -qda Quadratic Discriminant Analysis 0.7282 0.8020 0.5570 0.6232 -knn K Neighbors Classifier 0.7225 0.7444 0.5292 0.6155 -dt Decision Tree Classifier 0.7188 0.6887 0.5889 0.6056 -svm SVM - Linear Kernel 0.6537 0.0000 0.3439 0.5394 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 - - F1 Kappa MCC TT (Sec) -rf 0.6399 0.4782 0.4891 0.159 -ridge 0.6264 0.4692 0.4821 0.015 -lda 0.6274 0.4673 0.4784 0.033 -lr 0.6289 0.4656 0.4749 0.031 -et 0.6179 0.4494 0.4598 0.108 -catboost 0.6251 0.4521 0.4615 1.214 -nb 0.6363 0.4585 0.4629 0.023 -gbc 0.6244 0.4475 0.4561 0.070 -xgboost 0.6239 0.4418 0.4501 0.527 -ada 0.6157 0.4339 0.4410 0.055 -lightgbm 0.5963 0.4001 0.4051 0.502 -qda 0.5830 0.3844 0.3883 0.023 -knn 0.5627 0.3645 0.3689 0.021 -dt 0.5946 0.3800 0.3821 0.018 -svm 0.3516 0.1668 0.1928 0.018 -dummy 0.0000 0.0000 0.0000 0.015 -2022-06-21 18:27:21,342:INFO:master_model_container: 64 -2022-06-21 18:27:21,343:INFO:display_container: 5 -2022-06-21 18:27:21,344:INFO:RandomForestClassifier(n_jobs=-1, random_state=5087) -2022-06-21 18:27:21,344:INFO:compare_models() successfully completed...................................... -2022-06-21 18:28:28,525:INFO: Stopping... -2022-06-21 18:28:28,727:INFO: Stopping... -2022-06-21 18:28:34,786:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:28:34,787:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:28:34,788:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:28:34,788:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:28:38,614:INFO:PyCaret ClassificationExperiment -2022-06-21 18:28:38,616:INFO:PyCaret ClassificationExperiment -2022-06-21 18:28:38,616:INFO:Logging name: clf-default-name -2022-06-21 18:28:38,616:INFO:Logging name: clf-default-name -2022-06-21 18:28:38,616:INFO:Logging name: clf-default-name -2022-06-21 18:28:38,616:INFO:Logging name: clf-default-name -2022-06-21 18:28:38,617:INFO:PyCaret ClassificationExperiment -2022-06-21 18:28:38,617:INFO:PyCaret ClassificationExperiment -2022-06-21 18:28:38,617:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:28:38,617:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:28:38,617:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:28:38,617:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:28:38,618:INFO:Logging name: clf-default-name -2022-06-21 18:28:38,618:INFO:Logging name: clf-default-name -2022-06-21 18:28:38,618:INFO:version 3.0.0.rc1 -2022-06-21 18:28:38,618:INFO:version 3.0.0.rc1 -2022-06-21 18:28:38,619:INFO:version 3.0.0.rc1 -2022-06-21 18:28:38,619:INFO:version 3.0.0.rc1 -2022-06-21 18:28:38,620:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:28:38,620:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:28:38,621:INFO:Initializing setup() -2022-06-21 18:28:38,621:INFO:Initializing setup() -2022-06-21 18:28:38,621:INFO:Initializing setup() -2022-06-21 18:28:38,621:INFO:Initializing setup() -2022-06-21 18:28:38,622:INFO:version 3.0.0.rc1 -2022-06-21 18:28:38,622:INFO:version 3.0.0.rc1 -2022-06-21 18:28:38,622:INFO:self.USI: 5fc3 -2022-06-21 18:28:38,622:INFO:self.USI: 5fc3 -2022-06-21 18:28:38,624:INFO:Initializing setup() -2022-06-21 18:28:38,625:INFO:self.USI: 0c74 -2022-06-21 18:28:38,624:INFO:Initializing setup() -2022-06-21 18:28:38,625:INFO:self.USI: 0c74 -2022-06-21 18:28:38,626:INFO:self.variable_keys: {'display_container', 'memory', 'fold_generator', '_all_models_internal', 'log_plots_param', 'idx', 'exp_name_log', '_available_plots', '_ml_usecase', 'seed', '_gpu_n_jobs_param', 'gpu_param', '_all_models', 'master_model_container', 'logging_param', 'fix_imbalance', 'fold_groups_param', 'n_jobs_param', 'fold_shuffle_param', 'y_train', '_all_metrics', '_is_multiclass', 'exp_id', 'pipeline', 'target_param', 'X_train', 'html_param', 'X', 'y_test', 'X_test', 'y', 'variable_keys', 'data', 'USI'} -2022-06-21 18:28:38,626:INFO:self.variable_keys: {'display_container', 'memory', 'fold_generator', '_all_models_internal', 'log_plots_param', 'idx', 'exp_name_log', '_available_plots', '_ml_usecase', 'seed', '_gpu_n_jobs_param', 'gpu_param', '_all_models', 'master_model_container', 'logging_param', 'fix_imbalance', 'fold_groups_param', 'n_jobs_param', 'fold_shuffle_param', 'y_train', '_all_metrics', '_is_multiclass', 'exp_id', 'pipeline', 'target_param', 'X_train', 'html_param', 'X', 'y_test', 'X_test', 'y', 'variable_keys', 'data', 'USI'} -2022-06-21 18:28:38,627:INFO:self.USI: 8547 -2022-06-21 18:28:38,627:INFO:self.USI: 8547 -2022-06-21 18:28:38,628:INFO:self.variable_keys: {'display_container', 'memory', 'fold_generator', '_all_models_internal', 'log_plots_param', 'idx', 'exp_name_log', '_available_plots', '_ml_usecase', 'seed', '_gpu_n_jobs_param', 'gpu_param', '_all_models', 'master_model_container', 'logging_param', 'fix_imbalance', 'fold_groups_param', 'n_jobs_param', 'fold_shuffle_param', 'y_train', '_all_metrics', '_is_multiclass', 'exp_id', 'pipeline', 'target_param', 'X_train', 'html_param', 'X', 'y_test', 'X_test', 'y', 'variable_keys', 'data', 'USI'} -2022-06-21 18:28:38,628:INFO:self.variable_keys: {'display_container', 'memory', 'fold_generator', '_all_models_internal', 'log_plots_param', 'idx', 'exp_name_log', '_available_plots', '_ml_usecase', 'seed', '_gpu_n_jobs_param', 'gpu_param', '_all_models', 'master_model_container', 'logging_param', 'fix_imbalance', 'fold_groups_param', 'n_jobs_param', 'fold_shuffle_param', 'y_train', '_all_metrics', '_is_multiclass', 'exp_id', 'pipeline', 'target_param', 'X_train', 'html_param', 'X', 'y_test', 'X_test', 'y', 'variable_keys', 'data', 'USI'} -2022-06-21 18:28:38,629:INFO:Checking environment -2022-06-21 18:28:38,629:INFO:Checking environment -2022-06-21 18:28:38,630:INFO:self.variable_keys: {'display_container', 'memory', 'fold_generator', '_all_models_internal', 'log_plots_param', 'idx', 'exp_name_log', '_available_plots', '_ml_usecase', 'seed', '_gpu_n_jobs_param', 'gpu_param', '_all_models', 'master_model_container', 'logging_param', 'fix_imbalance', 'fold_groups_param', 'n_jobs_param', 'fold_shuffle_param', 'y_train', '_all_metrics', '_is_multiclass', 'exp_id', 'pipeline', 'target_param', 'X_train', 'html_param', 'X', 'y_test', 'X_test', 'y', 'variable_keys', 'data', 'USI'} -2022-06-21 18:28:38,630:INFO:self.variable_keys: {'display_container', 'memory', 'fold_generator', '_all_models_internal', 'log_plots_param', 'idx', 'exp_name_log', '_available_plots', '_ml_usecase', 'seed', '_gpu_n_jobs_param', 'gpu_param', '_all_models', 'master_model_container', 'logging_param', 'fix_imbalance', 'fold_groups_param', 'n_jobs_param', 'fold_shuffle_param', 'y_train', '_all_metrics', '_is_multiclass', 'exp_id', 'pipeline', 'target_param', 'X_train', 'html_param', 'X', 'y_test', 'X_test', 'y', 'variable_keys', 'data', 'USI'} -2022-06-21 18:28:38,632:INFO:Checking environment -2022-06-21 18:28:38,632:INFO:Checking environment -2022-06-21 18:28:38,633:INFO:python_version: 3.9.7 -2022-06-21 18:28:38,633:INFO:python_version: 3.9.7 -2022-06-21 18:28:38,634:INFO:Checking environment -2022-06-21 18:28:38,634:INFO:Checking environment -2022-06-21 18:28:38,635:INFO:python_version: 3.9.7 -2022-06-21 18:28:38,635:INFO:python_version: 3.9.7 -2022-06-21 18:28:38,636:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:28:38,636:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:28:38,637:INFO:python_version: 3.9.7 -2022-06-21 18:28:38,637:INFO:python_version: 3.9.7 -2022-06-21 18:28:38,638:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:28:38,638:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:28:38,639:INFO:machine: x86_64 -2022-06-21 18:28:38,640:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:28:38,639:INFO:machine: x86_64 -2022-06-21 18:28:38,640:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:28:38,643:INFO:machine: x86_64 -2022-06-21 18:28:38,643:INFO:machine: x86_64 -2022-06-21 18:28:38,660:INFO:machine: x86_64 -2022-06-21 18:28:38,660:INFO:machine: x86_64 -2022-06-21 18:28:38,673:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,673:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,674:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,674:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,676:INFO:Memory: svmem(total=8230690816, available=2110136320, percent=74.4, used=4921511936, free=1232388096, active=2966585344, inactive=3226812416, buffers=63021056, cached=2013769728, shared=846737408, slab=365649920) -2022-06-21 18:28:38,676:INFO:Memory: svmem(total=8230690816, available=2110136320, percent=74.4, used=4921511936, free=1232388096, active=2966585344, inactive=3226812416, buffers=63021056, cached=2013769728, shared=846737408, slab=365649920) -2022-06-21 18:28:38,678:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,678:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,684:INFO:Memory: svmem(total=8230690816, available=2110136320, percent=74.4, used=4921511936, free=1232388096, active=2966585344, inactive=3226812416, buffers=63021056, cached=2013769728, shared=846737408, slab=365649920) -2022-06-21 18:28:38,684:INFO:Memory: svmem(total=8230690816, available=2110136320, percent=74.4, used=4921511936, free=1232388096, active=2966585344, inactive=3226812416, buffers=63021056, cached=2013769728, shared=846737408, slab=365649920) -2022-06-21 18:28:38,685:INFO:Memory: svmem(total=8230690816, available=2110136320, percent=74.4, used=4921511936, free=1232388096, active=2966585344, inactive=3226812416, buffers=63021056, cached=2013769728, shared=846737408, slab=365649920) -2022-06-21 18:28:38,686:INFO:Physical Core: 2 -2022-06-21 18:28:38,685:INFO:Memory: svmem(total=8230690816, available=2110136320, percent=74.4, used=4921511936, free=1232388096, active=2966585344, inactive=3226812416, buffers=63021056, cached=2013769728, shared=846737408, slab=365649920) -2022-06-21 18:28:38,688:INFO:Physical Core: 2 -2022-06-21 18:28:38,689:INFO:Physical Core: 2 -2022-06-21 18:28:38,686:INFO:Physical Core: 2 -2022-06-21 18:28:38,688:INFO:Physical Core: 2 -2022-06-21 18:28:38,692:INFO:Logical Core: 4 -2022-06-21 18:28:38,689:INFO:Physical Core: 2 -2022-06-21 18:28:38,693:INFO:Logical Core: 4 -2022-06-21 18:28:38,692:INFO:Logical Core: 4 -2022-06-21 18:28:38,695:INFO:Logical Core: 4 -2022-06-21 18:28:38,693:INFO:Logical Core: 4 -2022-06-21 18:28:38,695:INFO:Checking libraries -2022-06-21 18:28:38,695:INFO:Logical Core: 4 -2022-06-21 18:28:38,695:INFO:Checking libraries -2022-06-21 18:28:38,695:INFO:Checking libraries -2022-06-21 18:28:38,696:INFO:Checking libraries -2022-06-21 18:28:38,695:INFO:Checking libraries -2022-06-21 18:28:38,696:INFO: -System: -2022-06-21 18:28:38,696:INFO:Checking libraries -2022-06-21 18:28:38,697:INFO: -System: -2022-06-21 18:28:38,696:INFO: -System: -2022-06-21 18:28:38,697:INFO: -System: -2022-06-21 18:28:38,697:INFO: -System: -2022-06-21 18:28:38,697:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:28:38,697:INFO: -System: -2022-06-21 18:28:38,698:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:28:38,697:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:28:38,698:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:28:38,698:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:28:38,698:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:28:38,698:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:28:38,698:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:28:38,699:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:28:38,699:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:28:38,699:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:28:38,699:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:28:38,699:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,699:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,699:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,699:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,700:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,700:INFO: -PyCaret required dependencies: -2022-06-21 18:28:38,700:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:28:38,700:INFO: -PyCaret required dependencies: -2022-06-21 18:28:38,701:INFO: -PyCaret required dependencies: -2022-06-21 18:28:38,701:INFO: -PyCaret required dependencies: -2022-06-21 18:28:38,701:INFO: -PyCaret required dependencies: -2022-06-21 18:28:38,701:INFO: -PyCaret required dependencies: -2022-06-21 18:28:39,465:INFO: pip: 22.1.2 -2022-06-21 18:28:39,465:INFO: pip: 22.1.2 -2022-06-21 18:28:39,467:INFO: setuptools: 58.0.4 -2022-06-21 18:28:39,467:INFO: setuptools: 58.0.4 -2022-06-21 18:28:39,469:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:28:39,469:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:28:39,469:INFO: ipython: Not installed -2022-06-21 18:28:39,469:INFO: ipython: Not installed -2022-06-21 18:28:39,469:INFO: ipywidgets: 7.6.5 -2022-06-21 18:28:39,469:INFO: ipywidgets: 7.6.5 -2022-06-21 18:28:39,469:INFO: tqdm: 4.62.3 -2022-06-21 18:28:39,469:INFO: tqdm: 4.62.3 -2022-06-21 18:28:39,469:INFO: numpy: 1.21.5 -2022-06-21 18:28:39,469:INFO: numpy: 1.21.5 -2022-06-21 18:28:39,469:INFO: pandas: 1.3.5 -2022-06-21 18:28:39,469:INFO: pandas: 1.3.5 -2022-06-21 18:28:39,469:INFO: jinja2: 3.0.3 -2022-06-21 18:28:39,469:INFO: jinja2: 3.0.3 -2022-06-21 18:28:39,469:INFO: scipy: 1.7.1 -2022-06-21 18:28:39,469:INFO: scipy: 1.7.1 -2022-06-21 18:28:39,469:INFO: joblib: 1.1.0 -2022-06-21 18:28:39,469:INFO: joblib: 1.1.0 -2022-06-21 18:28:39,470:INFO: sklearn: 1.1.1 -2022-06-21 18:28:39,470:INFO: sklearn: 1.1.1 -2022-06-21 18:28:39,470:INFO: pyod: Installed but version unavailable -2022-06-21 18:28:39,470:INFO: pyod: Installed but version unavailable -2022-06-21 18:28:39,470:INFO: imblearn: 0.9.1 -2022-06-21 18:28:39,470:INFO: imblearn: 0.9.1 -2022-06-21 18:28:39,470:INFO: category_encoders: 2.5.0 -2022-06-21 18:28:39,470:INFO: category_encoders: 2.5.0 -2022-06-21 18:28:39,470:INFO: lightgbm: Installed but version unavailable -2022-06-21 18:28:39,470:INFO: lightgbm: Installed but version unavailable -2022-06-21 18:28:39,470:INFO: numba: 0.55.2 -2022-06-21 18:28:39,470:INFO: numba: 0.55.2 -2022-06-21 18:28:39,470:INFO: requests: 2.27.1 -2022-06-21 18:28:39,470:INFO: requests: 2.27.1 -2022-06-21 18:28:39,470:INFO: matplotlib: 3.4.3 -2022-06-21 18:28:39,470:INFO: matplotlib: 3.4.3 -2022-06-21 18:28:39,470:INFO: scikitplot: 0.3.7 -2022-06-21 18:28:39,470:INFO: scikitplot: 0.3.7 -2022-06-21 18:28:39,470:INFO: yellowbrick: 1.4 -2022-06-21 18:28:39,470:INFO: yellowbrick: 1.4 -2022-06-21 18:28:39,470:INFO: plotly: 5.5.0 -2022-06-21 18:28:39,470:INFO: plotly: 5.5.0 -2022-06-21 18:28:39,470:INFO: kaleido: 0.2.1 -2022-06-21 18:28:39,470:INFO: kaleido: 0.2.1 -2022-06-21 18:28:39,470:INFO: statsmodels: 0.12.2 -2022-06-21 18:28:39,470:INFO: statsmodels: 0.12.2 -2022-06-21 18:28:39,471:INFO: sktime: 0.11.4 -2022-06-21 18:28:39,471:INFO: sktime: 0.11.4 -2022-06-21 18:28:39,471:INFO: tbats: Installed but version unavailable -2022-06-21 18:28:39,471:INFO: tbats: Installed but version unavailable -2022-06-21 18:28:39,471:INFO: pmdarima: 1.8.5 -2022-06-21 18:28:39,471:INFO: pmdarima: 1.8.5 -2022-06-21 18:28:39,471:INFO: psutil: 5.9.0 -2022-06-21 18:28:39,471:INFO: psutil: 5.9.0 -2022-06-21 18:28:39,471:INFO: -PyCaret optional dependencies: -2022-06-21 18:28:39,471:INFO: -PyCaret optional dependencies: -2022-06-21 18:28:39,472:INFO: pip: 22.1.2 -2022-06-21 18:28:39,472:INFO: pip: 22.1.2 -2022-06-21 18:28:39,472:INFO: setuptools: Installed but version unavailable -2022-06-21 18:28:39,472:INFO: setuptools: Installed but version unavailable -2022-06-21 18:28:39,472:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:28:39,472:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:28:39,473:INFO: ipython: Not installed -2022-06-21 18:28:39,473:INFO: ipython: Not installed -2022-06-21 18:28:39,473:INFO: ipywidgets: 7.6.5 -2022-06-21 18:28:39,473:INFO: ipywidgets: 7.6.5 -2022-06-21 18:28:39,473:INFO: tqdm: 4.62.3 -2022-06-21 18:28:39,473:INFO: tqdm: 4.62.3 -2022-06-21 18:28:39,473:INFO: numpy: 1.21.5 -2022-06-21 18:28:39,473:INFO: numpy: 1.21.5 -2022-06-21 18:28:39,473:INFO: pandas: 1.3.5 -2022-06-21 18:28:39,473:INFO: pandas: 1.3.5 -2022-06-21 18:28:39,474:INFO: jinja2: 3.0.3 -2022-06-21 18:28:39,474:INFO: jinja2: 3.0.3 -2022-06-21 18:28:39,474:INFO: scipy: 1.7.1 -2022-06-21 18:28:39,474:INFO: scipy: 1.7.1 -2022-06-21 18:28:39,474:INFO: joblib: 1.1.0 -2022-06-21 18:28:39,474:INFO: joblib: 1.1.0 -2022-06-21 18:28:39,474:INFO: sklearn: 1.1.1 -2022-06-21 18:28:39,474:INFO: sklearn: 1.1.1 -2022-06-21 18:28:39,474:INFO: pyod: Installed but version unavailable -2022-06-21 18:28:39,474:INFO: pyod: Installed but version unavailable -2022-06-21 18:28:39,474:INFO: imblearn: 0.9.1 -2022-06-21 18:28:39,474:INFO: imblearn: 0.9.1 -2022-06-21 18:28:39,474:INFO: category_encoders: 2.5.0 -2022-06-21 18:28:39,474:INFO: category_encoders: 2.5.0 -2022-06-21 18:28:39,474:INFO: lightgbm: Installed but version unavailable -2022-06-21 18:28:39,474:INFO: lightgbm: Installed but version unavailable -2022-06-21 18:28:39,474:INFO: numba: 0.55.2 -2022-06-21 18:28:39,474:INFO: numba: 0.55.2 -2022-06-21 18:28:39,474:INFO: requests: 2.27.1 -2022-06-21 18:28:39,474:INFO: requests: 2.27.1 -2022-06-21 18:28:39,474:INFO: matplotlib: 3.4.3 -2022-06-21 18:28:39,474:INFO: matplotlib: 3.4.3 -2022-06-21 18:28:39,474:INFO: scikitplot: 0.3.7 -2022-06-21 18:28:39,474:INFO: scikitplot: 0.3.7 -2022-06-21 18:28:39,474:INFO: yellowbrick: 1.4 -2022-06-21 18:28:39,474:INFO: yellowbrick: 1.4 -2022-06-21 18:28:39,475:INFO: plotly: 5.5.0 -2022-06-21 18:28:39,475:INFO: plotly: 5.5.0 -2022-06-21 18:28:39,475:INFO: kaleido: 0.2.1 -2022-06-21 18:28:39,475:INFO: kaleido: 0.2.1 -2022-06-21 18:28:39,475:INFO: statsmodels: 0.12.2 -2022-06-21 18:28:39,475:INFO: statsmodels: 0.12.2 -2022-06-21 18:28:39,475:INFO: sktime: 0.11.4 -2022-06-21 18:28:39,475:INFO: sktime: 0.11.4 -2022-06-21 18:28:39,475:INFO: tbats: Installed but version unavailable -2022-06-21 18:28:39,475:INFO: tbats: Installed but version unavailable -2022-06-21 18:28:39,475:INFO: pmdarima: 1.8.5 -2022-06-21 18:28:39,475:INFO: pmdarima: 1.8.5 -2022-06-21 18:28:39,475:INFO: psutil: 5.9.0 -2022-06-21 18:28:39,475:INFO: psutil: 5.9.0 -2022-06-21 18:28:39,475:INFO: -PyCaret optional dependencies: -2022-06-21 18:28:39,475:INFO: -PyCaret optional dependencies: -2022-06-21 18:28:40,167:INFO: pip: 22.1.2 -2022-06-21 18:28:40,167:INFO: pip: 22.1.2 -2022-06-21 18:28:40,168:INFO: setuptools: Installed but version unavailable -2022-06-21 18:28:40,168:INFO: setuptools: Installed but version unavailable -2022-06-21 18:28:40,169:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:28:40,169:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:28:40,169:INFO: ipython: Not installed -2022-06-21 18:28:40,169:INFO: ipython: Not installed -2022-06-21 18:28:40,170:INFO: ipywidgets: 7.6.5 -2022-06-21 18:28:40,170:INFO: ipywidgets: 7.6.5 -2022-06-21 18:28:40,170:INFO: tqdm: 4.62.3 -2022-06-21 18:28:40,170:INFO: tqdm: 4.62.3 -2022-06-21 18:28:40,171:INFO: numpy: 1.21.5 -2022-06-21 18:28:40,171:INFO: numpy: 1.21.5 -2022-06-21 18:28:40,172:INFO: pandas: 1.3.5 -2022-06-21 18:28:40,172:INFO: pandas: 1.3.5 -2022-06-21 18:28:40,172:INFO: jinja2: 3.0.3 -2022-06-21 18:28:40,172:INFO: jinja2: 3.0.3 -2022-06-21 18:28:40,173:INFO: scipy: 1.7.1 -2022-06-21 18:28:40,173:INFO: scipy: 1.7.1 -2022-06-21 18:28:40,174:INFO: joblib: 1.1.0 -2022-06-21 18:28:40,174:INFO: joblib: 1.1.0 -2022-06-21 18:28:40,177:INFO: sklearn: 1.1.1 -2022-06-21 18:28:40,177:INFO: sklearn: 1.1.1 -2022-06-21 18:28:40,178:INFO: pyod: Installed but version unavailable -2022-06-21 18:28:40,178:INFO: pyod: Installed but version unavailable -2022-06-21 18:28:40,179:INFO: imblearn: 0.9.1 -2022-06-21 18:28:40,179:INFO: imblearn: 0.9.1 -2022-06-21 18:28:40,180:INFO: category_encoders: 2.5.0 -2022-06-21 18:28:40,180:INFO: category_encoders: 2.5.0 -2022-06-21 18:28:40,181:INFO: lightgbm: 3.2.1 -2022-06-21 18:28:40,181:INFO: lightgbm: 3.2.1 -2022-06-21 18:28:40,181:INFO: numba: 0.55.2 -2022-06-21 18:28:40,181:INFO: numba: 0.55.2 -2022-06-21 18:28:40,182:INFO: requests: 2.27.1 -2022-06-21 18:28:40,182:INFO: requests: 2.27.1 -2022-06-21 18:28:40,183:INFO: matplotlib: 3.4.3 -2022-06-21 18:28:40,183:INFO: matplotlib: 3.4.3 -2022-06-21 18:28:40,186:INFO: scikitplot: 0.3.7 -2022-06-21 18:28:40,186:INFO: scikitplot: 0.3.7 -2022-06-21 18:28:40,186:INFO: yellowbrick: 1.4 -2022-06-21 18:28:40,186:INFO: yellowbrick: 1.4 -2022-06-21 18:28:40,187:INFO: plotly: 5.5.0 -2022-06-21 18:28:40,187:INFO: plotly: 5.5.0 -2022-06-21 18:28:40,188:INFO: kaleido: 0.2.1 -2022-06-21 18:28:40,188:INFO: kaleido: 0.2.1 -2022-06-21 18:28:40,188:INFO: statsmodels: 0.12.2 -2022-06-21 18:28:40,188:INFO: statsmodels: 0.12.2 -2022-06-21 18:28:40,190:INFO: sktime: 0.11.4 -2022-06-21 18:28:40,190:INFO: sktime: 0.11.4 -2022-06-21 18:28:40,192:INFO: tbats: Installed but version unavailable -2022-06-21 18:28:40,192:INFO: tbats: Installed but version unavailable -2022-06-21 18:28:40,193:INFO: pmdarima: 1.8.5 -2022-06-21 18:28:40,193:INFO: pmdarima: 1.8.5 -2022-06-21 18:28:40,196:INFO: psutil: 5.9.0 -2022-06-21 18:28:40,196:INFO: psutil: 5.9.0 -2022-06-21 18:28:40,197:INFO: -PyCaret optional dependencies: -2022-06-21 18:28:40,197:INFO: -PyCaret optional dependencies: -2022-06-21 18:28:42,037:WARNING: -The dash_html_components package is deprecated. Please replace -`import dash_html_components as html` with `from dash import html` - -2022-06-21 18:28:42,037:WARNING: -The dash_html_components package is deprecated. Please replace -`import dash_html_components as html` with `from dash import html` - -2022-06-21 18:28:42,053:WARNING: -The dash_core_components package is deprecated. Please replace -`import dash_core_components as dcc` with `from dash import dcc` - -2022-06-21 18:28:42,053:WARNING: -The dash_core_components package is deprecated. Please replace -`import dash_core_components as dcc` with `from dash import dcc` - -2022-06-21 18:28:43,242:INFO:Alert! from version 0.1.39, fter importing, you must do '%matplotlib inline' to display charts in Jupyter Notebooks. - AV = AutoViz_Class() - dfte = AV.AutoViz(filename, sep=',', depVar='', dfte=None, header=0, verbose=0, lowess=False, - chart_format='svg',max_rows_analyzed=150000,max_cols_analyzed=30, save_plot_dir=None) -2022-06-21 18:28:43,242:INFO:Alert! from version 0.1.39, fter importing, you must do '%matplotlib inline' to display charts in Jupyter Notebooks. - AV = AutoViz_Class() - dfte = AV.AutoViz(filename, sep=',', depVar='', dfte=None, header=0, verbose=0, lowess=False, - chart_format='svg',max_rows_analyzed=150000,max_cols_analyzed=30, save_plot_dir=None) -2022-06-21 18:28:43,247:INFO:Note: verbose=0 or 1 generates charts and displays them in your local Jupyter notebook. -2022-06-21 18:28:43,247:INFO:Note: verbose=0 or 1 generates charts and displays them in your local Jupyter notebook. -2022-06-21 18:28:43,247:INFO: verbose=2 does not display plots but saves them in AutoViz_Plots folder in local machine. -2022-06-21 18:28:43,247:INFO: verbose=2 does not display plots but saves them in AutoViz_Plots folder in local machine. -2022-06-21 18:28:43,249:INFO:Updated: chart_format='bokeh' generates and displays charts in your local Jupyter notebook. -2022-06-21 18:28:43,249:INFO:Updated: chart_format='bokeh' generates and displays charts in your local Jupyter notebook. -2022-06-21 18:28:43,253:INFO: chart_format='server' generates and displays charts in the browser - one tab for each chart. -2022-06-21 18:28:43,253:INFO: chart_format='server' generates and displays charts in the browser - one tab for each chart. -2022-06-21 18:28:43,253:INFO: chart_format='html' silently saves charts HTML format - they are also interactive! -2022-06-21 18:28:43,253:INFO: chart_format='html' silently saves charts HTML format - they are also interactive! -2022-06-21 18:28:48,095:INFO: shap: 0.39.0 -2022-06-21 18:28:48,095:INFO: shap: 0.39.0 -2022-06-21 18:28:48,096:INFO: interpret: 0.2.7 -2022-06-21 18:28:48,096:INFO: interpret: 0.2.7 -2022-06-21 18:28:48,099:INFO: umap: Installed but version unavailable -2022-06-21 18:28:48,099:INFO: umap: Installed but version unavailable -2022-06-21 18:28:48,101:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:28:48,101:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:28:48,103:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:28:48,103:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:28:48,104:INFO: autoviz: 0.1.39 -2022-06-21 18:28:48,104:INFO: autoviz: 0.1.39 -2022-06-21 18:28:48,105:INFO: fairlearn: 0.7.0 -2022-06-21 18:28:48,105:INFO: fairlearn: 0.7.0 -2022-06-21 18:28:48,105:INFO: xgboost: 1.4.0 -2022-06-21 18:28:48,105:INFO: xgboost: 1.4.0 -2022-06-21 18:28:48,106:INFO: catboost: 1.0.6 -2022-06-21 18:28:48,106:INFO: catboost: 1.0.6 -2022-06-21 18:28:48,106:INFO: kmodes: 0.12.1 -2022-06-21 18:28:48,106:INFO: kmodes: 0.12.1 -2022-06-21 18:28:48,107:INFO: mlxtend: 0.20.0 -2022-06-21 18:28:48,107:INFO: mlxtend: 0.20.0 -2022-06-21 18:28:48,107:INFO: statsforecast: 0.5.5 -2022-06-21 18:28:48,107:INFO: statsforecast: 0.5.5 -2022-06-21 18:28:48,108:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:28:48,108:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:28:48,108:INFO: ray: 1.12.1 -2022-06-21 18:28:48,108:INFO: ray: 1.12.1 -2022-06-21 18:28:48,109:INFO: hyperopt: 0.2.7 -2022-06-21 18:28:48,109:INFO: hyperopt: 0.2.7 -2022-06-21 18:28:48,109:INFO: optuna: 2.10.0 -2022-06-21 18:28:48,109:INFO: optuna: 2.10.0 -2022-06-21 18:28:48,109:INFO: skopt: 0.9.0 -2022-06-21 18:28:48,109:INFO: skopt: 0.9.0 -2022-06-21 18:28:48,110:INFO: mlflow: 1.26.1 -2022-06-21 18:28:48,110:INFO: mlflow: 1.26.1 -2022-06-21 18:28:48,110:INFO: gradio: Installed but version unavailable -2022-06-21 18:28:48,110:INFO: gradio: Installed but version unavailable -2022-06-21 18:28:48,111:INFO: fastapi: 0.75.2 -2022-06-21 18:28:48,111:INFO: fastapi: 0.75.2 -2022-06-21 18:28:48,111:INFO: uvicorn: 0.17.6 -2022-06-21 18:28:48,111:INFO: uvicorn: 0.17.6 -2022-06-21 18:28:48,112:INFO: m2cgen: 0.10.0 -2022-06-21 18:28:48,112:INFO: m2cgen: 0.10.0 -2022-06-21 18:28:48,118:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:28:48,118:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:28:48,120:INFO: nltk: 3.6.5 -2022-06-21 18:28:48,120:INFO: nltk: 3.6.5 -2022-06-21 18:28:48,140:INFO: pyLDAvis: Not installed -2022-06-21 18:28:48,140:INFO: pyLDAvis: Not installed -2022-06-21 18:28:48,152:INFO: gensim: Not installed -2022-06-21 18:28:48,152:INFO: gensim: Not installed -2022-06-21 18:28:48,152:INFO: spacy: Not installed -2022-06-21 18:28:48,152:INFO: spacy: Not installed -2022-06-21 18:28:48,153:INFO: wordcloud: 1.8.1 -2022-06-21 18:28:48,153:INFO: wordcloud: 1.8.1 -2022-06-21 18:28:48,154:INFO: textblob: 0.17.1 -2022-06-21 18:28:48,154:INFO: textblob: 0.17.1 -2022-06-21 18:28:48,154:INFO: fugue: 0.6.6 -2022-06-21 18:28:48,154:INFO: fugue: 0.6.6 -2022-06-21 18:28:48,156:INFO: streamlit: 1.10.0 -2022-06-21 18:28:48,156:INFO: streamlit: 1.10.0 -2022-06-21 18:28:48,159:INFO: prophet: Not installed -2022-06-21 18:28:48,159:INFO: prophet: Not installed -2022-06-21 18:28:48,161:INFO:None -2022-06-21 18:28:48,161:INFO:None -2022-06-21 18:28:48,163:INFO:Set up data. -2022-06-21 18:28:48,163:INFO:Set up data. -2022-06-21 18:28:48,187:INFO:Set up train/test split. -2022-06-21 18:28:48,187:INFO:Set up train/test split. -2022-06-21 18:28:48,212:INFO:Assigning column types. -2022-06-21 18:28:48,212:INFO:Assigning column types. -2022-06-21 18:28:48,237:INFO:Set up folding strategy. -2022-06-21 18:28:48,237:INFO:Set up folding strategy. -2022-06-21 18:28:48,242:INFO:Preparing preprocessing pipeline... -2022-06-21 18:28:48,242:INFO:Preparing preprocessing pipeline... -2022-06-21 18:28:48,246:INFO:Set up simple imputation. -2022-06-21 18:28:48,246:INFO:Set up simple imputation. -2022-06-21 18:28:48,463:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:28:48,463:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:28:48,482:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:28:48,482:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:28:48,482:INFO:Creating final display dataframe. -2022-06-21 18:28:48,482:INFO:Creating final display dataframe. -2022-06-21 18:28:48,684:INFO:Setup display_container: Description Value -0 Session id 6967 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 0c74 -2022-06-21 18:28:48,684:INFO:Setup display_container: Description Value -0 Session id 6967 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 0c74 -2022-06-21 18:28:48,962:INFO:setup() successfully completed in 10.35s............... -2022-06-21 18:28:48,962:INFO:setup() successfully completed in 10.35s............... -2022-06-21 18:28:50,220:INFO: shap: 0.39.0 -2022-06-21 18:28:50,220:INFO: shap: 0.39.0 -2022-06-21 18:28:50,221:INFO: interpret: 0.2.7 -2022-06-21 18:28:50,221:INFO: interpret: 0.2.7 -2022-06-21 18:28:50,224:INFO: umap: Installed but version unavailable -2022-06-21 18:28:50,224:INFO: umap: Installed but version unavailable -2022-06-21 18:28:50,225:INFO: pandas_profiling: Installed but version unavailable -2022-06-21 18:28:50,225:INFO: pandas_profiling: Installed but version unavailable -2022-06-21 18:28:50,226:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:28:50,226:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:28:50,231:INFO: autoviz: 0.1.39 -2022-06-21 18:28:50,231:INFO: autoviz: 0.1.39 -2022-06-21 18:28:50,233:INFO: fairlearn: 0.7.0 -2022-06-21 18:28:50,233:INFO: fairlearn: 0.7.0 -2022-06-21 18:28:50,235:INFO: xgboost: 1.4.0 -2022-06-21 18:28:50,235:INFO: xgboost: 1.4.0 -2022-06-21 18:28:50,240:INFO: catboost: 1.0.6 -2022-06-21 18:28:50,240:INFO: catboost: 1.0.6 -2022-06-21 18:28:50,256:INFO: kmodes: 0.12.1 -2022-06-21 18:28:50,256:INFO: kmodes: 0.12.1 -2022-06-21 18:28:50,257:INFO: mlxtend: 0.20.0 -2022-06-21 18:28:50,257:INFO: mlxtend: 0.20.0 -2022-06-21 18:28:50,262:INFO: statsforecast: 0.5.5 -2022-06-21 18:28:50,262:INFO: statsforecast: 0.5.5 -2022-06-21 18:28:50,264:INFO: tune_sklearn: Installed but version unavailable -2022-06-21 18:28:50,264:INFO: tune_sklearn: Installed but version unavailable -2022-06-21 18:28:50,266:INFO: ray: 1.12.1 -2022-06-21 18:28:50,266:INFO: ray: 1.12.1 -2022-06-21 18:28:50,268:INFO: hyperopt: 0.2.7 -2022-06-21 18:28:50,268:INFO: hyperopt: 0.2.7 -2022-06-21 18:28:50,269:INFO: optuna: 2.10.0 -2022-06-21 18:28:50,269:INFO: optuna: 2.10.0 -2022-06-21 18:28:50,270:INFO: skopt: 0.9.0 -2022-06-21 18:28:50,270:INFO: skopt: 0.9.0 -2022-06-21 18:28:50,271:INFO: mlflow: 1.26.1 -2022-06-21 18:28:50,271:INFO: mlflow: 1.26.1 -2022-06-21 18:28:50,272:INFO: gradio: 3.0.11 -2022-06-21 18:28:50,272:INFO: gradio: 3.0.11 -2022-06-21 18:28:50,274:INFO: fastapi: 0.75.2 -2022-06-21 18:28:50,274:INFO: fastapi: 0.75.2 -2022-06-21 18:28:50,274:INFO: uvicorn: 0.17.6 -2022-06-21 18:28:50,274:INFO: uvicorn: 0.17.6 -2022-06-21 18:28:50,276:INFO: m2cgen: 0.10.0 -2022-06-21 18:28:50,276:INFO: m2cgen: 0.10.0 -2022-06-21 18:28:50,278:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:28:50,278:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:28:50,279:INFO: nltk: 3.6.5 -2022-06-21 18:28:50,279:INFO: nltk: 3.6.5 -2022-06-21 18:28:50,279:INFO: pyLDAvis: Not installed -2022-06-21 18:28:50,279:INFO: pyLDAvis: Not installed -2022-06-21 18:28:50,280:INFO: gensim: Not installed -2022-06-21 18:28:50,280:INFO: gensim: Not installed -2022-06-21 18:28:50,281:INFO: spacy: Not installed -2022-06-21 18:28:50,281:INFO: spacy: Not installed -2022-06-21 18:28:50,282:INFO: wordcloud: 1.8.1 -2022-06-21 18:28:50,282:INFO: wordcloud: 1.8.1 -2022-06-21 18:28:50,284:INFO: textblob: 0.17.1 -2022-06-21 18:28:50,284:INFO: textblob: 0.17.1 -2022-06-21 18:28:50,286:INFO: fugue: 0.6.6 -2022-06-21 18:28:50,286:INFO: fugue: 0.6.6 -2022-06-21 18:28:50,290:INFO: streamlit: 1.10.0 -2022-06-21 18:28:50,290:INFO: streamlit: 1.10.0 -2022-06-21 18:28:50,291:INFO: prophet: Not installed -2022-06-21 18:28:50,291:INFO: prophet: Not installed -2022-06-21 18:28:50,295:INFO:None -2022-06-21 18:28:50,295:INFO:None -2022-06-21 18:28:50,297:INFO:Set up data. -2022-06-21 18:28:50,297:INFO:Set up data. -2022-06-21 18:28:50,306:INFO:Set up train/test split. -2022-06-21 18:28:50,306:INFO:Set up train/test split. -2022-06-21 18:28:50,319:INFO:Assigning column types. -2022-06-21 18:28:50,319:INFO:Assigning column types. -2022-06-21 18:28:50,334:INFO:Set up folding strategy. -2022-06-21 18:28:50,334:INFO:Set up folding strategy. -2022-06-21 18:28:50,335:INFO:Preparing preprocessing pipeline... -2022-06-21 18:28:50,335:INFO:Preparing preprocessing pipeline... -2022-06-21 18:28:50,337:INFO:Set up simple imputation. -2022-06-21 18:28:50,337:INFO:Set up simple imputation. -2022-06-21 18:28:50,345:INFO: shap: 0.39.0 -2022-06-21 18:28:50,345:INFO: shap: 0.39.0 -2022-06-21 18:28:50,348:INFO: interpret: 0.2.7 -2022-06-21 18:28:50,348:INFO: interpret: 0.2.7 -2022-06-21 18:28:50,350:INFO: umap: 0.5.3 -2022-06-21 18:28:50,350:INFO: umap: 0.5.3 -2022-06-21 18:28:50,352:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:28:50,352:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:28:50,356:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:28:50,356:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:28:50,358:INFO: autoviz: 0.1.39 -2022-06-21 18:28:50,358:INFO: autoviz: 0.1.39 -2022-06-21 18:28:50,360:INFO: fairlearn: 0.7.0 -2022-06-21 18:28:50,360:INFO: fairlearn: 0.7.0 -2022-06-21 18:28:50,364:INFO: xgboost: 1.4.0 -2022-06-21 18:28:50,364:INFO: xgboost: 1.4.0 -2022-06-21 18:28:50,367:INFO: catboost: 1.0.6 -2022-06-21 18:28:50,367:INFO: catboost: 1.0.6 -2022-06-21 18:28:50,368:INFO: kmodes: 0.12.1 -2022-06-21 18:28:50,368:INFO: kmodes: 0.12.1 -2022-06-21 18:28:50,374:INFO: mlxtend: 0.20.0 -2022-06-21 18:28:50,374:INFO: mlxtend: 0.20.0 -2022-06-21 18:28:50,376:INFO: statsforecast: 0.5.5 -2022-06-21 18:28:50,376:INFO: statsforecast: 0.5.5 -2022-06-21 18:28:50,377:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:28:50,377:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:28:50,378:INFO: ray: 1.12.1 -2022-06-21 18:28:50,378:INFO: ray: 1.12.1 -2022-06-21 18:28:50,380:INFO: hyperopt: 0.2.7 -2022-06-21 18:28:50,380:INFO: hyperopt: 0.2.7 -2022-06-21 18:28:50,384:INFO: optuna: 2.10.0 -2022-06-21 18:28:50,384:INFO: optuna: 2.10.0 -2022-06-21 18:28:50,389:INFO: skopt: 0.9.0 -2022-06-21 18:28:50,389:INFO: skopt: 0.9.0 -2022-06-21 18:28:50,412:INFO: mlflow: 1.26.1 -2022-06-21 18:28:50,412:INFO: mlflow: 1.26.1 -2022-06-21 18:28:50,413:INFO: gradio: 3.0.11 -2022-06-21 18:28:50,413:INFO: gradio: 3.0.11 -2022-06-21 18:28:50,414:INFO: fastapi: 0.75.2 -2022-06-21 18:28:50,414:INFO: fastapi: 0.75.2 -2022-06-21 18:28:50,415:INFO: uvicorn: 0.17.6 -2022-06-21 18:28:50,415:INFO: uvicorn: 0.17.6 -2022-06-21 18:28:50,416:INFO: m2cgen: 0.10.0 -2022-06-21 18:28:50,416:INFO: m2cgen: 0.10.0 -2022-06-21 18:28:50,417:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:28:50,417:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:28:50,417:INFO: nltk: 3.6.5 -2022-06-21 18:28:50,417:INFO: nltk: 3.6.5 -2022-06-21 18:28:50,418:INFO: pyLDAvis: Not installed -2022-06-21 18:28:50,418:INFO: pyLDAvis: Not installed -2022-06-21 18:28:50,418:INFO: gensim: Not installed -2022-06-21 18:28:50,418:INFO: gensim: Not installed -2022-06-21 18:28:50,433:INFO: spacy: Not installed -2022-06-21 18:28:50,433:INFO: spacy: Not installed -2022-06-21 18:28:50,433:INFO: wordcloud: 1.8.1 -2022-06-21 18:28:50,433:INFO: wordcloud: 1.8.1 -2022-06-21 18:28:50,435:INFO: textblob: 0.17.1 -2022-06-21 18:28:50,435:INFO: textblob: 0.17.1 -2022-06-21 18:28:50,439:INFO: fugue: 0.6.6 -2022-06-21 18:28:50,439:INFO: fugue: 0.6.6 -2022-06-21 18:28:50,440:INFO: streamlit: 1.10.0 -2022-06-21 18:28:50,440:INFO: streamlit: 1.10.0 -2022-06-21 18:28:50,442:INFO: prophet: Not installed -2022-06-21 18:28:50,442:INFO: prophet: Not installed -2022-06-21 18:28:50,448:INFO:None -2022-06-21 18:28:50,448:INFO:None -2022-06-21 18:28:50,452:INFO:Set up data. -2022-06-21 18:28:50,452:INFO:Set up data. -2022-06-21 18:28:50,453:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:28:50,453:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:28:50,474:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:28:50,474:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:28:50,481:INFO:Creating final display dataframe. -2022-06-21 18:28:50,481:INFO:Creating final display dataframe. -2022-06-21 18:28:50,477:INFO:Set up train/test split. -2022-06-21 18:28:50,477:INFO:Set up train/test split. -2022-06-21 18:28:50,519:INFO:Assigning column types. -2022-06-21 18:28:50,519:INFO:Assigning column types. -2022-06-21 18:28:50,551:INFO:Set up folding strategy. -2022-06-21 18:28:50,551:INFO:Set up folding strategy. -2022-06-21 18:28:50,556:INFO:Preparing preprocessing pipeline... -2022-06-21 18:28:50,556:INFO:Preparing preprocessing pipeline... -2022-06-21 18:28:50,568:INFO:Set up simple imputation. -2022-06-21 18:28:50,568:INFO:Set up simple imputation. -2022-06-21 18:28:50,703:INFO:Setup display_container: Description Value -0 Session id 1351 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 8547 -2022-06-21 18:28:50,703:INFO:Setup display_container: Description Value -0 Session id 1351 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 8547 -2022-06-21 18:28:50,724:INFO: Description Value -0 Session id 1351 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 8547 -2022-06-21 18:28:50,724:INFO: Description Value -0 Session id 1351 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 8547 -2022-06-21 18:28:50,730:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:28:50,730:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:28:50,748:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:28:50,748:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:28:50,761:INFO:Creating final display dataframe. -2022-06-21 18:28:50,761:INFO:Creating final display dataframe. -2022-06-21 18:28:51,059:INFO:setup() successfully completed in 12.49s............... -2022-06-21 18:28:51,059:INFO:setup() successfully completed in 12.49s............... -2022-06-21 18:28:51,455:INFO:Setup display_container: Description Value -0 Session id 785 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 5fc3 -2022-06-21 18:28:51,455:INFO:Setup display_container: Description Value -0 Session id 785 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 5fc3 -2022-06-21 18:28:51,493:INFO: Description Value -0 Session id 785 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 5fc3 -2022-06-21 18:28:51,493:INFO: Description Value -0 Session id 785 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 5fc3 -2022-06-21 18:28:51,715:INFO:setup() successfully completed in 13.1s............... -2022-06-21 18:28:51,715:INFO:setup() successfully completed in 13.1s............... -2022-06-21 18:28:51,716:INFO:Initializing compare_models() -2022-06-21 18:28:51,716:INFO:Initializing compare_models() -2022-06-21 18:28:51,717:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:28:51,717:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:28:51,717:INFO:Checking exceptions -2022-06-21 18:28:51,717:INFO:Checking exceptions -2022-06-21 18:28:51,722:INFO:Preparing display monitor -2022-06-21 18:28:51,722:INFO:Preparing display monitor -2022-06-21 18:28:51,729:INFO:Initializing Logistic Regression -2022-06-21 18:28:51,729:INFO:Initializing Logistic Regression -2022-06-21 18:28:51,730:INFO:Total runtime is 8.22146733601888e-06 minutes -2022-06-21 18:28:51,730:INFO:Total runtime is 8.22146733601888e-06 minutes -2022-06-21 18:28:51,731:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:51,731:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:51,732:INFO:Initializing create_model() -2022-06-21 18:28:51,732:INFO:Initializing create_model() -2022-06-21 18:28:51,733:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:51,733:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:51,733:INFO:Checking exceptions -2022-06-21 18:28:51,733:INFO:Checking exceptions -2022-06-21 18:28:51,738:INFO:Importing libraries -2022-06-21 18:28:51,738:INFO:Importing libraries -2022-06-21 18:28:51,739:INFO:Copying training dataset -2022-06-21 18:28:51,739:INFO:Copying training dataset -2022-06-21 18:28:51,745:INFO:Defining folds -2022-06-21 18:28:51,745:INFO:Defining folds -2022-06-21 18:28:51,746:INFO:Declaring metric variables -2022-06-21 18:28:51,746:INFO:Declaring metric variables -2022-06-21 18:28:51,748:INFO:Importing untrained model -2022-06-21 18:28:51,748:INFO:Importing untrained model -2022-06-21 18:28:51,750:INFO:Logistic Regression Imported successfully -2022-06-21 18:28:51,750:INFO:Logistic Regression Imported successfully -2022-06-21 18:28:51,751:INFO:Starting cross validation -2022-06-21 18:28:51,751:INFO:Starting cross validation -2022-06-21 18:28:51,752:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:51,752:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:54,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:54,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,235:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,245:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,583:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,763:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:55,985:INFO:Calculating mean and std -2022-06-21 18:28:55,985:INFO:Calculating mean and std -2022-06-21 18:28:55,988:INFO:Creating metrics dataframe -2022-06-21 18:28:55,988:INFO:Creating metrics dataframe -2022-06-21 18:28:56,004:INFO:Uploading results into container -2022-06-21 18:28:56,004:INFO:Uploading results into container -2022-06-21 18:28:56,007:INFO:Uploading model into container now -2022-06-21 18:28:56,007:INFO:Uploading model into container now -2022-06-21 18:28:56,009:INFO:master_model_container: 1 -2022-06-21 18:28:56,009:INFO:master_model_container: 1 -2022-06-21 18:28:56,009:INFO:display_container: 2 -2022-06-21 18:28:56,009:INFO:display_container: 2 -2022-06-21 18:28:56,011:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=785, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:28:56,011:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=785, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:28:56,011:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:56,011:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:56,477:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:56,477:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:56,477:INFO:Creating metrics dataframe -2022-06-21 18:28:56,477:INFO:Creating metrics dataframe -2022-06-21 18:28:56,517:INFO:Initializing K Neighbors Classifier -2022-06-21 18:28:56,517:INFO:Initializing K Neighbors Classifier -2022-06-21 18:28:56,518:INFO:Total runtime is 0.07980581124623616 minutes -2022-06-21 18:28:56,518:INFO:Total runtime is 0.07980581124623616 minutes -2022-06-21 18:28:56,522:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:56,522:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:56,525:INFO:Initializing create_model() -2022-06-21 18:28:56,525:INFO:Initializing create_model() -2022-06-21 18:28:56,527:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:56,527:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:56,529:INFO:Checking exceptions -2022-06-21 18:28:56,529:INFO:Checking exceptions -2022-06-21 18:28:56,541:INFO:Importing libraries -2022-06-21 18:28:56,541:INFO:Importing libraries -2022-06-21 18:28:56,545:INFO:Copying training dataset -2022-06-21 18:28:56,545:INFO:Copying training dataset -2022-06-21 18:28:56,561:INFO:Defining folds -2022-06-21 18:28:56,561:INFO:Defining folds -2022-06-21 18:28:56,562:INFO:Declaring metric variables -2022-06-21 18:28:56,562:INFO:Declaring metric variables -2022-06-21 18:28:56,566:INFO:Importing untrained model -2022-06-21 18:28:56,566:INFO:Importing untrained model -2022-06-21 18:28:56,571:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:28:56,571:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:28:56,587:INFO:Starting cross validation -2022-06-21 18:28:56,587:INFO:Starting cross validation -2022-06-21 18:28:56,589:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:56,589:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:56,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,714:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,887:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:56,949:INFO:Calculating mean and std -2022-06-21 18:28:56,949:INFO:Calculating mean and std -2022-06-21 18:28:56,950:INFO:Creating metrics dataframe -2022-06-21 18:28:56,950:INFO:Creating metrics dataframe -2022-06-21 18:28:56,958:INFO:Uploading results into container -2022-06-21 18:28:56,958:INFO:Uploading results into container -2022-06-21 18:28:56,961:INFO:Uploading model into container now -2022-06-21 18:28:56,961:INFO:Uploading model into container now -2022-06-21 18:28:56,962:INFO:master_model_container: 2 -2022-06-21 18:28:56,962:INFO:master_model_container: 2 -2022-06-21 18:28:56,962:INFO:display_container: 2 -2022-06-21 18:28:56,962:INFO:display_container: 2 -2022-06-21 18:28:56,963:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:28:56,963:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:28:56,963:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:56,963:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:57,282:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:57,282:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:57,285:INFO:Creating metrics dataframe -2022-06-21 18:28:57,285:INFO:Creating metrics dataframe -2022-06-21 18:28:57,295:INFO:Initializing Naive Bayes -2022-06-21 18:28:57,295:INFO:Initializing Naive Bayes -2022-06-21 18:28:57,296:INFO:Total runtime is 0.09277674754460652 minutes -2022-06-21 18:28:57,296:INFO:Total runtime is 0.09277674754460652 minutes -2022-06-21 18:28:57,298:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:57,298:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:57,300:INFO:Initializing create_model() -2022-06-21 18:28:57,300:INFO:Initializing create_model() -2022-06-21 18:28:57,300:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:57,300:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:57,300:INFO:Checking exceptions -2022-06-21 18:28:57,300:INFO:Checking exceptions -2022-06-21 18:28:57,303:INFO:Importing libraries -2022-06-21 18:28:57,303:INFO:Importing libraries -2022-06-21 18:28:57,303:INFO:Copying training dataset -2022-06-21 18:28:57,303:INFO:Copying training dataset -2022-06-21 18:28:57,308:INFO:Defining folds -2022-06-21 18:28:57,308:INFO:Defining folds -2022-06-21 18:28:57,309:INFO:Declaring metric variables -2022-06-21 18:28:57,309:INFO:Declaring metric variables -2022-06-21 18:28:57,311:INFO:Importing untrained model -2022-06-21 18:28:57,311:INFO:Importing untrained model -2022-06-21 18:28:57,321:INFO:Naive Bayes Imported successfully -2022-06-21 18:28:57,321:INFO:Naive Bayes Imported successfully -2022-06-21 18:28:57,325:INFO:Starting cross validation -2022-06-21 18:28:57,325:INFO:Starting cross validation -2022-06-21 18:28:57,327:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:57,327:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:57,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,443:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,532:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,543:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,568:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:57,646:INFO:Calculating mean and std -2022-06-21 18:28:57,646:INFO:Calculating mean and std -2022-06-21 18:28:57,649:INFO:Creating metrics dataframe -2022-06-21 18:28:57,649:INFO:Creating metrics dataframe -2022-06-21 18:28:57,671:INFO:Uploading results into container -2022-06-21 18:28:57,671:INFO:Uploading results into container -2022-06-21 18:28:57,674:INFO:Uploading model into container now -2022-06-21 18:28:57,674:INFO:Uploading model into container now -2022-06-21 18:28:57,675:INFO:master_model_container: 3 -2022-06-21 18:28:57,675:INFO:master_model_container: 3 -2022-06-21 18:28:57,676:INFO:display_container: 2 -2022-06-21 18:28:57,676:INFO:display_container: 2 -2022-06-21 18:28:57,679:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:28:57,679:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:28:57,681:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:57,681:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:58,038:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:58,038:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:58,038:INFO:Creating metrics dataframe -2022-06-21 18:28:58,038:INFO:Creating metrics dataframe -2022-06-21 18:28:58,049:INFO:Initializing Decision Tree Classifier -2022-06-21 18:28:58,049:INFO:Initializing Decision Tree Classifier -2022-06-21 18:28:58,050:INFO:Total runtime is 0.10534327427546182 minutes -2022-06-21 18:28:58,050:INFO:Total runtime is 0.10534327427546182 minutes -2022-06-21 18:28:58,051:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:58,051:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:58,053:INFO:Initializing create_model() -2022-06-21 18:28:58,053:INFO:Initializing create_model() -2022-06-21 18:28:58,053:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:58,053:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:58,054:INFO:Checking exceptions -2022-06-21 18:28:58,054:INFO:Checking exceptions -2022-06-21 18:28:58,057:INFO:Importing libraries -2022-06-21 18:28:58,057:INFO:Importing libraries -2022-06-21 18:28:58,057:INFO:Copying training dataset -2022-06-21 18:28:58,057:INFO:Copying training dataset -2022-06-21 18:28:58,066:INFO:Defining folds -2022-06-21 18:28:58,066:INFO:Defining folds -2022-06-21 18:28:58,067:INFO:Declaring metric variables -2022-06-21 18:28:58,067:INFO:Declaring metric variables -2022-06-21 18:28:58,069:INFO:Importing untrained model -2022-06-21 18:28:58,069:INFO:Importing untrained model -2022-06-21 18:28:58,070:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:28:58,070:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:28:58,071:INFO:Starting cross validation -2022-06-21 18:28:58,071:INFO:Starting cross validation -2022-06-21 18:28:58,072:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:58,072:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:58,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,216:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,264:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,284:INFO:Calculating mean and std -2022-06-21 18:28:58,284:INFO:Calculating mean and std -2022-06-21 18:28:58,285:INFO:Creating metrics dataframe -2022-06-21 18:28:58,285:INFO:Creating metrics dataframe -2022-06-21 18:28:58,291:INFO:Uploading results into container -2022-06-21 18:28:58,291:INFO:Uploading results into container -2022-06-21 18:28:58,293:INFO:Uploading model into container now -2022-06-21 18:28:58,293:INFO:Uploading model into container now -2022-06-21 18:28:58,294:INFO:master_model_container: 4 -2022-06-21 18:28:58,294:INFO:master_model_container: 4 -2022-06-21 18:28:58,294:INFO:display_container: 2 -2022-06-21 18:28:58,294:INFO:display_container: 2 -2022-06-21 18:28:58,295:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=785, splitter='best') -2022-06-21 18:28:58,295:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=785, splitter='best') -2022-06-21 18:28:58,295:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:58,295:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:58,528:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:58,528:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:58,528:INFO:Creating metrics dataframe -2022-06-21 18:28:58,528:INFO:Creating metrics dataframe -2022-06-21 18:28:58,536:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:28:58,536:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:28:58,536:INFO:Total runtime is 0.11343994935353596 minutes -2022-06-21 18:28:58,536:INFO:Total runtime is 0.11343994935353596 minutes -2022-06-21 18:28:58,537:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:58,537:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:58,538:INFO:Initializing create_model() -2022-06-21 18:28:58,538:INFO:Initializing create_model() -2022-06-21 18:28:58,538:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:58,538:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:58,539:INFO:Checking exceptions -2022-06-21 18:28:58,539:INFO:Checking exceptions -2022-06-21 18:28:58,542:INFO:Importing libraries -2022-06-21 18:28:58,542:INFO:Importing libraries -2022-06-21 18:28:58,542:INFO:Copying training dataset -2022-06-21 18:28:58,542:INFO:Copying training dataset -2022-06-21 18:28:58,546:INFO:Defining folds -2022-06-21 18:28:58,546:INFO:Defining folds -2022-06-21 18:28:58,546:INFO:Declaring metric variables -2022-06-21 18:28:58,546:INFO:Declaring metric variables -2022-06-21 18:28:58,548:INFO:Importing untrained model -2022-06-21 18:28:58,548:INFO:Importing untrained model -2022-06-21 18:28:58,551:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:28:58,551:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:28:58,554:INFO:Starting cross validation -2022-06-21 18:28:58,554:INFO:Starting cross validation -2022-06-21 18:28:58,556:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:58,556:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:58,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,602:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,624:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,637:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,728:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,734:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:58,764:INFO:Calculating mean and std -2022-06-21 18:28:58,764:INFO:Calculating mean and std -2022-06-21 18:28:58,765:INFO:Creating metrics dataframe -2022-06-21 18:28:58,765:INFO:Creating metrics dataframe -2022-06-21 18:28:58,770:INFO:Uploading results into container -2022-06-21 18:28:58,770:INFO:Uploading results into container -2022-06-21 18:28:58,771:INFO:Uploading model into container now -2022-06-21 18:28:58,771:INFO:Uploading model into container now -2022-06-21 18:28:58,773:INFO:master_model_container: 5 -2022-06-21 18:28:58,773:INFO:master_model_container: 5 -2022-06-21 18:28:58,774:INFO:display_container: 2 -2022-06-21 18:28:58,774:INFO:display_container: 2 -2022-06-21 18:28:58,777:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=785, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:28:58,777:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=785, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:28:58,779:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:58,779:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:59,020:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:59,020:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:59,020:INFO:Creating metrics dataframe -2022-06-21 18:28:59,020:INFO:Creating metrics dataframe -2022-06-21 18:28:59,030:INFO:Initializing Ridge Classifier -2022-06-21 18:28:59,030:INFO:Initializing Ridge Classifier -2022-06-21 18:28:59,030:INFO:Total runtime is 0.12167685429255166 minutes -2022-06-21 18:28:59,030:INFO:Total runtime is 0.12167685429255166 minutes -2022-06-21 18:28:59,031:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:59,031:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:59,031:INFO:Initializing create_model() -2022-06-21 18:28:59,031:INFO:Initializing create_model() -2022-06-21 18:28:59,033:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:59,033:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:59,033:INFO:Checking exceptions -2022-06-21 18:28:59,033:INFO:Checking exceptions -2022-06-21 18:28:59,036:INFO:Importing libraries -2022-06-21 18:28:59,036:INFO:Importing libraries -2022-06-21 18:28:59,036:INFO:Copying training dataset -2022-06-21 18:28:59,036:INFO:Copying training dataset -2022-06-21 18:28:59,041:INFO:Defining folds -2022-06-21 18:28:59,041:INFO:Defining folds -2022-06-21 18:28:59,041:INFO:Declaring metric variables -2022-06-21 18:28:59,041:INFO:Declaring metric variables -2022-06-21 18:28:59,042:INFO:Importing untrained model -2022-06-21 18:28:59,042:INFO:Importing untrained model -2022-06-21 18:28:59,045:INFO:Ridge Classifier Imported successfully -2022-06-21 18:28:59,045:INFO:Ridge Classifier Imported successfully -2022-06-21 18:28:59,047:INFO:Starting cross validation -2022-06-21 18:28:59,047:INFO:Starting cross validation -2022-06-21 18:28:59,049:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:59,049:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:59,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,098:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,098:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,170:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,171:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,199:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,209:INFO:Calculating mean and std -2022-06-21 18:28:59,209:INFO:Calculating mean and std -2022-06-21 18:28:59,210:INFO:Creating metrics dataframe -2022-06-21 18:28:59,210:INFO:Creating metrics dataframe -2022-06-21 18:28:59,216:INFO:Uploading results into container -2022-06-21 18:28:59,216:INFO:Uploading results into container -2022-06-21 18:28:59,217:INFO:Uploading model into container now -2022-06-21 18:28:59,217:INFO:Uploading model into container now -2022-06-21 18:28:59,218:INFO:master_model_container: 6 -2022-06-21 18:28:59,218:INFO:master_model_container: 6 -2022-06-21 18:28:59,218:INFO:display_container: 2 -2022-06-21 18:28:59,218:INFO:display_container: 2 -2022-06-21 18:28:59,219:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=785, solver='auto', tol=0.001) -2022-06-21 18:28:59,219:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=785, solver='auto', tol=0.001) -2022-06-21 18:28:59,219:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:59,219:INFO:create_model() successfully completed...................................... -2022-06-21 18:28:59,449:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:59,449:INFO:SubProcess create_model() end ================================== -2022-06-21 18:28:59,449:INFO:Creating metrics dataframe -2022-06-21 18:28:59,449:INFO:Creating metrics dataframe -2022-06-21 18:28:59,468:INFO:Initializing Random Forest Classifier -2022-06-21 18:28:59,468:INFO:Initializing Random Forest Classifier -2022-06-21 18:28:59,469:INFO:Total runtime is 0.1289892832438151 minutes -2022-06-21 18:28:59,469:INFO:Total runtime is 0.1289892832438151 minutes -2022-06-21 18:28:59,471:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:59,471:INFO:SubProcess create_model() called ================================== -2022-06-21 18:28:59,472:INFO:Initializing create_model() -2022-06-21 18:28:59,472:INFO:Initializing create_model() -2022-06-21 18:28:59,473:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:59,473:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:28:59,474:INFO:Checking exceptions -2022-06-21 18:28:59,474:INFO:Checking exceptions -2022-06-21 18:28:59,485:INFO:Importing libraries -2022-06-21 18:28:59,485:INFO:Importing libraries -2022-06-21 18:28:59,485:INFO:Copying training dataset -2022-06-21 18:28:59,485:INFO:Copying training dataset -2022-06-21 18:28:59,490:INFO:Defining folds -2022-06-21 18:28:59,490:INFO:Defining folds -2022-06-21 18:28:59,493:INFO:Declaring metric variables -2022-06-21 18:28:59,493:INFO:Declaring metric variables -2022-06-21 18:28:59,495:INFO:Importing untrained model -2022-06-21 18:28:59,495:INFO:Importing untrained model -2022-06-21 18:28:59,497:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:28:59,497:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:28:59,500:INFO:Starting cross validation -2022-06-21 18:28:59,500:INFO:Starting cross validation -2022-06-21 18:28:59,502:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:59,502:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:28:59,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,894:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:28:59,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,345:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,684:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,717:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:00,750:INFO:Calculating mean and std -2022-06-21 18:29:00,750:INFO:Calculating mean and std -2022-06-21 18:29:00,751:INFO:Creating metrics dataframe -2022-06-21 18:29:00,751:INFO:Creating metrics dataframe -2022-06-21 18:29:00,755:INFO:Uploading results into container -2022-06-21 18:29:00,755:INFO:Uploading results into container -2022-06-21 18:29:00,756:INFO:Uploading model into container now -2022-06-21 18:29:00,756:INFO:Uploading model into container now -2022-06-21 18:29:00,757:INFO:master_model_container: 7 -2022-06-21 18:29:00,757:INFO:master_model_container: 7 -2022-06-21 18:29:00,757:INFO:display_container: 2 -2022-06-21 18:29:00,757:INFO:display_container: 2 -2022-06-21 18:29:00,758:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=785, verbose=0, warm_start=False) -2022-06-21 18:29:00,758:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=785, verbose=0, warm_start=False) -2022-06-21 18:29:00,759:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:00,759:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:00,979:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:00,979:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:00,979:INFO:Creating metrics dataframe -2022-06-21 18:29:00,979:INFO:Creating metrics dataframe -2022-06-21 18:29:00,989:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:29:00,989:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:29:00,990:INFO:Total runtime is 0.1543434739112854 minutes -2022-06-21 18:29:00,990:INFO:Total runtime is 0.1543434739112854 minutes -2022-06-21 18:29:00,992:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:00,992:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:00,993:INFO:Initializing create_model() -2022-06-21 18:29:00,993:INFO:Initializing create_model() -2022-06-21 18:29:00,993:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:00,993:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:00,994:INFO:Checking exceptions -2022-06-21 18:29:00,994:INFO:Checking exceptions -2022-06-21 18:29:00,996:INFO:Importing libraries -2022-06-21 18:29:00,996:INFO:Importing libraries -2022-06-21 18:29:00,997:INFO:Copying training dataset -2022-06-21 18:29:00,997:INFO:Copying training dataset -2022-06-21 18:29:01,001:INFO:Defining folds -2022-06-21 18:29:01,001:INFO:Defining folds -2022-06-21 18:29:01,001:INFO:Declaring metric variables -2022-06-21 18:29:01,001:INFO:Declaring metric variables -2022-06-21 18:29:01,004:INFO:Importing untrained model -2022-06-21 18:29:01,004:INFO:Importing untrained model -2022-06-21 18:29:01,005:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:29:01,005:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:29:01,006:INFO:Starting cross validation -2022-06-21 18:29:01,006:INFO:Starting cross validation -2022-06-21 18:29:01,008:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:01,008:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:01,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,095:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,153:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,156:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,175:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,188:INFO:Calculating mean and std -2022-06-21 18:29:01,188:INFO:Calculating mean and std -2022-06-21 18:29:01,189:INFO:Creating metrics dataframe -2022-06-21 18:29:01,189:INFO:Creating metrics dataframe -2022-06-21 18:29:01,196:INFO:Uploading results into container -2022-06-21 18:29:01,196:INFO:Uploading results into container -2022-06-21 18:29:01,197:INFO:Uploading model into container now -2022-06-21 18:29:01,197:INFO:Uploading model into container now -2022-06-21 18:29:01,198:INFO:master_model_container: 8 -2022-06-21 18:29:01,198:INFO:master_model_container: 8 -2022-06-21 18:29:01,198:INFO:display_container: 2 -2022-06-21 18:29:01,198:INFO:display_container: 2 -2022-06-21 18:29:01,200:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:29:01,200:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:29:01,201:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:01,201:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:01,411:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:01,411:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:01,412:INFO:Creating metrics dataframe -2022-06-21 18:29:01,412:INFO:Creating metrics dataframe -2022-06-21 18:29:01,419:INFO:Initializing Ada Boost Classifier -2022-06-21 18:29:01,419:INFO:Initializing Ada Boost Classifier -2022-06-21 18:29:01,420:INFO:Total runtime is 0.16150296926498411 minutes -2022-06-21 18:29:01,420:INFO:Total runtime is 0.16150296926498411 minutes -2022-06-21 18:29:01,423:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:01,423:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:01,424:INFO:Initializing create_model() -2022-06-21 18:29:01,424:INFO:Initializing create_model() -2022-06-21 18:29:01,424:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:01,424:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:01,425:INFO:Checking exceptions -2022-06-21 18:29:01,425:INFO:Checking exceptions -2022-06-21 18:29:01,431:INFO:Importing libraries -2022-06-21 18:29:01,431:INFO:Importing libraries -2022-06-21 18:29:01,433:INFO:Copying training dataset -2022-06-21 18:29:01,433:INFO:Copying training dataset -2022-06-21 18:29:01,442:INFO:Defining folds -2022-06-21 18:29:01,442:INFO:Defining folds -2022-06-21 18:29:01,443:INFO:Declaring metric variables -2022-06-21 18:29:01,443:INFO:Declaring metric variables -2022-06-21 18:29:01,444:INFO:Importing untrained model -2022-06-21 18:29:01,444:INFO:Importing untrained model -2022-06-21 18:29:01,448:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:29:01,448:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:29:01,451:INFO:Starting cross validation -2022-06-21 18:29:01,451:INFO:Starting cross validation -2022-06-21 18:29:01,452:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:01,452:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:01,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,688:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,740:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,877:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,901:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:01,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,016:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,043:INFO:Calculating mean and std -2022-06-21 18:29:02,043:INFO:Calculating mean and std -2022-06-21 18:29:02,044:INFO:Creating metrics dataframe -2022-06-21 18:29:02,044:INFO:Creating metrics dataframe -2022-06-21 18:29:02,049:INFO:Uploading results into container -2022-06-21 18:29:02,049:INFO:Uploading results into container -2022-06-21 18:29:02,050:INFO:Uploading model into container now -2022-06-21 18:29:02,050:INFO:Uploading model into container now -2022-06-21 18:29:02,050:INFO:master_model_container: 9 -2022-06-21 18:29:02,050:INFO:master_model_container: 9 -2022-06-21 18:29:02,051:INFO:display_container: 2 -2022-06-21 18:29:02,051:INFO:display_container: 2 -2022-06-21 18:29:02,052:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=785) -2022-06-21 18:29:02,052:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=785) -2022-06-21 18:29:02,053:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:02,053:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:02,273:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:02,273:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:02,273:INFO:Creating metrics dataframe -2022-06-21 18:29:02,273:INFO:Creating metrics dataframe -2022-06-21 18:29:02,284:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:29:02,284:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:29:02,284:INFO:Total runtime is 0.17591708103815712 minutes -2022-06-21 18:29:02,284:INFO:Total runtime is 0.17591708103815712 minutes -2022-06-21 18:29:02,285:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:02,285:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:02,287:INFO:Initializing create_model() -2022-06-21 18:29:02,287:INFO:Initializing create_model() -2022-06-21 18:29:02,288:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:02,288:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:02,288:INFO:Checking exceptions -2022-06-21 18:29:02,288:INFO:Checking exceptions -2022-06-21 18:29:02,291:INFO:Importing libraries -2022-06-21 18:29:02,291:INFO:Importing libraries -2022-06-21 18:29:02,291:INFO:Copying training dataset -2022-06-21 18:29:02,291:INFO:Copying training dataset -2022-06-21 18:29:02,296:INFO:Defining folds -2022-06-21 18:29:02,296:INFO:Defining folds -2022-06-21 18:29:02,297:INFO:Declaring metric variables -2022-06-21 18:29:02,297:INFO:Declaring metric variables -2022-06-21 18:29:02,299:INFO:Importing untrained model -2022-06-21 18:29:02,299:INFO:Importing untrained model -2022-06-21 18:29:02,301:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:29:02,301:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:29:02,304:INFO:Starting cross validation -2022-06-21 18:29:02,304:INFO:Starting cross validation -2022-06-21 18:29:02,305:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:02,305:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:02,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,540:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,556:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:02,969:INFO:Calculating mean and std -2022-06-21 18:29:02,969:INFO:Calculating mean and std -2022-06-21 18:29:02,970:INFO:Creating metrics dataframe -2022-06-21 18:29:02,970:INFO:Creating metrics dataframe -2022-06-21 18:29:02,974:INFO:Uploading results into container -2022-06-21 18:29:02,974:INFO:Uploading results into container -2022-06-21 18:29:02,975:INFO:Uploading model into container now -2022-06-21 18:29:02,975:INFO:Uploading model into container now -2022-06-21 18:29:02,976:INFO:master_model_container: 10 -2022-06-21 18:29:02,976:INFO:master_model_container: 10 -2022-06-21 18:29:02,976:INFO:display_container: 2 -2022-06-21 18:29:02,976:INFO:display_container: 2 -2022-06-21 18:29:02,977:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=785, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:29:02,977:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=785, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:29:02,977:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:02,977:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:03,195:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:03,195:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:03,195:INFO:Creating metrics dataframe -2022-06-21 18:29:03,195:INFO:Creating metrics dataframe -2022-06-21 18:29:03,203:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:29:03,203:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:29:03,204:INFO:Total runtime is 0.1912408431371053 minutes -2022-06-21 18:29:03,204:INFO:Total runtime is 0.1912408431371053 minutes -2022-06-21 18:29:03,205:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:03,205:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:03,207:INFO:Initializing create_model() -2022-06-21 18:29:03,207:INFO:Initializing create_model() -2022-06-21 18:29:03,208:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:03,208:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:03,209:INFO:Checking exceptions -2022-06-21 18:29:03,209:INFO:Checking exceptions -2022-06-21 18:29:03,211:INFO:Importing libraries -2022-06-21 18:29:03,211:INFO:Importing libraries -2022-06-21 18:29:03,212:INFO:Copying training dataset -2022-06-21 18:29:03,212:INFO:Copying training dataset -2022-06-21 18:29:03,216:INFO:Defining folds -2022-06-21 18:29:03,216:INFO:Defining folds -2022-06-21 18:29:03,217:INFO:Declaring metric variables -2022-06-21 18:29:03,217:INFO:Declaring metric variables -2022-06-21 18:29:03,219:INFO:Importing untrained model -2022-06-21 18:29:03,219:INFO:Importing untrained model -2022-06-21 18:29:03,221:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:29:03,221:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:29:03,223:INFO:Starting cross validation -2022-06-21 18:29:03,223:INFO:Starting cross validation -2022-06-21 18:29:03,225:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:03,225:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:03,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,295:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,305:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,349:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,349:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,403:INFO:Calculating mean and std -2022-06-21 18:29:03,403:INFO:Calculating mean and std -2022-06-21 18:29:03,404:INFO:Creating metrics dataframe -2022-06-21 18:29:03,404:INFO:Creating metrics dataframe -2022-06-21 18:29:03,409:INFO:Uploading results into container -2022-06-21 18:29:03,409:INFO:Uploading results into container -2022-06-21 18:29:03,410:INFO:Uploading model into container now -2022-06-21 18:29:03,410:INFO:Uploading model into container now -2022-06-21 18:29:03,411:INFO:master_model_container: 11 -2022-06-21 18:29:03,411:INFO:master_model_container: 11 -2022-06-21 18:29:03,411:INFO:display_container: 2 -2022-06-21 18:29:03,411:INFO:display_container: 2 -2022-06-21 18:29:03,412:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:29:03,412:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:29:03,412:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:03,412:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:03,659:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:03,659:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:03,660:INFO:Creating metrics dataframe -2022-06-21 18:29:03,660:INFO:Creating metrics dataframe -2022-06-21 18:29:03,667:INFO:Initializing Extra Trees Classifier -2022-06-21 18:29:03,667:INFO:Initializing Extra Trees Classifier -2022-06-21 18:29:03,667:INFO:Total runtime is 0.19896512826283771 minutes -2022-06-21 18:29:03,667:INFO:Total runtime is 0.19896512826283771 minutes -2022-06-21 18:29:03,668:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:03,668:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:03,670:INFO:Initializing create_model() -2022-06-21 18:29:03,670:INFO:Initializing create_model() -2022-06-21 18:29:03,671:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:03,671:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:03,671:INFO:Checking exceptions -2022-06-21 18:29:03,671:INFO:Checking exceptions -2022-06-21 18:29:03,674:INFO:Importing libraries -2022-06-21 18:29:03,674:INFO:Importing libraries -2022-06-21 18:29:03,674:INFO:Copying training dataset -2022-06-21 18:29:03,674:INFO:Copying training dataset -2022-06-21 18:29:03,679:INFO:Defining folds -2022-06-21 18:29:03,679:INFO:Defining folds -2022-06-21 18:29:03,680:INFO:Declaring metric variables -2022-06-21 18:29:03,680:INFO:Declaring metric variables -2022-06-21 18:29:03,682:INFO:Importing untrained model -2022-06-21 18:29:03,682:INFO:Importing untrained model -2022-06-21 18:29:03,685:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:29:03,685:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:29:03,687:INFO:Starting cross validation -2022-06-21 18:29:03,687:INFO:Starting cross validation -2022-06-21 18:29:03,688:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:03,688:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:03,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,964:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:03,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,003:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,324:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,553:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,553:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:04,613:INFO:Calculating mean and std -2022-06-21 18:29:04,613:INFO:Calculating mean and std -2022-06-21 18:29:04,614:INFO:Creating metrics dataframe -2022-06-21 18:29:04,614:INFO:Creating metrics dataframe -2022-06-21 18:29:04,619:INFO:Uploading results into container -2022-06-21 18:29:04,619:INFO:Uploading results into container -2022-06-21 18:29:04,620:INFO:Uploading model into container now -2022-06-21 18:29:04,620:INFO:Uploading model into container now -2022-06-21 18:29:04,621:INFO:master_model_container: 12 -2022-06-21 18:29:04,621:INFO:master_model_container: 12 -2022-06-21 18:29:04,621:INFO:display_container: 2 -2022-06-21 18:29:04,621:INFO:display_container: 2 -2022-06-21 18:29:04,622:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=785, verbose=0, warm_start=False) -2022-06-21 18:29:04,622:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=785, verbose=0, warm_start=False) -2022-06-21 18:29:04,622:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:04,622:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:04,835:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:04,835:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:04,835:INFO:Creating metrics dataframe -2022-06-21 18:29:04,835:INFO:Creating metrics dataframe -2022-06-21 18:29:04,852:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:29:04,852:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:29:04,853:INFO:Total runtime is 0.21872102816899616 minutes -2022-06-21 18:29:04,853:INFO:Total runtime is 0.21872102816899616 minutes -2022-06-21 18:29:04,855:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:04,855:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:04,857:INFO:Initializing create_model() -2022-06-21 18:29:04,857:INFO:Initializing create_model() -2022-06-21 18:29:04,857:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:04,857:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:04,858:INFO:Checking exceptions -2022-06-21 18:29:04,858:INFO:Checking exceptions -2022-06-21 18:29:04,861:INFO:Importing libraries -2022-06-21 18:29:04,861:INFO:Importing libraries -2022-06-21 18:29:04,862:INFO:Copying training dataset -2022-06-21 18:29:04,862:INFO:Copying training dataset -2022-06-21 18:29:04,866:INFO:Defining folds -2022-06-21 18:29:04,866:INFO:Defining folds -2022-06-21 18:29:04,866:INFO:Declaring metric variables -2022-06-21 18:29:04,866:INFO:Declaring metric variables -2022-06-21 18:29:04,869:INFO:Importing untrained model -2022-06-21 18:29:04,869:INFO:Importing untrained model -2022-06-21 18:29:04,872:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:29:04,872:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:29:04,875:INFO:Starting cross validation -2022-06-21 18:29:04,875:INFO:Starting cross validation -2022-06-21 18:29:04,876:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:04,876:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:05,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:05,573:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:05,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:05,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:06,698:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:06,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:06,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:06,730:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:06,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:06,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:06,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:06,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:06,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:06,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:06,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:06,887:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:06,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:06,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:06,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:07,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:07,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:07,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:07,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:07,156:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:07,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,012:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:08,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,305:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,331:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:29:08,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,816:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,964:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,971:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:08,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:29:08,984:INFO:Calculating mean and std -2022-06-21 18:29:08,984:INFO:Calculating mean and std -2022-06-21 18:29:08,985:INFO:Creating metrics dataframe -2022-06-21 18:29:08,985:INFO:Creating metrics dataframe -2022-06-21 18:29:08,990:INFO:Uploading results into container -2022-06-21 18:29:08,990:INFO:Uploading results into container -2022-06-21 18:29:08,990:INFO:Uploading model into container now -2022-06-21 18:29:08,990:INFO:Uploading model into container now -2022-06-21 18:29:08,991:INFO:master_model_container: 13 -2022-06-21 18:29:08,991:INFO:master_model_container: 13 -2022-06-21 18:29:08,991:INFO:display_container: 2 -2022-06-21 18:29:08,991:INFO:display_container: 2 -2022-06-21 18:29:08,992:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=785, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:29:08,992:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=785, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:29:08,992:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:08,992:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:09,224:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:09,224:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:09,225:INFO:Creating metrics dataframe -2022-06-21 18:29:09,225:INFO:Creating metrics dataframe -2022-06-21 18:29:09,235:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:29:09,235:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:29:09,236:INFO:Total runtime is 0.29177884658177694 minutes -2022-06-21 18:29:09,236:INFO:Total runtime is 0.29177884658177694 minutes -2022-06-21 18:29:09,237:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:09,237:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:09,238:INFO:Initializing create_model() -2022-06-21 18:29:09,238:INFO:Initializing create_model() -2022-06-21 18:29:09,238:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:09,238:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:09,238:INFO:Checking exceptions -2022-06-21 18:29:09,238:INFO:Checking exceptions -2022-06-21 18:29:09,240:INFO:Importing libraries -2022-06-21 18:29:09,240:INFO:Importing libraries -2022-06-21 18:29:09,241:INFO:Copying training dataset -2022-06-21 18:29:09,241:INFO:Copying training dataset -2022-06-21 18:29:09,245:INFO:Defining folds -2022-06-21 18:29:09,245:INFO:Defining folds -2022-06-21 18:29:09,246:INFO:Declaring metric variables -2022-06-21 18:29:09,246:INFO:Declaring metric variables -2022-06-21 18:29:09,247:INFO:Importing untrained model -2022-06-21 18:29:09,247:INFO:Importing untrained model -2022-06-21 18:29:09,249:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:29:09,249:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:29:09,251:INFO:Starting cross validation -2022-06-21 18:29:09,251:INFO:Starting cross validation -2022-06-21 18:29:09,253:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:09,253:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:11,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:11,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,843:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:12,879:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:13,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:13,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:14,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:14,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:14,124:INFO:Calculating mean and std -2022-06-21 18:29:14,124:INFO:Calculating mean and std -2022-06-21 18:29:14,131:INFO:Creating metrics dataframe -2022-06-21 18:29:14,131:INFO:Creating metrics dataframe -2022-06-21 18:29:14,141:INFO:Uploading results into container -2022-06-21 18:29:14,141:INFO:Uploading results into container -2022-06-21 18:29:14,148:INFO:Uploading model into container now -2022-06-21 18:29:14,148:INFO:Uploading model into container now -2022-06-21 18:29:14,150:INFO:master_model_container: 14 -2022-06-21 18:29:14,150:INFO:master_model_container: 14 -2022-06-21 18:29:14,150:INFO:display_container: 2 -2022-06-21 18:29:14,150:INFO:display_container: 2 -2022-06-21 18:29:14,151:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=785, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:29:14,151:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=785, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:29:14,151:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:14,151:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:14,380:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:14,380:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:14,381:INFO:Creating metrics dataframe -2022-06-21 18:29:14,381:INFO:Creating metrics dataframe -2022-06-21 18:29:14,388:INFO:Initializing CatBoost Classifier -2022-06-21 18:29:14,388:INFO:Initializing CatBoost Classifier -2022-06-21 18:29:14,390:INFO:Total runtime is 0.3776687900225322 minutes -2022-06-21 18:29:14,390:INFO:Total runtime is 0.3776687900225322 minutes -2022-06-21 18:29:14,391:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:14,391:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:14,392:INFO:Initializing create_model() -2022-06-21 18:29:14,392:INFO:Initializing create_model() -2022-06-21 18:29:14,392:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:14,392:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:14,393:INFO:Checking exceptions -2022-06-21 18:29:14,393:INFO:Checking exceptions -2022-06-21 18:29:14,395:INFO:Importing libraries -2022-06-21 18:29:14,395:INFO:Importing libraries -2022-06-21 18:29:14,395:INFO:Copying training dataset -2022-06-21 18:29:14,395:INFO:Copying training dataset -2022-06-21 18:29:14,399:INFO:Defining folds -2022-06-21 18:29:14,399:INFO:Defining folds -2022-06-21 18:29:14,400:INFO:Declaring metric variables -2022-06-21 18:29:14,400:INFO:Declaring metric variables -2022-06-21 18:29:14,401:INFO:Importing untrained model -2022-06-21 18:29:14,401:INFO:Importing untrained model -2022-06-21 18:29:14,403:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:29:14,403:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:29:14,407:INFO:Starting cross validation -2022-06-21 18:29:14,407:INFO:Starting cross validation -2022-06-21 18:29:14,408:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:14,408:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:19,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:19,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:20,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:20,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:20,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:20,899:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:21,281:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:21,290:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:23,172:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:23,195:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:24,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:24,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:25,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:25,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:25,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:25,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:26,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:26,807:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:26,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:26,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:26,987:INFO:Calculating mean and std -2022-06-21 18:29:26,987:INFO:Calculating mean and std -2022-06-21 18:29:26,988:INFO:Creating metrics dataframe -2022-06-21 18:29:26,988:INFO:Creating metrics dataframe -2022-06-21 18:29:26,993:INFO:Uploading results into container -2022-06-21 18:29:26,993:INFO:Uploading results into container -2022-06-21 18:29:26,994:INFO:Uploading model into container now -2022-06-21 18:29:26,994:INFO:Uploading model into container now -2022-06-21 18:29:26,995:INFO:master_model_container: 15 -2022-06-21 18:29:26,995:INFO:master_model_container: 15 -2022-06-21 18:29:26,995:INFO:display_container: 2 -2022-06-21 18:29:26,995:INFO:display_container: 2 -2022-06-21 18:29:26,996:INFO: -2022-06-21 18:29:26,996:INFO: -2022-06-21 18:29:26,996:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:26,996:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:27,213:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:27,213:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:27,214:INFO:Creating metrics dataframe -2022-06-21 18:29:27,214:INFO:Creating metrics dataframe -2022-06-21 18:29:27,223:INFO:Initializing Dummy Classifier -2022-06-21 18:29:27,223:INFO:Initializing Dummy Classifier -2022-06-21 18:29:27,224:INFO:Total runtime is 0.5915713747342428 minutes -2022-06-21 18:29:27,224:INFO:Total runtime is 0.5915713747342428 minutes -2022-06-21 18:29:27,225:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:27,225:INFO:SubProcess create_model() called ================================== -2022-06-21 18:29:27,225:INFO:Initializing create_model() -2022-06-21 18:29:27,225:INFO:Initializing create_model() -2022-06-21 18:29:27,226:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:27,226:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:29:27,227:INFO:Checking exceptions -2022-06-21 18:29:27,227:INFO:Checking exceptions -2022-06-21 18:29:27,229:INFO:Importing libraries -2022-06-21 18:29:27,229:INFO:Importing libraries -2022-06-21 18:29:27,230:INFO:Copying training dataset -2022-06-21 18:29:27,230:INFO:Copying training dataset -2022-06-21 18:29:27,233:INFO:Defining folds -2022-06-21 18:29:27,233:INFO:Defining folds -2022-06-21 18:29:27,234:INFO:Declaring metric variables -2022-06-21 18:29:27,234:INFO:Declaring metric variables -2022-06-21 18:29:27,234:INFO:Importing untrained model -2022-06-21 18:29:27,234:INFO:Importing untrained model -2022-06-21 18:29:27,236:INFO:Dummy Classifier Imported successfully -2022-06-21 18:29:27,236:INFO:Dummy Classifier Imported successfully -2022-06-21 18:29:27,238:INFO:Starting cross validation -2022-06-21 18:29:27,238:INFO:Starting cross validation -2022-06-21 18:29:27,239:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:27,239:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:29:27,275:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,290:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,298:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,304:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,327:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,329:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,334:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,345:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,361:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:29:27,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:29:27,374:INFO:Calculating mean and std -2022-06-21 18:29:27,374:INFO:Calculating mean and std -2022-06-21 18:29:27,375:INFO:Creating metrics dataframe -2022-06-21 18:29:27,375:INFO:Creating metrics dataframe -2022-06-21 18:29:27,381:INFO:Uploading results into container -2022-06-21 18:29:27,381:INFO:Uploading results into container -2022-06-21 18:29:27,382:INFO:Uploading model into container now -2022-06-21 18:29:27,382:INFO:Uploading model into container now -2022-06-21 18:29:27,383:INFO:master_model_container: 16 -2022-06-21 18:29:27,383:INFO:master_model_container: 16 -2022-06-21 18:29:27,383:INFO:display_container: 2 -2022-06-21 18:29:27,383:INFO:display_container: 2 -2022-06-21 18:29:27,384:INFO:DummyClassifier(constant=None, random_state=785, strategy='prior') -2022-06-21 18:29:27,384:INFO:DummyClassifier(constant=None, random_state=785, strategy='prior') -2022-06-21 18:29:27,384:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:27,384:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:27,626:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:27,626:INFO:SubProcess create_model() end ================================== -2022-06-21 18:29:27,626:INFO:Creating metrics dataframe -2022-06-21 18:29:27,626:INFO:Creating metrics dataframe -2022-06-21 18:29:27,641:INFO:Initializing create_model() -2022-06-21 18:29:27,641:INFO:Initializing create_model() -2022-06-21 18:29:27,641:INFO:create_model(self=, estimator=LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:29:27,641:INFO:create_model(self=, estimator=LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:29:27,641:INFO:Checking exceptions -2022-06-21 18:29:27,641:INFO:Checking exceptions -2022-06-21 18:29:27,644:INFO:Importing libraries -2022-06-21 18:29:27,644:INFO:Importing libraries -2022-06-21 18:29:27,645:INFO:Copying training dataset -2022-06-21 18:29:27,645:INFO:Copying training dataset -2022-06-21 18:29:27,650:INFO:Defining folds -2022-06-21 18:29:27,650:INFO:Defining folds -2022-06-21 18:29:27,650:INFO:Declaring metric variables -2022-06-21 18:29:27,650:INFO:Declaring metric variables -2022-06-21 18:29:27,652:INFO:Importing untrained model -2022-06-21 18:29:27,652:INFO:Importing untrained model -2022-06-21 18:29:27,653:INFO:Declaring custom model -2022-06-21 18:29:27,653:INFO:Declaring custom model -2022-06-21 18:29:27,655:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:29:27,655:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:29:27,656:INFO:Cross validation set to False -2022-06-21 18:29:27,656:INFO:Cross validation set to False -2022-06-21 18:29:27,657:INFO:Fitting Model -2022-06-21 18:29:27,657:INFO:Fitting Model -2022-06-21 18:29:27,711:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:29:27,711:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:29:27,712:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:27,712:INFO:create_model() successfully completed...................................... -2022-06-21 18:29:27,952:INFO: Model Accuracy AUC Recall Prec. \ -lda Linear Discriminant Analysis 0.7800 0.8309 0.5760 0.7332 -ridge Ridge Classifier 0.7763 0.0000 0.5649 0.7282 -catboost CatBoost Classifier 0.7745 0.8537 0.6237 0.6956 -lr Logistic Regression 0.7726 0.8312 0.5599 0.7224 -gbc Gradient Boosting Classifier 0.7726 0.8442 0.6082 0.7013 -et Extra Trees Classifier 0.7707 0.8436 0.5751 0.7084 -rf Random Forest Classifier 0.7706 0.8408 0.5746 0.7098 -nb Naive Bayes 0.7705 0.8195 0.6123 0.6907 -ada Ada Boost Classifier 0.7615 0.8232 0.6137 0.6691 -lightgbm Light Gradient Boosting Machine 0.7577 0.8259 0.6193 0.6676 -xgboost Extreme Gradient Boosting 0.7540 0.8260 0.6140 0.6614 -qda Quadratic Discriminant Analysis 0.7522 0.8241 0.5763 0.6629 -dt Decision Tree Classifier 0.7187 0.6879 0.5871 0.5956 -knn K Neighbors Classifier 0.7038 0.7495 0.5500 0.5789 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.6164 0.0000 0.3205 0.3745 - - F1 Kappa MCC TT (Sec) -lda 0.6387 0.4862 0.4970 0.018 -ridge 0.6297 0.4755 0.4868 0.016 -catboost 0.6518 0.4873 0.4927 1.258 -lr 0.6237 0.4673 0.4788 0.423 -gbc 0.6472 0.4815 0.4873 0.066 -et 0.6280 0.4670 0.4762 0.092 -rf 0.6265 0.4659 0.4767 0.125 -nb 0.6455 0.4775 0.4821 0.032 -ada 0.6345 0.4598 0.4644 0.059 -lightgbm 0.6371 0.4569 0.4618 0.487 -xgboost 0.6292 0.4472 0.4535 0.411 -qda 0.6139 0.4338 0.4374 0.018 -dt 0.5896 0.3760 0.3772 0.021 -knn 0.5596 0.3381 0.3412 0.036 -dummy 0.0000 0.0000 0.0000 0.013 -svm 0.3169 0.0955 0.0897 0.021 -2022-06-21 18:29:27,952:INFO: Model Accuracy AUC Recall Prec. \ -lda Linear Discriminant Analysis 0.7800 0.8309 0.5760 0.7332 -ridge Ridge Classifier 0.7763 0.0000 0.5649 0.7282 -catboost CatBoost Classifier 0.7745 0.8537 0.6237 0.6956 -lr Logistic Regression 0.7726 0.8312 0.5599 0.7224 -gbc Gradient Boosting Classifier 0.7726 0.8442 0.6082 0.7013 -et Extra Trees Classifier 0.7707 0.8436 0.5751 0.7084 -rf Random Forest Classifier 0.7706 0.8408 0.5746 0.7098 -nb Naive Bayes 0.7705 0.8195 0.6123 0.6907 -ada Ada Boost Classifier 0.7615 0.8232 0.6137 0.6691 -lightgbm Light Gradient Boosting Machine 0.7577 0.8259 0.6193 0.6676 -xgboost Extreme Gradient Boosting 0.7540 0.8260 0.6140 0.6614 -qda Quadratic Discriminant Analysis 0.7522 0.8241 0.5763 0.6629 -dt Decision Tree Classifier 0.7187 0.6879 0.5871 0.5956 -knn K Neighbors Classifier 0.7038 0.7495 0.5500 0.5789 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.6164 0.0000 0.3205 0.3745 - - F1 Kappa MCC TT (Sec) -lda 0.6387 0.4862 0.4970 0.018 -ridge 0.6297 0.4755 0.4868 0.016 -catboost 0.6518 0.4873 0.4927 1.258 -lr 0.6237 0.4673 0.4788 0.423 -gbc 0.6472 0.4815 0.4873 0.066 -et 0.6280 0.4670 0.4762 0.092 -rf 0.6265 0.4659 0.4767 0.125 -nb 0.6455 0.4775 0.4821 0.032 -ada 0.6345 0.4598 0.4644 0.059 -lightgbm 0.6371 0.4569 0.4618 0.487 -xgboost 0.6292 0.4472 0.4535 0.411 -qda 0.6139 0.4338 0.4374 0.018 -dt 0.5896 0.3760 0.3772 0.021 -knn 0.5596 0.3381 0.3412 0.036 -dummy 0.0000 0.0000 0.0000 0.013 -svm 0.3169 0.0955 0.0897 0.021 -2022-06-21 18:29:27,953:INFO:master_model_container: 16 -2022-06-21 18:29:27,953:INFO:master_model_container: 16 -2022-06-21 18:29:27,953:INFO:display_container: 2 -2022-06-21 18:29:27,953:INFO:display_container: 2 -2022-06-21 18:29:27,953:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:29:27,953:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:29:27,954:INFO:compare_models() successfully completed...................................... -2022-06-21 18:29:27,954:INFO:compare_models() successfully completed...................................... -2022-06-21 18:29:46,881:INFO: Number of times pregnant Plasma glucose concentration a 2 hours in an oral glucose tolerance test ... Age (years) Class variable -0 6 148 ... 50 1 -1 1 85 ... 31 0 -2 8 183 ... 32 1 -3 1 89 ... 21 0 -4 0 137 ... 33 1 - -[5 rows x 9 columns] -2022-06-21 18:29:46,881:INFO: Number of times pregnant Plasma glucose concentration a 2 hours in an oral glucose tolerance test ... Age (years) Class variable -0 6 148 ... 50 1 -1 1 85 ... 31 0 -2 8 183 ... 32 1 -3 1 89 ... 21 0 -4 0 137 ... 33 1 - -[5 rows x 9 columns] -2022-06-21 18:29:46,884:INFO:PyCaret ClassificationExperiment -2022-06-21 18:29:46,884:INFO:Logging name: clf-default-name -2022-06-21 18:29:46,885:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:29:46,885:INFO:version 3.0.0.rc1 -2022-06-21 18:29:46,886:INFO:Initializing setup() -2022-06-21 18:29:46,886:INFO:self.USI: d666 -2022-06-21 18:29:46,886:INFO:self.variable_keys: {'display_container', 'memory', 'fold_generator', '_all_models_internal', 'log_plots_param', 'idx', 'exp_name_log', '_available_plots', '_ml_usecase', 'seed', '_gpu_n_jobs_param', 'gpu_param', '_all_models', 'master_model_container', 'logging_param', 'fix_imbalance', 'fold_groups_param', 'n_jobs_param', 'fold_shuffle_param', 'y_train', '_all_metrics', '_is_multiclass', 'exp_id', 'pipeline', 'target_param', 'X_train', 'html_param', 'X', 'y_test', 'X_test', 'y', 'variable_keys', 'data', 'USI'} -2022-06-21 18:29:46,886:INFO:Checking environment -2022-06-21 18:29:46,887:INFO:python_version: 3.9.7 -2022-06-21 18:29:46,887:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:29:46,887:INFO:machine: x86_64 -2022-06-21 18:29:46,887:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:29:46,887:INFO:Memory: svmem(total=8230690816, available=1263013888, percent=84.7, used=5843210240, free=272224256, active=3024465920, inactive=4112818176, buffers=66531328, cached=2048724992, shared=831324160, slab=365649920) -2022-06-21 18:29:46,888:INFO:Physical Core: 2 -2022-06-21 18:29:46,889:INFO:Logical Core: 4 -2022-06-21 18:29:46,889:INFO:Checking libraries -2022-06-21 18:29:46,889:INFO: -System: -2022-06-21 18:29:46,889:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:29:46,889:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:29:46,890:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:29:46,890:INFO: -PyCaret required dependencies: -2022-06-21 18:29:46,891:INFO: pip: 22.1.2 -2022-06-21 18:29:46,892:INFO: setuptools: 58.0.4 -2022-06-21 18:29:46,892:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:29:46,892:INFO: ipython: Not installed -2022-06-21 18:29:46,892:INFO: ipywidgets: 7.6.5 -2022-06-21 18:29:46,892:INFO: tqdm: 4.62.3 -2022-06-21 18:29:46,892:INFO: numpy: 1.21.5 -2022-06-21 18:29:46,892:INFO: pandas: 1.3.5 -2022-06-21 18:29:46,892:INFO: jinja2: 3.0.3 -2022-06-21 18:29:46,892:INFO: scipy: 1.7.1 -2022-06-21 18:29:46,892:INFO: joblib: 1.1.0 -2022-06-21 18:29:46,892:INFO: sklearn: 1.1.1 -2022-06-21 18:29:46,892:INFO: pyod: Installed but version unavailable -2022-06-21 18:29:46,892:INFO: imblearn: 0.9.1 -2022-06-21 18:29:46,892:INFO: category_encoders: 2.5.0 -2022-06-21 18:29:46,893:INFO: lightgbm: 3.2.1 -2022-06-21 18:29:46,893:INFO: numba: 0.55.2 -2022-06-21 18:29:46,893:INFO: requests: 2.27.1 -2022-06-21 18:29:46,893:INFO: matplotlib: 3.4.3 -2022-06-21 18:29:46,893:INFO: scikitplot: 0.3.7 -2022-06-21 18:29:46,893:INFO: yellowbrick: 1.4 -2022-06-21 18:29:46,894:INFO: plotly: 5.5.0 -2022-06-21 18:29:46,895:INFO: kaleido: 0.2.1 -2022-06-21 18:29:46,895:INFO: statsmodels: 0.12.2 -2022-06-21 18:29:46,896:INFO: sktime: 0.11.4 -2022-06-21 18:29:46,896:INFO: tbats: Installed but version unavailable -2022-06-21 18:29:46,897:INFO: pmdarima: 1.8.5 -2022-06-21 18:29:46,898:INFO: psutil: 5.9.0 -2022-06-21 18:29:46,900:INFO: -PyCaret optional dependencies: -2022-06-21 18:29:46,903:INFO: shap: 0.39.0 -2022-06-21 18:29:46,903:INFO: interpret: 0.2.7 -2022-06-21 18:29:46,904:INFO: umap: 0.5.3 -2022-06-21 18:29:46,904:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:29:46,904:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:29:46,905:INFO: autoviz: 0.1.39 -2022-06-21 18:29:46,906:INFO: fairlearn: 0.7.0 -2022-06-21 18:29:46,906:INFO: xgboost: 1.4.0 -2022-06-21 18:29:46,906:INFO: catboost: 1.0.6 -2022-06-21 18:29:46,907:INFO: kmodes: 0.12.1 -2022-06-21 18:29:46,907:INFO: mlxtend: 0.20.0 -2022-06-21 18:29:46,908:INFO: statsforecast: 0.5.5 -2022-06-21 18:29:46,908:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:29:46,909:INFO: ray: 1.12.1 -2022-06-21 18:29:46,910:INFO: hyperopt: 0.2.7 -2022-06-21 18:29:46,912:INFO: optuna: 2.10.0 -2022-06-21 18:29:46,914:INFO: skopt: 0.9.0 -2022-06-21 18:29:46,915:INFO: mlflow: 1.26.1 -2022-06-21 18:29:46,916:INFO: gradio: 3.0.11 -2022-06-21 18:29:46,921:INFO: fastapi: 0.75.2 -2022-06-21 18:29:46,923:INFO: uvicorn: 0.17.6 -2022-06-21 18:29:46,924:INFO: m2cgen: 0.10.0 -2022-06-21 18:29:46,925:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:29:46,926:INFO: nltk: 3.6.5 -2022-06-21 18:29:46,926:INFO: pyLDAvis: Not installed -2022-06-21 18:29:46,932:INFO: gensim: Not installed -2022-06-21 18:29:46,936:INFO: spacy: Not installed -2022-06-21 18:29:46,937:INFO: wordcloud: 1.8.1 -2022-06-21 18:29:46,938:INFO: textblob: 0.17.1 -2022-06-21 18:29:46,938:INFO: fugue: 0.6.6 -2022-06-21 18:29:46,940:INFO: streamlit: 1.10.0 -2022-06-21 18:29:46,940:INFO: prophet: Not installed -2022-06-21 18:29:46,941:INFO:None -2022-06-21 18:29:46,941:INFO:Set up data. -2022-06-21 18:29:46,956:INFO:Set up train/test split. -2022-06-21 18:29:46,982:INFO:Assigning column types. -2022-06-21 18:29:47,000:INFO:Set up folding strategy. -2022-06-21 18:29:47,000:INFO:Preparing preprocessing pipeline... -2022-06-21 18:29:47,004:INFO:Set up simple imputation. -2022-06-21 18:29:47,076:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:29:47,080:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:29:47,081:INFO:Creating final display dataframe. -2022-06-21 18:29:47,235:INFO:Setup display_container: Description Value -0 Session id 1808 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI d666 -2022-06-21 18:29:47,249:INFO: Description Value -0 Session id 1808 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI d666 -2022-06-21 18:29:47,504:INFO:setup() successfully completed in 0.62s............... -2022-06-21 18:31:30,171:INFO: Stopping... -2022-06-21 18:31:30,396:INFO: Stopping... -2022-06-21 18:31:33,912:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:31:33,913:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:31:33,913:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:31:33,913:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:31:48,618:INFO:PyCaret ClassificationExperiment -2022-06-21 18:31:48,620:INFO:Logging name: clf-default-name -2022-06-21 18:31:48,621:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:31:48,621:INFO:version 3.0.0.rc1 -2022-06-21 18:31:48,621:INFO:Initializing setup() -2022-06-21 18:31:48,621:INFO:self.USI: a8a2 -2022-06-21 18:31:48,621:INFO:self.variable_keys: {'X_test', 'logging_param', 'y_test', 'fold_shuffle_param', 'variable_keys', 'data', 'pipeline', 'X_train', 'idx', 'n_jobs_param', 'exp_id', 'master_model_container', '_all_models_internal', 'log_plots_param', 'display_container', '_available_plots', 'fix_imbalance', 'y_train', 'seed', 'html_param', 'gpu_param', '_all_metrics', 'fold_generator', '_gpu_n_jobs_param', 'target_param', 'X', 'USI', '_ml_usecase', 'y', 'fold_groups_param', 'memory', 'exp_name_log', '_is_multiclass', '_all_models'} -2022-06-21 18:31:48,621:INFO:Checking environment -2022-06-21 18:31:48,621:INFO:python_version: 3.9.7 -2022-06-21 18:31:48,623:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:31:48,623:INFO:machine: x86_64 -2022-06-21 18:31:48,686:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:31:48,687:INFO:Memory: svmem(total=8230690816, available=2237665280, percent=72.8, used=4872851456, free=1261035520, active=3167170560, inactive=3005747200, buffers=65474560, cached=2031329280, shared=805146624, slab=366501888) -2022-06-21 18:31:48,689:INFO:Physical Core: 2 -2022-06-21 18:31:48,691:INFO:Logical Core: 4 -2022-06-21 18:31:48,692:INFO:Checking libraries -2022-06-21 18:31:48,692:INFO: -System: -2022-06-21 18:31:48,694:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:31:48,695:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:31:48,695:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:31:48,696:INFO: -PyCaret required dependencies: -2022-06-21 18:31:49,396:INFO: pip: 22.1.2 -2022-06-21 18:31:49,396:INFO: setuptools: 58.0.4 -2022-06-21 18:31:49,397:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:31:49,397:INFO: ipython: Not installed -2022-06-21 18:31:49,397:INFO: ipywidgets: 7.6.5 -2022-06-21 18:31:49,398:INFO: tqdm: 4.62.3 -2022-06-21 18:31:49,398:INFO: numpy: 1.21.5 -2022-06-21 18:31:49,398:INFO: pandas: 1.3.5 -2022-06-21 18:31:49,398:INFO: jinja2: 3.0.3 -2022-06-21 18:31:49,398:INFO: scipy: 1.7.1 -2022-06-21 18:31:49,399:INFO: joblib: 1.1.0 -2022-06-21 18:31:49,399:INFO: sklearn: 1.1.1 -2022-06-21 18:31:49,399:INFO: pyod: Installed but version unavailable -2022-06-21 18:31:49,399:INFO: imblearn: 0.9.1 -2022-06-21 18:31:49,400:INFO: category_encoders: 2.5.0 -2022-06-21 18:31:49,400:INFO: lightgbm: 3.2.1 -2022-06-21 18:31:49,400:INFO: numba: 0.55.2 -2022-06-21 18:31:49,401:INFO: requests: 2.27.1 -2022-06-21 18:31:49,401:INFO: matplotlib: 3.4.3 -2022-06-21 18:31:49,402:INFO: scikitplot: 0.3.7 -2022-06-21 18:31:49,402:INFO: yellowbrick: 1.4 -2022-06-21 18:31:49,403:INFO: plotly: 5.5.0 -2022-06-21 18:31:49,403:INFO: kaleido: 0.2.1 -2022-06-21 18:31:49,403:INFO: statsmodels: 0.12.2 -2022-06-21 18:31:49,404:INFO: sktime: 0.11.4 -2022-06-21 18:31:49,404:INFO: tbats: Installed but version unavailable -2022-06-21 18:31:49,404:INFO: pmdarima: 1.8.5 -2022-06-21 18:31:49,404:INFO: psutil: 5.9.0 -2022-06-21 18:31:49,404:INFO: -PyCaret optional dependencies: -2022-06-21 18:31:54,679:WARNING: -The dash_html_components package is deprecated. Please replace -`import dash_html_components as html` with `from dash import html` - -2022-06-21 18:31:54,681:WARNING: -The dash_core_components package is deprecated. Please replace -`import dash_core_components as dcc` with `from dash import dcc` - -2022-06-21 18:31:55,032:INFO:Alert! from version 0.1.39, fter importing, you must do '%matplotlib inline' to display charts in Jupyter Notebooks. - AV = AutoViz_Class() - dfte = AV.AutoViz(filename, sep=',', depVar='', dfte=None, header=0, verbose=0, lowess=False, - chart_format='svg',max_rows_analyzed=150000,max_cols_analyzed=30, save_plot_dir=None) -2022-06-21 18:31:55,033:INFO:Note: verbose=0 or 1 generates charts and displays them in your local Jupyter notebook. -2022-06-21 18:31:55,033:INFO: verbose=2 does not display plots but saves them in AutoViz_Plots folder in local machine. -2022-06-21 18:31:55,034:INFO:Updated: chart_format='bokeh' generates and displays charts in your local Jupyter notebook. -2022-06-21 18:31:55,035:INFO: chart_format='server' generates and displays charts in the browser - one tab for each chart. -2022-06-21 18:31:55,036:INFO: chart_format='html' silently saves charts HTML format - they are also interactive! -2022-06-21 18:31:57,771:INFO: shap: 0.39.0 -2022-06-21 18:31:57,772:INFO: interpret: 0.2.7 -2022-06-21 18:31:57,772:INFO: umap: 0.5.3 -2022-06-21 18:31:57,772:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:31:57,773:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:31:57,773:INFO: autoviz: 0.1.39 -2022-06-21 18:31:57,773:INFO: fairlearn: 0.7.0 -2022-06-21 18:31:57,773:INFO: xgboost: 1.4.0 -2022-06-21 18:31:57,774:INFO: catboost: 1.0.6 -2022-06-21 18:31:57,774:INFO: kmodes: 0.12.1 -2022-06-21 18:31:57,774:INFO: mlxtend: 0.20.0 -2022-06-21 18:31:57,774:INFO: statsforecast: 0.5.5 -2022-06-21 18:31:57,774:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:31:57,775:INFO: ray: 1.12.1 -2022-06-21 18:31:57,775:INFO: hyperopt: 0.2.7 -2022-06-21 18:31:57,775:INFO: optuna: 2.10.0 -2022-06-21 18:31:57,775:INFO: skopt: 0.9.0 -2022-06-21 18:31:57,776:INFO: mlflow: 1.26.1 -2022-06-21 18:31:57,776:INFO: gradio: 3.0.11 -2022-06-21 18:31:57,776:INFO: fastapi: 0.75.2 -2022-06-21 18:31:57,776:INFO: uvicorn: 0.17.6 -2022-06-21 18:31:57,776:INFO: m2cgen: 0.10.0 -2022-06-21 18:31:57,776:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:31:57,777:INFO: nltk: 3.6.5 -2022-06-21 18:31:57,777:INFO: pyLDAvis: Not installed -2022-06-21 18:31:57,777:INFO: gensim: Not installed -2022-06-21 18:31:57,777:INFO: spacy: Not installed -2022-06-21 18:31:57,777:INFO: wordcloud: 1.8.1 -2022-06-21 18:31:57,778:INFO: textblob: 0.17.1 -2022-06-21 18:31:57,778:INFO: fugue: 0.6.6 -2022-06-21 18:31:57,778:INFO: streamlit: 1.10.0 -2022-06-21 18:31:57,778:INFO: prophet: Not installed -2022-06-21 18:31:57,778:INFO:None -2022-06-21 18:31:57,779:INFO:Set up data. -2022-06-21 18:31:57,789:INFO:Set up train/test split. -2022-06-21 18:31:57,797:INFO:Assigning column types. -2022-06-21 18:31:57,808:INFO:Set up folding strategy. -2022-06-21 18:31:57,808:INFO:Preparing preprocessing pipeline... -2022-06-21 18:31:57,810:INFO:Set up simple imputation. -2022-06-21 18:31:57,864:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:31:57,868:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:31:57,869:INFO:Creating final display dataframe. -2022-06-21 18:31:57,940:INFO:Setup display_container: Description Value -0 Session id 1339 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI a8a2 -2022-06-21 18:31:58,114:INFO:setup() successfully completed in 9.5s............... -2022-06-21 18:31:58,114:INFO:Initializing compare_models() -2022-06-21 18:31:58,114:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:31:58,114:INFO:Checking exceptions -2022-06-21 18:31:58,118:INFO:Preparing display monitor -2022-06-21 18:31:58,124:INFO:Initializing Logistic Regression -2022-06-21 18:31:58,125:INFO:Total runtime is 5.4478645324707035e-06 minutes -2022-06-21 18:31:58,126:INFO:SubProcess create_model() called ================================== -2022-06-21 18:31:58,126:INFO:Initializing create_model() -2022-06-21 18:31:58,127:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:31:58,127:INFO:Checking exceptions -2022-06-21 18:31:58,132:INFO:Importing libraries -2022-06-21 18:31:58,133:INFO:Copying training dataset -2022-06-21 18:31:58,139:INFO:Defining folds -2022-06-21 18:31:58,140:INFO:Declaring metric variables -2022-06-21 18:31:58,141:INFO:Importing untrained model -2022-06-21 18:31:58,142:INFO:Logistic Regression Imported successfully -2022-06-21 18:31:58,143:INFO:Starting cross validation -2022-06-21 18:31:58,144:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:00,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,988:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:00,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,111:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,164:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,171:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,202:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,211:INFO:Calculating mean and std -2022-06-21 18:32:01,214:INFO:Creating metrics dataframe -2022-06-21 18:32:01,222:INFO:Uploading results into container -2022-06-21 18:32:01,223:INFO:Uploading model into container now -2022-06-21 18:32:01,224:INFO:master_model_container: 1 -2022-06-21 18:32:01,225:INFO:display_container: 2 -2022-06-21 18:32:01,227:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=1339, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:32:01,227:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:01,467:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:01,468:INFO:Creating metrics dataframe -2022-06-21 18:32:01,475:INFO:Initializing K Neighbors Classifier -2022-06-21 18:32:01,476:INFO:Total runtime is 0.055858902136484784 minutes -2022-06-21 18:32:01,478:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:01,479:INFO:Initializing create_model() -2022-06-21 18:32:01,480:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:01,480:INFO:Checking exceptions -2022-06-21 18:32:01,483:INFO:Importing libraries -2022-06-21 18:32:01,483:INFO:Copying training dataset -2022-06-21 18:32:01,488:INFO:Defining folds -2022-06-21 18:32:01,489:INFO:Declaring metric variables -2022-06-21 18:32:01,490:INFO:Importing untrained model -2022-06-21 18:32:01,491:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:32:01,495:INFO:Starting cross validation -2022-06-21 18:32:01,498:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:01,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,536:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,584:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,655:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,667:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,672:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,694:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,713:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,749:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,776:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:01,797:INFO:Calculating mean and std -2022-06-21 18:32:01,799:INFO:Creating metrics dataframe -2022-06-21 18:32:01,807:INFO:Uploading results into container -2022-06-21 18:32:01,811:INFO:Uploading model into container now -2022-06-21 18:32:01,813:INFO:master_model_container: 2 -2022-06-21 18:32:01,813:INFO:display_container: 2 -2022-06-21 18:32:01,814:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:32:01,814:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:02,055:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:02,055:INFO:Creating metrics dataframe -2022-06-21 18:32:02,066:INFO:Initializing Naive Bayes -2022-06-21 18:32:02,066:INFO:Total runtime is 0.06570061842600505 minutes -2022-06-21 18:32:02,067:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:02,068:INFO:Initializing create_model() -2022-06-21 18:32:02,068:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:02,069:INFO:Checking exceptions -2022-06-21 18:32:02,072:INFO:Importing libraries -2022-06-21 18:32:02,072:INFO:Copying training dataset -2022-06-21 18:32:02,076:INFO:Defining folds -2022-06-21 18:32:02,076:INFO:Declaring metric variables -2022-06-21 18:32:02,077:INFO:Importing untrained model -2022-06-21 18:32:02,081:INFO:Naive Bayes Imported successfully -2022-06-21 18:32:02,083:INFO:Starting cross validation -2022-06-21 18:32:02,084:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:02,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,156:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,158:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,181:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,226:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,264:INFO:Calculating mean and std -2022-06-21 18:32:02,265:INFO:Creating metrics dataframe -2022-06-21 18:32:02,273:INFO:Uploading results into container -2022-06-21 18:32:02,274:INFO:Uploading model into container now -2022-06-21 18:32:02,275:INFO:master_model_container: 3 -2022-06-21 18:32:02,275:INFO:display_container: 2 -2022-06-21 18:32:02,276:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:32:02,276:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:02,495:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:02,496:INFO:Creating metrics dataframe -2022-06-21 18:32:02,504:INFO:Initializing Decision Tree Classifier -2022-06-21 18:32:02,504:INFO:Total runtime is 0.07299711704254151 minutes -2022-06-21 18:32:02,506:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:02,507:INFO:Initializing create_model() -2022-06-21 18:32:02,507:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:02,508:INFO:Checking exceptions -2022-06-21 18:32:02,511:INFO:Importing libraries -2022-06-21 18:32:02,511:INFO:Copying training dataset -2022-06-21 18:32:02,515:INFO:Defining folds -2022-06-21 18:32:02,516:INFO:Declaring metric variables -2022-06-21 18:32:02,518:INFO:Importing untrained model -2022-06-21 18:32:02,520:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:32:02,522:INFO:Starting cross validation -2022-06-21 18:32:02,524:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:02,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,583:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,584:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,623:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,695:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:02,748:INFO:Calculating mean and std -2022-06-21 18:32:02,749:INFO:Creating metrics dataframe -2022-06-21 18:32:02,756:INFO:Uploading results into container -2022-06-21 18:32:02,757:INFO:Uploading model into container now -2022-06-21 18:32:02,758:INFO:master_model_container: 4 -2022-06-21 18:32:02,759:INFO:display_container: 2 -2022-06-21 18:32:02,761:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=1339, splitter='best') -2022-06-21 18:32:02,761:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:02,989:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:02,990:INFO:Creating metrics dataframe -2022-06-21 18:32:03,002:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:32:03,003:INFO:Total runtime is 0.08130549589792888 minutes -2022-06-21 18:32:03,005:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:03,007:INFO:Initializing create_model() -2022-06-21 18:32:03,007:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:03,008:INFO:Checking exceptions -2022-06-21 18:32:03,014:INFO:Importing libraries -2022-06-21 18:32:03,015:INFO:Copying training dataset -2022-06-21 18:32:03,024:INFO:Defining folds -2022-06-21 18:32:03,025:INFO:Declaring metric variables -2022-06-21 18:32:03,025:INFO:Importing untrained model -2022-06-21 18:32:03,027:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:32:03,030:INFO:Starting cross validation -2022-06-21 18:32:03,035:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:03,094:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,094:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:03,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,139:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,152:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,171:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,200:INFO:Calculating mean and std -2022-06-21 18:32:03,201:INFO:Creating metrics dataframe -2022-06-21 18:32:03,206:INFO:Uploading results into container -2022-06-21 18:32:03,206:INFO:Uploading model into container now -2022-06-21 18:32:03,207:INFO:master_model_container: 5 -2022-06-21 18:32:03,207:INFO:display_container: 2 -2022-06-21 18:32:03,208:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=1339, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:32:03,208:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:03,414:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:03,416:INFO:Creating metrics dataframe -2022-06-21 18:32:03,425:INFO:Initializing Ridge Classifier -2022-06-21 18:32:03,425:INFO:Total runtime is 0.08835105101267497 minutes -2022-06-21 18:32:03,426:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:03,428:INFO:Initializing create_model() -2022-06-21 18:32:03,429:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:03,429:INFO:Checking exceptions -2022-06-21 18:32:03,433:INFO:Importing libraries -2022-06-21 18:32:03,434:INFO:Copying training dataset -2022-06-21 18:32:03,439:INFO:Defining folds -2022-06-21 18:32:03,439:INFO:Declaring metric variables -2022-06-21 18:32:03,441:INFO:Importing untrained model -2022-06-21 18:32:03,443:INFO:Ridge Classifier Imported successfully -2022-06-21 18:32:03,444:INFO:Starting cross validation -2022-06-21 18:32:03,447:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:03,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,556:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,583:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,589:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,596:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:03,607:INFO:Calculating mean and std -2022-06-21 18:32:03,608:INFO:Creating metrics dataframe -2022-06-21 18:32:03,628:INFO:Uploading results into container -2022-06-21 18:32:03,633:INFO:Uploading model into container now -2022-06-21 18:32:03,637:INFO:master_model_container: 6 -2022-06-21 18:32:03,638:INFO:display_container: 2 -2022-06-21 18:32:03,639:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=1339, solver='auto', tol=0.001) -2022-06-21 18:32:03,639:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:03,875:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:03,875:INFO:Creating metrics dataframe -2022-06-21 18:32:03,885:INFO:Initializing Random Forest Classifier -2022-06-21 18:32:03,885:INFO:Total runtime is 0.09601669708887736 minutes -2022-06-21 18:32:03,886:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:03,888:INFO:Initializing create_model() -2022-06-21 18:32:03,888:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:03,889:INFO:Checking exceptions -2022-06-21 18:32:03,891:INFO:Importing libraries -2022-06-21 18:32:03,892:INFO:Copying training dataset -2022-06-21 18:32:03,896:INFO:Defining folds -2022-06-21 18:32:03,896:INFO:Declaring metric variables -2022-06-21 18:32:03,898:INFO:Importing untrained model -2022-06-21 18:32:03,900:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:32:03,902:INFO:Starting cross validation -2022-06-21 18:32:03,904:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:04,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,304:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,325:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,684:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:04,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,130:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,160:INFO:Calculating mean and std -2022-06-21 18:32:05,161:INFO:Creating metrics dataframe -2022-06-21 18:32:05,165:INFO:Uploading results into container -2022-06-21 18:32:05,166:INFO:Uploading model into container now -2022-06-21 18:32:05,167:INFO:master_model_container: 7 -2022-06-21 18:32:05,167:INFO:display_container: 2 -2022-06-21 18:32:05,168:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=1339, verbose=0, warm_start=False) -2022-06-21 18:32:05,169:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:05,383:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:05,384:INFO:Creating metrics dataframe -2022-06-21 18:32:05,396:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:32:05,397:INFO:Total runtime is 0.12120240132013957 minutes -2022-06-21 18:32:05,397:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:05,398:INFO:Initializing create_model() -2022-06-21 18:32:05,398:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:05,398:INFO:Checking exceptions -2022-06-21 18:32:05,400:INFO:Importing libraries -2022-06-21 18:32:05,401:INFO:Copying training dataset -2022-06-21 18:32:05,406:INFO:Defining folds -2022-06-21 18:32:05,407:INFO:Declaring metric variables -2022-06-21 18:32:05,408:INFO:Importing untrained model -2022-06-21 18:32:05,410:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:32:05,411:INFO:Starting cross validation -2022-06-21 18:32:05,413:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:05,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,469:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,569:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:05,605:INFO:Calculating mean and std -2022-06-21 18:32:05,607:INFO:Creating metrics dataframe -2022-06-21 18:32:05,620:INFO:Uploading results into container -2022-06-21 18:32:05,624:INFO:Uploading model into container now -2022-06-21 18:32:05,625:INFO:master_model_container: 8 -2022-06-21 18:32:05,625:INFO:display_container: 2 -2022-06-21 18:32:05,626:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:32:05,627:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:05,887:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:05,887:INFO:Creating metrics dataframe -2022-06-21 18:32:05,896:INFO:Initializing Ada Boost Classifier -2022-06-21 18:32:05,896:INFO:Total runtime is 0.1295262614885966 minutes -2022-06-21 18:32:05,897:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:05,898:INFO:Initializing create_model() -2022-06-21 18:32:05,898:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:05,899:INFO:Checking exceptions -2022-06-21 18:32:05,901:INFO:Importing libraries -2022-06-21 18:32:05,901:INFO:Copying training dataset -2022-06-21 18:32:05,904:INFO:Defining folds -2022-06-21 18:32:05,905:INFO:Declaring metric variables -2022-06-21 18:32:05,905:INFO:Importing untrained model -2022-06-21 18:32:05,906:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:32:05,907:INFO:Starting cross validation -2022-06-21 18:32:05,909:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:06,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,106:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,314:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,324:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:06,489:INFO:Calculating mean and std -2022-06-21 18:32:06,490:INFO:Creating metrics dataframe -2022-06-21 18:32:06,496:INFO:Uploading results into container -2022-06-21 18:32:06,497:INFO:Uploading model into container now -2022-06-21 18:32:06,498:INFO:master_model_container: 9 -2022-06-21 18:32:06,498:INFO:display_container: 2 -2022-06-21 18:32:06,499:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=1339) -2022-06-21 18:32:06,499:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:06,783:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:06,783:INFO:Creating metrics dataframe -2022-06-21 18:32:06,790:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:32:06,790:INFO:Total runtime is 0.14443416198094688 minutes -2022-06-21 18:32:06,791:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:06,792:INFO:Initializing create_model() -2022-06-21 18:32:06,793:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:06,794:INFO:Checking exceptions -2022-06-21 18:32:06,796:INFO:Importing libraries -2022-06-21 18:32:06,797:INFO:Copying training dataset -2022-06-21 18:32:06,800:INFO:Defining folds -2022-06-21 18:32:06,800:INFO:Declaring metric variables -2022-06-21 18:32:06,801:INFO:Importing untrained model -2022-06-21 18:32:06,802:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:32:06,804:INFO:Starting cross validation -2022-06-21 18:32:06,805:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:07,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,040:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,055:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,262:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,276:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,415:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,431:INFO:Calculating mean and std -2022-06-21 18:32:07,432:INFO:Creating metrics dataframe -2022-06-21 18:32:07,439:INFO:Uploading results into container -2022-06-21 18:32:07,441:INFO:Uploading model into container now -2022-06-21 18:32:07,442:INFO:master_model_container: 10 -2022-06-21 18:32:07,443:INFO:display_container: 2 -2022-06-21 18:32:07,443:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=1339, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:32:07,444:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:07,693:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:07,693:INFO:Creating metrics dataframe -2022-06-21 18:32:07,701:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:32:07,701:INFO:Total runtime is 0.15961395899454756 minutes -2022-06-21 18:32:07,702:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:07,702:INFO:Initializing create_model() -2022-06-21 18:32:07,704:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:07,704:INFO:Checking exceptions -2022-06-21 18:32:07,706:INFO:Importing libraries -2022-06-21 18:32:07,707:INFO:Copying training dataset -2022-06-21 18:32:07,710:INFO:Defining folds -2022-06-21 18:32:07,710:INFO:Declaring metric variables -2022-06-21 18:32:07,711:INFO:Importing untrained model -2022-06-21 18:32:07,712:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:32:07,714:INFO:Starting cross validation -2022-06-21 18:32:07,716:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:07,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,786:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,813:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:07,886:INFO:Calculating mean and std -2022-06-21 18:32:07,887:INFO:Creating metrics dataframe -2022-06-21 18:32:07,895:INFO:Uploading results into container -2022-06-21 18:32:07,895:INFO:Uploading model into container now -2022-06-21 18:32:07,896:INFO:master_model_container: 11 -2022-06-21 18:32:07,896:INFO:display_container: 2 -2022-06-21 18:32:07,897:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:32:07,897:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:08,118:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:08,118:INFO:Creating metrics dataframe -2022-06-21 18:32:08,125:INFO:Initializing Extra Trees Classifier -2022-06-21 18:32:08,125:INFO:Total runtime is 0.1666818459828695 minutes -2022-06-21 18:32:08,126:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:08,127:INFO:Initializing create_model() -2022-06-21 18:32:08,127:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:08,127:INFO:Checking exceptions -2022-06-21 18:32:08,133:INFO:Importing libraries -2022-06-21 18:32:08,133:INFO:Copying training dataset -2022-06-21 18:32:08,138:INFO:Defining folds -2022-06-21 18:32:08,139:INFO:Declaring metric variables -2022-06-21 18:32:08,140:INFO:Importing untrained model -2022-06-21 18:32:08,142:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:32:08,144:INFO:Starting cross validation -2022-06-21 18:32:08,145:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:08,413:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,498:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,813:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:08,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:09,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:09,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:09,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:09,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:09,155:INFO:Calculating mean and std -2022-06-21 18:32:09,156:INFO:Creating metrics dataframe -2022-06-21 18:32:09,162:INFO:Uploading results into container -2022-06-21 18:32:09,163:INFO:Uploading model into container now -2022-06-21 18:32:09,164:INFO:master_model_container: 12 -2022-06-21 18:32:09,164:INFO:display_container: 2 -2022-06-21 18:32:09,165:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=1339, verbose=0, warm_start=False) -2022-06-21 18:32:09,165:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:09,384:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:09,385:INFO:Creating metrics dataframe -2022-06-21 18:32:09,392:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:32:09,393:INFO:Total runtime is 0.18780419031778975 minutes -2022-06-21 18:32:09,395:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:09,396:INFO:Initializing create_model() -2022-06-21 18:32:09,396:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:09,397:INFO:Checking exceptions -2022-06-21 18:32:09,399:INFO:Importing libraries -2022-06-21 18:32:09,399:INFO:Copying training dataset -2022-06-21 18:32:09,402:INFO:Defining folds -2022-06-21 18:32:09,403:INFO:Declaring metric variables -2022-06-21 18:32:09,404:INFO:Importing untrained model -2022-06-21 18:32:09,407:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:32:09,408:INFO:Starting cross validation -2022-06-21 18:32:09,410:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:10,079:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:10,151:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:10,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:10,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:11,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:11,152:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:11,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:11,164:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:11,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:11,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:11,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:11,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:11,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:11,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:11,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:11,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:11,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:11,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:11,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:11,626:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:11,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:11,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:11,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:11,775:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:12,269:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:12,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:12,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:12,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:12,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:12,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:12,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:12,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:12,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:12,498:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:32:12,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:12,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:12,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:12,680:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:12,892:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:12,922:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:12,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:12,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:13,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:13,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:13,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:13,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:13,459:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:13,464:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:13,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:13,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:32:13,479:INFO:Calculating mean and std -2022-06-21 18:32:13,480:INFO:Creating metrics dataframe -2022-06-21 18:32:13,485:INFO:Uploading results into container -2022-06-21 18:32:13,486:INFO:Uploading model into container now -2022-06-21 18:32:13,488:INFO:master_model_container: 13 -2022-06-21 18:32:13,489:INFO:display_container: 2 -2022-06-21 18:32:13,491:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=1339, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:32:13,493:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:13,786:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:13,786:INFO:Creating metrics dataframe -2022-06-21 18:32:13,793:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:32:13,793:INFO:Total runtime is 0.2611488779385885 minutes -2022-06-21 18:32:13,794:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:13,795:INFO:Initializing create_model() -2022-06-21 18:32:13,795:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:13,796:INFO:Checking exceptions -2022-06-21 18:32:13,798:INFO:Importing libraries -2022-06-21 18:32:13,799:INFO:Copying training dataset -2022-06-21 18:32:13,802:INFO:Defining folds -2022-06-21 18:32:13,802:INFO:Declaring metric variables -2022-06-21 18:32:13,803:INFO:Importing untrained model -2022-06-21 18:32:13,804:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:32:13,806:INFO:Starting cross validation -2022-06-21 18:32:13,808:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:16,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:16,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:17,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:17,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:17,392:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:17,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:17,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:17,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:19,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:19,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:19,540:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:19,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:20,379:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:20,383:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:20,431:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:20,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:20,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:20,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:20,978:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:20,984:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:20,997:INFO:Calculating mean and std -2022-06-21 18:32:20,999:INFO:Creating metrics dataframe -2022-06-21 18:32:21,003:INFO:Uploading results into container -2022-06-21 18:32:21,004:INFO:Uploading model into container now -2022-06-21 18:32:21,006:INFO:master_model_container: 14 -2022-06-21 18:32:21,007:INFO:display_container: 2 -2022-06-21 18:32:21,008:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=1339, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:32:21,010:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:21,245:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:21,245:INFO:Creating metrics dataframe -2022-06-21 18:32:21,254:INFO:Initializing CatBoost Classifier -2022-06-21 18:32:21,254:INFO:Total runtime is 0.3854967594146729 minutes -2022-06-21 18:32:21,256:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:21,257:INFO:Initializing create_model() -2022-06-21 18:32:21,258:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:21,259:INFO:Checking exceptions -2022-06-21 18:32:21,261:INFO:Importing libraries -2022-06-21 18:32:21,261:INFO:Copying training dataset -2022-06-21 18:32:21,265:INFO:Defining folds -2022-06-21 18:32:21,265:INFO:Declaring metric variables -2022-06-21 18:32:21,265:INFO:Importing untrained model -2022-06-21 18:32:21,266:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:32:21,268:INFO:Starting cross validation -2022-06-21 18:32:21,271:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:25,847:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:25,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:25,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:25,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:27,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:27,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:27,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:27,403:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:31,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:31,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:32,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:32,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:32,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:32,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:32,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:32,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:34,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:34,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,195:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,204:INFO:Calculating mean and std -2022-06-21 18:32:35,205:INFO:Creating metrics dataframe -2022-06-21 18:32:35,211:INFO:Uploading results into container -2022-06-21 18:32:35,212:INFO:Uploading model into container now -2022-06-21 18:32:35,212:INFO:master_model_container: 15 -2022-06-21 18:32:35,213:INFO:display_container: 2 -2022-06-21 18:32:35,213:INFO: -2022-06-21 18:32:35,213:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:35,469:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:35,471:INFO:Creating metrics dataframe -2022-06-21 18:32:35,488:INFO:Initializing Dummy Classifier -2022-06-21 18:32:35,489:INFO:Total runtime is 0.6227498730023702 minutes -2022-06-21 18:32:35,493:INFO:SubProcess create_model() called ================================== -2022-06-21 18:32:35,493:INFO:Initializing create_model() -2022-06-21 18:32:35,494:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:32:35,494:INFO:Checking exceptions -2022-06-21 18:32:35,498:INFO:Importing libraries -2022-06-21 18:32:35,499:INFO:Copying training dataset -2022-06-21 18:32:35,511:INFO:Defining folds -2022-06-21 18:32:35,512:INFO:Declaring metric variables -2022-06-21 18:32:35,515:INFO:Importing untrained model -2022-06-21 18:32:35,516:INFO:Dummy Classifier Imported successfully -2022-06-21 18:32:35,521:INFO:Starting cross validation -2022-06-21 18:32:35,524:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:32:35,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,600:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,637:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,667:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,713:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,714:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,779:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,782:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,836:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,864:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:32:35,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:32:35,905:INFO:Calculating mean and std -2022-06-21 18:32:35,907:INFO:Creating metrics dataframe -2022-06-21 18:32:35,934:INFO:Uploading results into container -2022-06-21 18:32:35,936:INFO:Uploading model into container now -2022-06-21 18:32:35,937:INFO:master_model_container: 16 -2022-06-21 18:32:35,937:INFO:display_container: 2 -2022-06-21 18:32:35,938:INFO:DummyClassifier(constant=None, random_state=1339, strategy='prior') -2022-06-21 18:32:35,938:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:36,250:INFO:SubProcess create_model() end ================================== -2022-06-21 18:32:36,251:INFO:Creating metrics dataframe -2022-06-21 18:32:36,263:INFO:Initializing create_model() -2022-06-21 18:32:36,263:INFO:create_model(self=, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=1339, solver='auto', tol=0.001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:32:36,264:INFO:Checking exceptions -2022-06-21 18:32:36,268:INFO:Importing libraries -2022-06-21 18:32:36,268:INFO:Copying training dataset -2022-06-21 18:32:36,274:INFO:Defining folds -2022-06-21 18:32:36,275:INFO:Declaring metric variables -2022-06-21 18:32:36,278:INFO:Importing untrained model -2022-06-21 18:32:36,278:INFO:Declaring custom model -2022-06-21 18:32:36,279:INFO:Ridge Classifier Imported successfully -2022-06-21 18:32:36,280:INFO:Cross validation set to False -2022-06-21 18:32:36,280:INFO:Fitting Model -2022-06-21 18:32:36,329:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=1339, solver='auto', tol=0.001) -2022-06-21 18:32:36,330:INFO:create_model() successfully completed...................................... -2022-06-21 18:32:36,579:INFO:master_model_container: 16 -2022-06-21 18:32:36,579:INFO:display_container: 2 -2022-06-21 18:32:36,580:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=1339, solver='auto', tol=0.001) -2022-06-21 18:32:36,581:INFO:compare_models() successfully completed...................................... -2022-06-21 18:33:28,709:INFO:PyCaret ClassificationExperiment -2022-06-21 18:33:28,710:INFO:Logging name: clf-default-name -2022-06-21 18:33:28,710:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:33:28,710:INFO:version 3.0.0.rc1 -2022-06-21 18:33:28,710:INFO:Initializing setup() -2022-06-21 18:33:28,710:INFO:self.USI: b2c6 -2022-06-21 18:33:28,711:INFO:self.variable_keys: {'X_test', 'logging_param', 'y_test', 'fold_shuffle_param', 'variable_keys', 'data', 'pipeline', 'X_train', 'idx', 'n_jobs_param', 'exp_id', 'master_model_container', '_all_models_internal', 'log_plots_param', 'display_container', '_available_plots', 'fix_imbalance', 'y_train', 'seed', 'html_param', 'gpu_param', '_all_metrics', 'fold_generator', '_gpu_n_jobs_param', 'target_param', 'X', 'USI', '_ml_usecase', 'y', 'fold_groups_param', 'memory', 'exp_name_log', '_is_multiclass', '_all_models'} -2022-06-21 18:33:28,711:INFO:Checking environment -2022-06-21 18:33:28,711:INFO:python_version: 3.9.7 -2022-06-21 18:33:28,711:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:33:28,712:INFO:machine: x86_64 -2022-06-21 18:33:28,712:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:33:28,713:INFO:Memory: svmem(total=8230690816, available=1327607808, percent=83.9, used=5818466304, free=308371456, active=3201138688, inactive=3923484672, buffers=68399104, cached=2035453952, shared=777846784, slab=366510080) -2022-06-21 18:33:28,713:INFO:Physical Core: 2 -2022-06-21 18:33:28,714:INFO:Logical Core: 4 -2022-06-21 18:33:28,714:INFO:Checking libraries -2022-06-21 18:33:28,714:INFO: -System: -2022-06-21 18:33:28,714:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:33:28,714:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:33:28,714:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:33:28,714:INFO: -PyCaret required dependencies: -2022-06-21 18:33:28,717:INFO: pip: 22.1.2 -2022-06-21 18:33:28,718:INFO: setuptools: 58.0.4 -2022-06-21 18:33:28,718:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:33:28,718:INFO: ipython: Not installed -2022-06-21 18:33:28,718:INFO: ipywidgets: 7.6.5 -2022-06-21 18:33:28,718:INFO: tqdm: 4.62.3 -2022-06-21 18:33:28,718:INFO: numpy: 1.21.5 -2022-06-21 18:33:28,718:INFO: pandas: 1.3.5 -2022-06-21 18:33:28,718:INFO: jinja2: 3.0.3 -2022-06-21 18:33:28,719:INFO: scipy: 1.7.1 -2022-06-21 18:33:28,719:INFO: joblib: 1.1.0 -2022-06-21 18:33:28,720:INFO: sklearn: 1.1.1 -2022-06-21 18:33:28,720:INFO: pyod: Installed but version unavailable -2022-06-21 18:33:28,720:INFO: imblearn: 0.9.1 -2022-06-21 18:33:28,720:INFO: category_encoders: 2.5.0 -2022-06-21 18:33:28,721:INFO: lightgbm: 3.2.1 -2022-06-21 18:33:28,721:INFO: numba: 0.55.2 -2022-06-21 18:33:28,721:INFO: requests: 2.27.1 -2022-06-21 18:33:28,721:INFO: matplotlib: 3.4.3 -2022-06-21 18:33:28,722:INFO: scikitplot: 0.3.7 -2022-06-21 18:33:28,722:INFO: yellowbrick: 1.4 -2022-06-21 18:33:28,722:INFO: plotly: 5.5.0 -2022-06-21 18:33:28,722:INFO: kaleido: 0.2.1 -2022-06-21 18:33:28,722:INFO: statsmodels: 0.12.2 -2022-06-21 18:33:28,722:INFO: sktime: 0.11.4 -2022-06-21 18:33:28,722:INFO: tbats: Installed but version unavailable -2022-06-21 18:33:28,723:INFO: pmdarima: 1.8.5 -2022-06-21 18:33:28,723:INFO: psutil: 5.9.0 -2022-06-21 18:33:28,723:INFO: -PyCaret optional dependencies: -2022-06-21 18:33:28,730:INFO: shap: 0.39.0 -2022-06-21 18:33:28,730:INFO: interpret: 0.2.7 -2022-06-21 18:33:28,731:INFO: umap: 0.5.3 -2022-06-21 18:33:28,731:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:33:28,731:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:33:28,732:INFO: autoviz: 0.1.39 -2022-06-21 18:33:28,732:INFO: fairlearn: 0.7.0 -2022-06-21 18:33:28,733:INFO: xgboost: 1.4.0 -2022-06-21 18:33:28,736:INFO: catboost: 1.0.6 -2022-06-21 18:33:28,737:INFO: kmodes: 0.12.1 -2022-06-21 18:33:28,738:INFO: mlxtend: 0.20.0 -2022-06-21 18:33:28,739:INFO: statsforecast: 0.5.5 -2022-06-21 18:33:28,740:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:33:28,741:INFO: ray: 1.12.1 -2022-06-21 18:33:28,741:INFO: hyperopt: 0.2.7 -2022-06-21 18:33:28,742:INFO: optuna: 2.10.0 -2022-06-21 18:33:28,743:INFO: skopt: 0.9.0 -2022-06-21 18:33:28,743:INFO: mlflow: 1.26.1 -2022-06-21 18:33:28,745:INFO: gradio: 3.0.11 -2022-06-21 18:33:28,746:INFO: fastapi: 0.75.2 -2022-06-21 18:33:28,747:INFO: uvicorn: 0.17.6 -2022-06-21 18:33:28,747:INFO: m2cgen: 0.10.0 -2022-06-21 18:33:28,747:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:33:28,747:INFO: nltk: 3.6.5 -2022-06-21 18:33:28,748:INFO: pyLDAvis: Not installed -2022-06-21 18:33:28,748:INFO: gensim: Not installed -2022-06-21 18:33:28,748:INFO: spacy: Not installed -2022-06-21 18:33:28,748:INFO: wordcloud: 1.8.1 -2022-06-21 18:33:28,749:INFO: textblob: 0.17.1 -2022-06-21 18:33:28,749:INFO: fugue: 0.6.6 -2022-06-21 18:33:28,749:INFO: streamlit: 1.10.0 -2022-06-21 18:33:28,749:INFO: prophet: Not installed -2022-06-21 18:33:28,749:INFO:None -2022-06-21 18:33:28,750:INFO:Set up data. -2022-06-21 18:33:28,763:INFO:Set up train/test split. -2022-06-21 18:33:28,779:INFO:Assigning column types. -2022-06-21 18:33:28,790:INFO:Set up folding strategy. -2022-06-21 18:33:28,790:INFO:Preparing preprocessing pipeline... -2022-06-21 18:33:28,791:INFO:Set up simple imputation. -2022-06-21 18:33:28,824:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:33:28,826:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:33:28,826:INFO:Creating final display dataframe. -2022-06-21 18:33:28,877:INFO:Setup display_container: Description Value -0 Session id 1308 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b2c6 -2022-06-21 18:33:29,039:INFO:setup() successfully completed in 0.33s............... -2022-06-21 18:33:29,040:INFO:Initializing compare_models() -2022-06-21 18:33:29,040:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:33:29,040:INFO:Checking exceptions -2022-06-21 18:33:29,044:INFO:Preparing display monitor -2022-06-21 18:33:29,047:INFO:Initializing Logistic Regression -2022-06-21 18:33:29,047:INFO:Total runtime is 3.329912821451823e-06 minutes -2022-06-21 18:33:29,047:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:29,048:INFO:Initializing create_model() -2022-06-21 18:33:29,048:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:29,048:INFO:Checking exceptions -2022-06-21 18:33:29,052:INFO:Importing libraries -2022-06-21 18:33:29,053:INFO:Copying training dataset -2022-06-21 18:33:29,056:INFO:Defining folds -2022-06-21 18:33:29,056:INFO:Declaring metric variables -2022-06-21 18:33:29,057:INFO:Importing untrained model -2022-06-21 18:33:29,058:INFO:Logistic Regression Imported successfully -2022-06-21 18:33:29,059:INFO:Starting cross validation -2022-06-21 18:33:29,059:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:29,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,304:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,320:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,608:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,615:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:29,807:INFO:Calculating mean and std -2022-06-21 18:33:29,809:INFO:Creating metrics dataframe -2022-06-21 18:33:29,815:INFO:Uploading results into container -2022-06-21 18:33:29,817:INFO:Uploading model into container now -2022-06-21 18:33:29,821:INFO:master_model_container: 1 -2022-06-21 18:33:29,821:INFO:display_container: 2 -2022-06-21 18:33:29,822:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=1308, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:33:29,823:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:30,097:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:30,097:INFO:Creating metrics dataframe -2022-06-21 18:33:30,107:INFO:Initializing K Neighbors Classifier -2022-06-21 18:33:30,108:INFO:Total runtime is 0.017678654193878172 minutes -2022-06-21 18:33:30,108:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:30,109:INFO:Initializing create_model() -2022-06-21 18:33:30,109:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:30,109:INFO:Checking exceptions -2022-06-21 18:33:30,111:INFO:Importing libraries -2022-06-21 18:33:30,111:INFO:Copying training dataset -2022-06-21 18:33:30,114:INFO:Defining folds -2022-06-21 18:33:30,114:INFO:Declaring metric variables -2022-06-21 18:33:30,115:INFO:Importing untrained model -2022-06-21 18:33:30,117:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:33:30,120:INFO:Starting cross validation -2022-06-21 18:33:30,121:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:30,152:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,156:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,176:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,248:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,274:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,274:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,295:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,333:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,334:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,364:INFO:Calculating mean and std -2022-06-21 18:33:30,365:INFO:Creating metrics dataframe -2022-06-21 18:33:30,371:INFO:Uploading results into container -2022-06-21 18:33:30,372:INFO:Uploading model into container now -2022-06-21 18:33:30,372:INFO:master_model_container: 2 -2022-06-21 18:33:30,373:INFO:display_container: 2 -2022-06-21 18:33:30,373:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:33:30,374:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:30,564:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:30,565:INFO:Creating metrics dataframe -2022-06-21 18:33:30,573:INFO:Initializing Naive Bayes -2022-06-21 18:33:30,573:INFO:Total runtime is 0.025443073113759356 minutes -2022-06-21 18:33:30,574:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:30,574:INFO:Initializing create_model() -2022-06-21 18:33:30,574:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:30,575:INFO:Checking exceptions -2022-06-21 18:33:30,577:INFO:Importing libraries -2022-06-21 18:33:30,577:INFO:Copying training dataset -2022-06-21 18:33:30,580:INFO:Defining folds -2022-06-21 18:33:30,580:INFO:Declaring metric variables -2022-06-21 18:33:30,581:INFO:Importing untrained model -2022-06-21 18:33:30,581:INFO:Naive Bayes Imported successfully -2022-06-21 18:33:30,582:INFO:Starting cross validation -2022-06-21 18:33:30,583:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:30,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:30,746:INFO:Calculating mean and std -2022-06-21 18:33:30,748:INFO:Creating metrics dataframe -2022-06-21 18:33:30,763:INFO:Uploading results into container -2022-06-21 18:33:30,764:INFO:Uploading model into container now -2022-06-21 18:33:30,765:INFO:master_model_container: 3 -2022-06-21 18:33:30,766:INFO:display_container: 2 -2022-06-21 18:33:30,766:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:33:30,766:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:30,966:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:30,967:INFO:Creating metrics dataframe -2022-06-21 18:33:30,975:INFO:Initializing Decision Tree Classifier -2022-06-21 18:33:30,975:INFO:Total runtime is 0.0321414311726888 minutes -2022-06-21 18:33:30,976:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:30,976:INFO:Initializing create_model() -2022-06-21 18:33:30,976:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:30,977:INFO:Checking exceptions -2022-06-21 18:33:30,979:INFO:Importing libraries -2022-06-21 18:33:30,979:INFO:Copying training dataset -2022-06-21 18:33:30,982:INFO:Defining folds -2022-06-21 18:33:30,983:INFO:Declaring metric variables -2022-06-21 18:33:30,983:INFO:Importing untrained model -2022-06-21 18:33:30,984:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:33:30,985:INFO:Starting cross validation -2022-06-21 18:33:30,986:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:31,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,015:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,026:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,029:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,075:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,091:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,139:INFO:Calculating mean and std -2022-06-21 18:33:31,140:INFO:Creating metrics dataframe -2022-06-21 18:33:31,144:INFO:Uploading results into container -2022-06-21 18:33:31,144:INFO:Uploading model into container now -2022-06-21 18:33:31,145:INFO:master_model_container: 4 -2022-06-21 18:33:31,145:INFO:display_container: 2 -2022-06-21 18:33:31,146:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=1308, splitter='best') -2022-06-21 18:33:31,146:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:31,338:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:31,338:INFO:Creating metrics dataframe -2022-06-21 18:33:31,345:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:33:31,345:INFO:Total runtime is 0.03830041090647379 minutes -2022-06-21 18:33:31,345:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:31,346:INFO:Initializing create_model() -2022-06-21 18:33:31,346:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:31,346:INFO:Checking exceptions -2022-06-21 18:33:31,348:INFO:Importing libraries -2022-06-21 18:33:31,348:INFO:Copying training dataset -2022-06-21 18:33:31,353:INFO:Defining folds -2022-06-21 18:33:31,354:INFO:Declaring metric variables -2022-06-21 18:33:31,355:INFO:Importing untrained model -2022-06-21 18:33:31,356:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:33:31,356:INFO:Starting cross validation -2022-06-21 18:33:31,357:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:31,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,392:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,397:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,412:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,468:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,469:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,476:INFO:Calculating mean and std -2022-06-21 18:33:31,477:INFO:Creating metrics dataframe -2022-06-21 18:33:31,481:INFO:Uploading results into container -2022-06-21 18:33:31,482:INFO:Uploading model into container now -2022-06-21 18:33:31,482:INFO:master_model_container: 5 -2022-06-21 18:33:31,483:INFO:display_container: 2 -2022-06-21 18:33:31,483:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=1308, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:33:31,484:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:31,692:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:31,692:INFO:Creating metrics dataframe -2022-06-21 18:33:31,704:INFO:Initializing Ridge Classifier -2022-06-21 18:33:31,704:INFO:Total runtime is 0.04429349899291992 minutes -2022-06-21 18:33:31,705:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:31,706:INFO:Initializing create_model() -2022-06-21 18:33:31,706:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:31,706:INFO:Checking exceptions -2022-06-21 18:33:31,709:INFO:Importing libraries -2022-06-21 18:33:31,710:INFO:Copying training dataset -2022-06-21 18:33:31,715:INFO:Defining folds -2022-06-21 18:33:31,715:INFO:Declaring metric variables -2022-06-21 18:33:31,716:INFO:Importing untrained model -2022-06-21 18:33:31,717:INFO:Ridge Classifier Imported successfully -2022-06-21 18:33:31,719:INFO:Starting cross validation -2022-06-21 18:33:31,722:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:31,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,795:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,809:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,841:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:31,847:INFO:Calculating mean and std -2022-06-21 18:33:31,848:INFO:Creating metrics dataframe -2022-06-21 18:33:31,853:INFO:Uploading results into container -2022-06-21 18:33:31,853:INFO:Uploading model into container now -2022-06-21 18:33:31,854:INFO:master_model_container: 6 -2022-06-21 18:33:31,854:INFO:display_container: 2 -2022-06-21 18:33:31,854:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=1308, solver='auto', tol=0.001) -2022-06-21 18:33:31,854:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:32,047:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:32,047:INFO:Creating metrics dataframe -2022-06-21 18:33:32,054:INFO:Initializing Random Forest Classifier -2022-06-21 18:33:32,054:INFO:Total runtime is 0.0501162846883138 minutes -2022-06-21 18:33:32,054:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:32,055:INFO:Initializing create_model() -2022-06-21 18:33:32,055:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:32,055:INFO:Checking exceptions -2022-06-21 18:33:32,057:INFO:Importing libraries -2022-06-21 18:33:32,058:INFO:Copying training dataset -2022-06-21 18:33:32,060:INFO:Defining folds -2022-06-21 18:33:32,061:INFO:Declaring metric variables -2022-06-21 18:33:32,061:INFO:Importing untrained model -2022-06-21 18:33:32,061:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:33:32,062:INFO:Starting cross validation -2022-06-21 18:33:32,062:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:32,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,372:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,412:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:32,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,231:INFO:Calculating mean and std -2022-06-21 18:33:33,231:INFO:Creating metrics dataframe -2022-06-21 18:33:33,236:INFO:Uploading results into container -2022-06-21 18:33:33,237:INFO:Uploading model into container now -2022-06-21 18:33:33,237:INFO:master_model_container: 7 -2022-06-21 18:33:33,237:INFO:display_container: 2 -2022-06-21 18:33:33,238:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=1308, verbose=0, warm_start=False) -2022-06-21 18:33:33,238:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:33,430:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:33,430:INFO:Creating metrics dataframe -2022-06-21 18:33:33,437:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:33:33,437:INFO:Total runtime is 0.07317536274592082 minutes -2022-06-21 18:33:33,438:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:33,438:INFO:Initializing create_model() -2022-06-21 18:33:33,439:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:33,439:INFO:Checking exceptions -2022-06-21 18:33:33,441:INFO:Importing libraries -2022-06-21 18:33:33,441:INFO:Copying training dataset -2022-06-21 18:33:33,444:INFO:Defining folds -2022-06-21 18:33:33,444:INFO:Declaring metric variables -2022-06-21 18:33:33,445:INFO:Importing untrained model -2022-06-21 18:33:33,446:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:33:33,446:INFO:Starting cross validation -2022-06-21 18:33:33,447:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:33,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,482:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,543:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,583:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:33,611:INFO:Calculating mean and std -2022-06-21 18:33:33,612:INFO:Creating metrics dataframe -2022-06-21 18:33:33,628:INFO:Uploading results into container -2022-06-21 18:33:33,630:INFO:Uploading model into container now -2022-06-21 18:33:33,631:INFO:master_model_container: 8 -2022-06-21 18:33:33,632:INFO:display_container: 2 -2022-06-21 18:33:33,636:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:33:33,638:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:33,892:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:33,892:INFO:Creating metrics dataframe -2022-06-21 18:33:33,898:INFO:Initializing Ada Boost Classifier -2022-06-21 18:33:33,898:INFO:Total runtime is 0.08085681994756062 minutes -2022-06-21 18:33:33,899:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:33,899:INFO:Initializing create_model() -2022-06-21 18:33:33,899:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:33,899:INFO:Checking exceptions -2022-06-21 18:33:33,901:INFO:Importing libraries -2022-06-21 18:33:33,901:INFO:Copying training dataset -2022-06-21 18:33:33,904:INFO:Defining folds -2022-06-21 18:33:33,905:INFO:Declaring metric variables -2022-06-21 18:33:33,905:INFO:Importing untrained model -2022-06-21 18:33:33,906:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:33:33,907:INFO:Starting cross validation -2022-06-21 18:33:33,907:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:34,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,079:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,082:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,297:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,305:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,324:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,364:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:34,600:INFO:Calculating mean and std -2022-06-21 18:33:34,602:INFO:Creating metrics dataframe -2022-06-21 18:33:34,609:INFO:Uploading results into container -2022-06-21 18:33:34,611:INFO:Uploading model into container now -2022-06-21 18:33:34,612:INFO:master_model_container: 9 -2022-06-21 18:33:34,613:INFO:display_container: 2 -2022-06-21 18:33:34,613:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=1308) -2022-06-21 18:33:34,614:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:34,860:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:34,860:INFO:Creating metrics dataframe -2022-06-21 18:33:34,867:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:33:34,867:INFO:Total runtime is 0.09699657758076985 minutes -2022-06-21 18:33:34,867:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:34,868:INFO:Initializing create_model() -2022-06-21 18:33:34,868:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:34,868:INFO:Checking exceptions -2022-06-21 18:33:34,870:INFO:Importing libraries -2022-06-21 18:33:34,870:INFO:Copying training dataset -2022-06-21 18:33:34,873:INFO:Defining folds -2022-06-21 18:33:34,873:INFO:Declaring metric variables -2022-06-21 18:33:34,874:INFO:Importing untrained model -2022-06-21 18:33:34,875:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:33:34,875:INFO:Starting cross validation -2022-06-21 18:33:34,876:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:35,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,095:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,100:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,322:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,329:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,355:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,363:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,386:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,493:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,520:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,536:INFO:Calculating mean and std -2022-06-21 18:33:35,538:INFO:Creating metrics dataframe -2022-06-21 18:33:35,543:INFO:Uploading results into container -2022-06-21 18:33:35,543:INFO:Uploading model into container now -2022-06-21 18:33:35,544:INFO:master_model_container: 10 -2022-06-21 18:33:35,544:INFO:display_container: 2 -2022-06-21 18:33:35,544:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=1308, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:33:35,545:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:35,786:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:35,786:INFO:Creating metrics dataframe -2022-06-21 18:33:35,793:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:33:35,793:INFO:Total runtime is 0.11243573029836018 minutes -2022-06-21 18:33:35,793:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:35,794:INFO:Initializing create_model() -2022-06-21 18:33:35,794:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:35,794:INFO:Checking exceptions -2022-06-21 18:33:35,796:INFO:Importing libraries -2022-06-21 18:33:35,796:INFO:Copying training dataset -2022-06-21 18:33:35,799:INFO:Defining folds -2022-06-21 18:33:35,799:INFO:Declaring metric variables -2022-06-21 18:33:35,800:INFO:Importing untrained model -2022-06-21 18:33:35,800:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:33:35,801:INFO:Starting cross validation -2022-06-21 18:33:35,802:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:35,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,933:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:35,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:36,003:INFO:Calculating mean and std -2022-06-21 18:33:36,004:INFO:Creating metrics dataframe -2022-06-21 18:33:36,011:INFO:Uploading results into container -2022-06-21 18:33:36,011:INFO:Uploading model into container now -2022-06-21 18:33:36,012:INFO:master_model_container: 11 -2022-06-21 18:33:36,012:INFO:display_container: 2 -2022-06-21 18:33:36,012:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:33:36,013:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:36,243:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:36,243:INFO:Creating metrics dataframe -2022-06-21 18:33:36,250:INFO:Initializing Extra Trees Classifier -2022-06-21 18:33:36,250:INFO:Total runtime is 0.12005397081375122 minutes -2022-06-21 18:33:36,251:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:36,251:INFO:Initializing create_model() -2022-06-21 18:33:36,251:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:36,251:INFO:Checking exceptions -2022-06-21 18:33:36,253:INFO:Importing libraries -2022-06-21 18:33:36,254:INFO:Copying training dataset -2022-06-21 18:33:36,257:INFO:Defining folds -2022-06-21 18:33:36,257:INFO:Declaring metric variables -2022-06-21 18:33:36,257:INFO:Importing untrained model -2022-06-21 18:33:36,258:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:33:36,259:INFO:Starting cross validation -2022-06-21 18:33:36,260:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:36,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:36,639:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:36,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:36,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:36,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:36,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:36,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:36,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:36,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,045:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,165:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,185:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,238:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,403:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:37,522:INFO:Calculating mean and std -2022-06-21 18:33:37,523:INFO:Creating metrics dataframe -2022-06-21 18:33:37,528:INFO:Uploading results into container -2022-06-21 18:33:37,528:INFO:Uploading model into container now -2022-06-21 18:33:37,529:INFO:master_model_container: 12 -2022-06-21 18:33:37,529:INFO:display_container: 2 -2022-06-21 18:33:37,529:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=1308, verbose=0, warm_start=False) -2022-06-21 18:33:37,530:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:37,716:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:37,716:INFO:Creating metrics dataframe -2022-06-21 18:33:37,726:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:33:37,726:INFO:Total runtime is 0.14465359052022297 minutes -2022-06-21 18:33:37,726:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:37,727:INFO:Initializing create_model() -2022-06-21 18:33:37,727:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:37,727:INFO:Checking exceptions -2022-06-21 18:33:37,729:INFO:Importing libraries -2022-06-21 18:33:37,729:INFO:Copying training dataset -2022-06-21 18:33:37,732:INFO:Defining folds -2022-06-21 18:33:37,732:INFO:Declaring metric variables -2022-06-21 18:33:37,733:INFO:Importing untrained model -2022-06-21 18:33:37,734:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:33:37,737:INFO:Starting cross validation -2022-06-21 18:33:37,738:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:37,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:37,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:37,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:37,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:38,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:38,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:38,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:38,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:38,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:39,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:39,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:39,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:39,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:39,237:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:39,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:39,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:39,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:39,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:39,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:39,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:39,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:39,496:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:39,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:39,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:40,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:40,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:40,529:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:40,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:40,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:40,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:40,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:40,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:40,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:40,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:40,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:40,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:40,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:40,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:33:41,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:41,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:41,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:41,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:41,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:41,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:41,358:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:41,363:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:41,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:41,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:41,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:41,556:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:33:41,564:INFO:Calculating mean and std -2022-06-21 18:33:41,565:INFO:Creating metrics dataframe -2022-06-21 18:33:41,571:INFO:Uploading results into container -2022-06-21 18:33:41,573:INFO:Uploading model into container now -2022-06-21 18:33:41,574:INFO:master_model_container: 13 -2022-06-21 18:33:41,574:INFO:display_container: 2 -2022-06-21 18:33:41,575:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=1308, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:33:41,575:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:41,852:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:41,852:INFO:Creating metrics dataframe -2022-06-21 18:33:41,858:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:33:41,859:INFO:Total runtime is 0.21352778673171996 minutes -2022-06-21 18:33:41,859:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:41,859:INFO:Initializing create_model() -2022-06-21 18:33:41,859:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:41,860:INFO:Checking exceptions -2022-06-21 18:33:41,861:INFO:Importing libraries -2022-06-21 18:33:41,862:INFO:Copying training dataset -2022-06-21 18:33:41,865:INFO:Defining folds -2022-06-21 18:33:41,865:INFO:Declaring metric variables -2022-06-21 18:33:41,865:INFO:Importing untrained model -2022-06-21 18:33:41,866:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:33:41,866:INFO:Starting cross validation -2022-06-21 18:33:41,867:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:43,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:43,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:43,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:43,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:43,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:43,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:44,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:44,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:44,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:44,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:45,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:45,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:45,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:45,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:46,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:46,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:46,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:46,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:47,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:47,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:47,141:INFO:Calculating mean and std -2022-06-21 18:33:47,142:INFO:Creating metrics dataframe -2022-06-21 18:33:47,153:INFO:Uploading results into container -2022-06-21 18:33:47,154:INFO:Uploading model into container now -2022-06-21 18:33:47,155:INFO:master_model_container: 14 -2022-06-21 18:33:47,156:INFO:display_container: 2 -2022-06-21 18:33:47,157:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=1308, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:33:47,158:INFO:create_model() successfully completed...................................... -2022-06-21 18:33:47,412:INFO:SubProcess create_model() end ================================== -2022-06-21 18:33:47,412:INFO:Creating metrics dataframe -2022-06-21 18:33:47,420:INFO:Initializing CatBoost Classifier -2022-06-21 18:33:47,420:INFO:Total runtime is 0.3062170426050822 minutes -2022-06-21 18:33:47,421:INFO:SubProcess create_model() called ================================== -2022-06-21 18:33:47,421:INFO:Initializing create_model() -2022-06-21 18:33:47,421:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:33:47,421:INFO:Checking exceptions -2022-06-21 18:33:47,423:INFO:Importing libraries -2022-06-21 18:33:47,423:INFO:Copying training dataset -2022-06-21 18:33:47,426:INFO:Defining folds -2022-06-21 18:33:47,426:INFO:Declaring metric variables -2022-06-21 18:33:47,427:INFO:Importing untrained model -2022-06-21 18:33:47,427:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:33:47,428:INFO:Starting cross validation -2022-06-21 18:33:47,429:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:33:52,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:52,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:52,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:52,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:53,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:53,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:53,696:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:53,740:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:57,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:57,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:58,242:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:58,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:59,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:59,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:59,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:33:59,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:00,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:00,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:00,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:00,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:00,869:INFO:Calculating mean and std -2022-06-21 18:34:00,870:INFO:Creating metrics dataframe -2022-06-21 18:34:00,874:INFO:Uploading results into container -2022-06-21 18:34:00,875:INFO:Uploading model into container now -2022-06-21 18:34:00,876:INFO:master_model_container: 15 -2022-06-21 18:34:00,876:INFO:display_container: 2 -2022-06-21 18:34:00,876:INFO: -2022-06-21 18:34:00,876:INFO:create_model() successfully completed...................................... -2022-06-21 18:34:01,067:INFO:SubProcess create_model() end ================================== -2022-06-21 18:34:01,067:INFO:Creating metrics dataframe -2022-06-21 18:34:01,073:INFO:Initializing Dummy Classifier -2022-06-21 18:34:01,074:INFO:Total runtime is 0.533777368068695 minutes -2022-06-21 18:34:01,074:INFO:SubProcess create_model() called ================================== -2022-06-21 18:34:01,074:INFO:Initializing create_model() -2022-06-21 18:34:01,075:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:34:01,075:INFO:Checking exceptions -2022-06-21 18:34:01,077:INFO:Importing libraries -2022-06-21 18:34:01,077:INFO:Copying training dataset -2022-06-21 18:34:01,080:INFO:Defining folds -2022-06-21 18:34:01,080:INFO:Declaring metric variables -2022-06-21 18:34:01,081:INFO:Importing untrained model -2022-06-21 18:34:01,081:INFO:Dummy Classifier Imported successfully -2022-06-21 18:34:01,082:INFO:Starting cross validation -2022-06-21 18:34:01,083:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:34:01,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,111:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,170:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:34:01,237:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:34:01,244:INFO:Calculating mean and std -2022-06-21 18:34:01,245:INFO:Creating metrics dataframe -2022-06-21 18:34:01,249:INFO:Uploading results into container -2022-06-21 18:34:01,250:INFO:Uploading model into container now -2022-06-21 18:34:01,250:INFO:master_model_container: 16 -2022-06-21 18:34:01,250:INFO:display_container: 2 -2022-06-21 18:34:01,250:INFO:DummyClassifier(constant=None, random_state=1308, strategy='prior') -2022-06-21 18:34:01,251:INFO:create_model() successfully completed...................................... -2022-06-21 18:34:01,441:INFO:SubProcess create_model() end ================================== -2022-06-21 18:34:01,442:INFO:Creating metrics dataframe -2022-06-21 18:34:01,451:INFO:Initializing create_model() -2022-06-21 18:34:01,452:INFO:create_model(self=, estimator=LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:34:01,452:INFO:Checking exceptions -2022-06-21 18:34:01,455:INFO:Importing libraries -2022-06-21 18:34:01,455:INFO:Copying training dataset -2022-06-21 18:34:01,458:INFO:Defining folds -2022-06-21 18:34:01,459:INFO:Declaring metric variables -2022-06-21 18:34:01,460:INFO:Importing untrained model -2022-06-21 18:34:01,460:INFO:Declaring custom model -2022-06-21 18:34:01,461:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:34:01,461:INFO:Cross validation set to False -2022-06-21 18:34:01,462:INFO:Fitting Model -2022-06-21 18:34:01,498:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:34:01,499:INFO:create_model() successfully completed...................................... -2022-06-21 18:34:01,749:INFO:master_model_container: 16 -2022-06-21 18:34:01,749:INFO:display_container: 2 -2022-06-21 18:34:01,750:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:34:01,750:INFO:compare_models() successfully completed...................................... -2022-06-21 18:39:12,624:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:39:12,625:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:39:12,625:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:39:12,626:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 18:39:15,386:INFO:PyCaret ClassificationExperiment -2022-06-21 18:39:15,387:INFO:PyCaret ClassificationExperiment -2022-06-21 18:39:15,388:INFO:PyCaret ClassificationExperiment -2022-06-21 18:39:15,388:INFO:PyCaret ClassificationExperiment -2022-06-21 18:39:15,388:INFO:Logging name: clf-default-name -2022-06-21 18:39:15,388:INFO:Logging name: clf-default-name -2022-06-21 18:39:15,389:INFO:Logging name: clf-default-name -2022-06-21 18:39:15,390:INFO:Logging name: clf-default-name -2022-06-21 18:39:15,389:INFO:Logging name: clf-default-name -2022-06-21 18:39:15,391:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:39:15,390:INFO:Logging name: clf-default-name -2022-06-21 18:39:15,391:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:39:15,391:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:39:15,392:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:39:15,391:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:39:15,392:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:39:15,393:INFO:version 3.0.0.rc1 -2022-06-21 18:39:15,393:INFO:version 3.0.0.rc1 -2022-06-21 18:39:15,393:INFO:version 3.0.0.rc1 -2022-06-21 18:39:15,394:INFO:version 3.0.0.rc1 -2022-06-21 18:39:15,393:INFO:version 3.0.0.rc1 -2022-06-21 18:39:15,394:INFO:Initializing setup() -2022-06-21 18:39:15,394:INFO:version 3.0.0.rc1 -2022-06-21 18:39:15,394:INFO:Initializing setup() -2022-06-21 18:39:15,394:INFO:Initializing setup() -2022-06-21 18:39:15,394:INFO:Initializing setup() -2022-06-21 18:39:15,403:INFO:Initializing setup() -2022-06-21 18:39:15,403:INFO:Initializing setup() -2022-06-21 18:39:15,404:INFO:self.USI: 7b79 -2022-06-21 18:39:15,404:INFO:self.USI: 7b79 -2022-06-21 18:39:15,405:INFO:self.USI: b652 -2022-06-21 18:39:15,405:INFO:self.USI: b652 -2022-06-21 18:39:15,405:INFO:self.USI: f2b6 -2022-06-21 18:39:15,405:INFO:self.USI: f2b6 -2022-06-21 18:39:15,406:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:39:15,406:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:39:15,406:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:39:15,407:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:39:15,406:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:39:15,407:INFO:Checking environment -2022-06-21 18:39:15,407:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:39:15,409:INFO:Checking environment -2022-06-21 18:39:15,407:INFO:Checking environment -2022-06-21 18:39:15,410:INFO:Checking environment -2022-06-21 18:39:15,411:INFO:python_version: 3.9.7 -2022-06-21 18:39:15,409:INFO:Checking environment -2022-06-21 18:39:15,410:INFO:Checking environment -2022-06-21 18:39:15,411:INFO:python_version: 3.9.7 -2022-06-21 18:39:15,415:INFO:python_version: 3.9.7 -2022-06-21 18:39:15,415:INFO:python_version: 3.9.7 -2022-06-21 18:39:15,415:INFO:python_version: 3.9.7 -2022-06-21 18:39:15,415:INFO:python_version: 3.9.7 -2022-06-21 18:39:15,416:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:39:15,416:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:39:15,416:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:39:15,416:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:39:15,418:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:39:15,418:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:39:15,420:INFO:machine: x86_64 -2022-06-21 18:39:15,420:INFO:machine: x86_64 -2022-06-21 18:39:15,421:INFO:machine: x86_64 -2022-06-21 18:39:15,421:INFO:machine: x86_64 -2022-06-21 18:39:15,422:INFO:machine: x86_64 -2022-06-21 18:39:15,422:INFO:machine: x86_64 -2022-06-21 18:39:15,460:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,460:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,460:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,460:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,460:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,460:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,461:INFO:Memory: svmem(total=8230690816, available=2266804224, percent=72.5, used=4834902016, free=1211248640, active=3198271488, inactive=3008733184, buffers=73236480, cached=2111303680, shared=816701440, slab=367906816) -2022-06-21 18:39:15,461:INFO:Memory: svmem(total=8230690816, available=2266804224, percent=72.5, used=4834902016, free=1211248640, active=3198271488, inactive=3008733184, buffers=73236480, cached=2111303680, shared=816701440, slab=367906816) -2022-06-21 18:39:15,464:INFO:Physical Core: 2 -2022-06-21 18:39:15,464:INFO:Physical Core: 2 -2022-06-21 18:39:15,465:INFO:Memory: svmem(total=8230690816, available=2266804224, percent=72.5, used=4834902016, free=1211248640, active=3198271488, inactive=3008733184, buffers=73236480, cached=2111303680, shared=816701440, slab=367906816) -2022-06-21 18:39:15,465:INFO:Memory: svmem(total=8230690816, available=2266804224, percent=72.5, used=4834902016, free=1211248640, active=3198271488, inactive=3008733184, buffers=73236480, cached=2111303680, shared=816701440, slab=367906816) -2022-06-21 18:39:15,466:INFO:Logical Core: 4 -2022-06-21 18:39:15,466:INFO:Logical Core: 4 -2022-06-21 18:39:15,471:INFO:Checking libraries -2022-06-21 18:39:15,471:INFO:Checking libraries -2022-06-21 18:39:15,472:INFO:Memory: svmem(total=8230690816, available=2266804224, percent=72.5, used=4834902016, free=1211248640, active=3198271488, inactive=3008733184, buffers=73236480, cached=2111303680, shared=816701440, slab=367906816) -2022-06-21 18:39:15,472:INFO:Memory: svmem(total=8230690816, available=2266804224, percent=72.5, used=4834902016, free=1211248640, active=3198271488, inactive=3008733184, buffers=73236480, cached=2111303680, shared=816701440, slab=367906816) -2022-06-21 18:39:15,473:INFO: -System: -2022-06-21 18:39:15,473:INFO: -System: -2022-06-21 18:39:15,476:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:39:15,476:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:39:15,477:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:39:15,477:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:39:15,478:INFO:Physical Core: 2 -2022-06-21 18:39:15,478:INFO:Physical Core: 2 -2022-06-21 18:39:15,478:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,478:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,479:INFO:Logical Core: 4 -2022-06-21 18:39:15,479:INFO:Logical Core: 4 -2022-06-21 18:39:15,480:INFO: -PyCaret required dependencies: -2022-06-21 18:39:15,480:INFO: -PyCaret required dependencies: -2022-06-21 18:39:15,480:INFO:Checking libraries -2022-06-21 18:39:15,480:INFO:Checking libraries -2022-06-21 18:39:15,482:INFO: -System: -2022-06-21 18:39:15,482:INFO: -System: -2022-06-21 18:39:15,483:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:39:15,483:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:39:15,483:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:39:15,483:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:39:15,484:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,484:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,485:INFO:Physical Core: 2 -2022-06-21 18:39:15,485:INFO:Physical Core: 2 -2022-06-21 18:39:15,486:INFO: -PyCaret required dependencies: -2022-06-21 18:39:15,486:INFO: -PyCaret required dependencies: -2022-06-21 18:39:15,488:INFO:Logical Core: 4 -2022-06-21 18:39:15,488:INFO:Logical Core: 4 -2022-06-21 18:39:15,491:INFO:Checking libraries -2022-06-21 18:39:15,491:INFO:Checking libraries -2022-06-21 18:39:15,494:INFO: -System: -2022-06-21 18:39:15,494:INFO: -System: -2022-06-21 18:39:15,495:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:39:15,495:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:39:15,497:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:39:15,497:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:39:15,502:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,502:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:39:15,503:INFO: -PyCaret required dependencies: -2022-06-21 18:39:15,503:INFO: -PyCaret required dependencies: -2022-06-21 18:39:16,646:INFO: pip: 22.1.2 -2022-06-21 18:39:16,646:INFO: pip: 22.1.2 -2022-06-21 18:39:16,646:INFO: setuptools: Installed but version unavailable -2022-06-21 18:39:16,646:INFO: setuptools: Installed but version unavailable -2022-06-21 18:39:16,646:INFO: pip: Installed but version unavailable -2022-06-21 18:39:16,646:INFO: pip: Installed but version unavailable -2022-06-21 18:39:16,647:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:39:16,647:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:39:16,647:INFO: setuptools: 58.0.4 -2022-06-21 18:39:16,647:INFO: setuptools: 58.0.4 -2022-06-21 18:39:16,648:INFO: ipython: Not installed -2022-06-21 18:39:16,650:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:39:16,648:INFO: ipython: Not installed -2022-06-21 18:39:16,650:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:39:16,650:INFO: ipywidgets: 7.6.5 -2022-06-21 18:39:16,650:INFO: ipywidgets: 7.6.5 -2022-06-21 18:39:16,651:INFO: ipython: Not installed -2022-06-21 18:39:16,651:INFO: ipython: Not installed -2022-06-21 18:39:16,651:INFO: tqdm: 4.62.3 -2022-06-21 18:39:16,651:INFO: tqdm: 4.62.3 -2022-06-21 18:39:16,652:INFO: ipywidgets: 7.6.5 -2022-06-21 18:39:16,652:INFO: ipywidgets: 7.6.5 -2022-06-21 18:39:16,653:INFO: numpy: 1.21.5 -2022-06-21 18:39:16,653:INFO: numpy: 1.21.5 -2022-06-21 18:39:16,653:INFO: tqdm: 4.62.3 -2022-06-21 18:39:16,653:INFO: tqdm: 4.62.3 -2022-06-21 18:39:16,654:INFO: pandas: 1.3.5 -2022-06-21 18:39:16,654:INFO: pandas: 1.3.5 -2022-06-21 18:39:16,655:INFO: numpy: 1.21.5 -2022-06-21 18:39:16,655:INFO: numpy: 1.21.5 -2022-06-21 18:39:16,655:INFO: jinja2: 3.0.3 -2022-06-21 18:39:16,655:INFO: jinja2: 3.0.3 -2022-06-21 18:39:16,655:INFO: pandas: 1.3.5 -2022-06-21 18:39:16,655:INFO: pandas: 1.3.5 -2022-06-21 18:39:16,656:INFO: scipy: 1.7.1 -2022-06-21 18:39:16,656:INFO: scipy: 1.7.1 -2022-06-21 18:39:16,656:INFO: jinja2: 3.0.3 -2022-06-21 18:39:16,656:INFO: jinja2: 3.0.3 -2022-06-21 18:39:16,656:INFO: joblib: 1.1.0 -2022-06-21 18:39:16,656:INFO: joblib: 1.1.0 -2022-06-21 18:39:16,657:INFO: scipy: 1.7.1 -2022-06-21 18:39:16,657:INFO: scipy: 1.7.1 -2022-06-21 18:39:16,658:INFO: sklearn: 1.1.1 -2022-06-21 18:39:16,660:INFO: joblib: 1.1.0 -2022-06-21 18:39:16,658:INFO: sklearn: 1.1.1 -2022-06-21 18:39:16,661:INFO: pyod: Installed but version unavailable -2022-06-21 18:39:16,660:INFO: joblib: 1.1.0 -2022-06-21 18:39:16,661:INFO: pyod: Installed but version unavailable -2022-06-21 18:39:16,663:INFO: sklearn: 1.1.1 -2022-06-21 18:39:16,663:INFO: sklearn: 1.1.1 -2022-06-21 18:39:16,664:INFO: imblearn: 0.9.1 -2022-06-21 18:39:16,664:INFO: imblearn: 0.9.1 -2022-06-21 18:39:16,665:INFO: pyod: Installed but version unavailable -2022-06-21 18:39:16,665:INFO: pyod: Installed but version unavailable -2022-06-21 18:39:16,665:INFO: category_encoders: 2.5.0 -2022-06-21 18:39:16,665:INFO: category_encoders: 2.5.0 -2022-06-21 18:39:16,666:INFO: imblearn: 0.9.1 -2022-06-21 18:39:16,666:INFO: imblearn: 0.9.1 -2022-06-21 18:39:16,667:INFO: lightgbm: Installed but version unavailable -2022-06-21 18:39:16,667:INFO: lightgbm: Installed but version unavailable -2022-06-21 18:39:16,668:INFO: category_encoders: 2.5.0 -2022-06-21 18:39:16,668:INFO: category_encoders: 2.5.0 -2022-06-21 18:39:16,671:INFO: numba: 0.55.2 -2022-06-21 18:39:16,671:INFO: numba: 0.55.2 -2022-06-21 18:39:16,672:INFO: lightgbm: Installed but version unavailable -2022-06-21 18:39:16,672:INFO: lightgbm: Installed but version unavailable -2022-06-21 18:39:16,672:INFO: requests: 2.27.1 -2022-06-21 18:39:16,672:INFO: requests: 2.27.1 -2022-06-21 18:39:16,675:INFO: numba: 0.55.2 -2022-06-21 18:39:16,675:INFO: numba: 0.55.2 -2022-06-21 18:39:16,676:INFO: matplotlib: 3.4.3 -2022-06-21 18:39:16,676:INFO: matplotlib: 3.4.3 -2022-06-21 18:39:16,677:INFO: requests: 2.27.1 -2022-06-21 18:39:16,677:INFO: requests: 2.27.1 -2022-06-21 18:39:16,678:INFO: scikitplot: 0.3.7 -2022-06-21 18:39:16,678:INFO: scikitplot: 0.3.7 -2022-06-21 18:39:16,679:INFO: matplotlib: 3.4.3 -2022-06-21 18:39:16,679:INFO: matplotlib: 3.4.3 -2022-06-21 18:39:16,679:INFO: yellowbrick: 1.4 -2022-06-21 18:39:16,679:INFO: yellowbrick: 1.4 -2022-06-21 18:39:16,680:INFO: scikitplot: 0.3.7 -2022-06-21 18:39:16,680:INFO: scikitplot: 0.3.7 -2022-06-21 18:39:16,680:INFO: plotly: 5.5.0 -2022-06-21 18:39:16,680:INFO: plotly: 5.5.0 -2022-06-21 18:39:16,681:INFO: yellowbrick: 1.4 -2022-06-21 18:39:16,681:INFO: yellowbrick: 1.4 -2022-06-21 18:39:16,681:INFO: kaleido: 0.2.1 -2022-06-21 18:39:16,681:INFO: kaleido: 0.2.1 -2022-06-21 18:39:16,681:INFO: plotly: 5.5.0 -2022-06-21 18:39:16,681:INFO: plotly: 5.5.0 -2022-06-21 18:39:16,682:INFO: statsmodels: 0.12.2 -2022-06-21 18:39:16,682:INFO: statsmodels: 0.12.2 -2022-06-21 18:39:16,682:INFO: kaleido: 0.2.1 -2022-06-21 18:39:16,682:INFO: kaleido: 0.2.1 -2022-06-21 18:39:16,683:INFO: sktime: 0.11.4 -2022-06-21 18:39:16,683:INFO: statsmodels: 0.12.2 -2022-06-21 18:39:16,683:INFO: sktime: 0.11.4 -2022-06-21 18:39:16,683:INFO: statsmodels: 0.12.2 -2022-06-21 18:39:16,684:INFO: tbats: Installed but version unavailable -2022-06-21 18:39:16,684:INFO: tbats: Installed but version unavailable -2022-06-21 18:39:16,684:INFO: sktime: 0.11.4 -2022-06-21 18:39:16,684:INFO: sktime: 0.11.4 -2022-06-21 18:39:16,685:INFO: pmdarima: 1.8.5 -2022-06-21 18:39:16,685:INFO: pmdarima: 1.8.5 -2022-06-21 18:39:16,685:INFO: tbats: Installed but version unavailable -2022-06-21 18:39:16,685:INFO: tbats: Installed but version unavailable -2022-06-21 18:39:16,686:INFO: psutil: 5.9.0 -2022-06-21 18:39:16,686:INFO: psutil: 5.9.0 -2022-06-21 18:39:16,686:INFO: pmdarima: 1.8.5 -2022-06-21 18:39:16,686:INFO: pmdarima: 1.8.5 -2022-06-21 18:39:16,687:INFO: -PyCaret optional dependencies: -2022-06-21 18:39:16,687:INFO: -PyCaret optional dependencies: -2022-06-21 18:39:16,687:INFO: psutil: 5.9.0 -2022-06-21 18:39:16,687:INFO: psutil: 5.9.0 -2022-06-21 18:39:16,688:INFO: -PyCaret optional dependencies: -2022-06-21 18:39:16,688:INFO: -PyCaret optional dependencies: -2022-06-21 18:39:16,955:INFO: pip: 22.1.2 -2022-06-21 18:39:16,955:INFO: pip: 22.1.2 -2022-06-21 18:39:16,957:INFO: setuptools: Installed but version unavailable -2022-06-21 18:39:16,957:INFO: setuptools: Installed but version unavailable -2022-06-21 18:39:16,959:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:39:16,959:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:39:16,960:INFO: ipython: Not installed -2022-06-21 18:39:16,960:INFO: ipython: Not installed -2022-06-21 18:39:16,960:INFO: ipywidgets: 7.6.5 -2022-06-21 18:39:16,960:INFO: ipywidgets: 7.6.5 -2022-06-21 18:39:16,961:INFO: tqdm: 4.62.3 -2022-06-21 18:39:16,961:INFO: tqdm: 4.62.3 -2022-06-21 18:39:16,961:INFO: numpy: 1.21.5 -2022-06-21 18:39:16,961:INFO: numpy: 1.21.5 -2022-06-21 18:39:16,962:INFO: pandas: 1.3.5 -2022-06-21 18:39:16,962:INFO: pandas: 1.3.5 -2022-06-21 18:39:16,962:INFO: jinja2: 3.0.3 -2022-06-21 18:39:16,962:INFO: jinja2: 3.0.3 -2022-06-21 18:39:16,962:INFO: scipy: 1.7.1 -2022-06-21 18:39:16,962:INFO: scipy: 1.7.1 -2022-06-21 18:39:16,963:INFO: joblib: 1.1.0 -2022-06-21 18:39:16,963:INFO: joblib: 1.1.0 -2022-06-21 18:39:16,963:INFO: sklearn: 1.1.1 -2022-06-21 18:39:16,963:INFO: sklearn: 1.1.1 -2022-06-21 18:39:16,963:INFO: pyod: Installed but version unavailable -2022-06-21 18:39:16,963:INFO: pyod: Installed but version unavailable -2022-06-21 18:39:16,964:INFO: imblearn: 0.9.1 -2022-06-21 18:39:16,964:INFO: imblearn: 0.9.1 -2022-06-21 18:39:16,966:INFO: category_encoders: 2.5.0 -2022-06-21 18:39:16,966:INFO: category_encoders: 2.5.0 -2022-06-21 18:39:16,969:INFO: lightgbm: 3.2.1 -2022-06-21 18:39:16,969:INFO: lightgbm: 3.2.1 -2022-06-21 18:39:16,970:INFO: numba: 0.55.2 -2022-06-21 18:39:16,970:INFO: numba: 0.55.2 -2022-06-21 18:39:16,971:INFO: requests: 2.27.1 -2022-06-21 18:39:16,971:INFO: requests: 2.27.1 -2022-06-21 18:39:16,971:INFO: matplotlib: 3.4.3 -2022-06-21 18:39:16,971:INFO: matplotlib: 3.4.3 -2022-06-21 18:39:16,972:INFO: scikitplot: 0.3.7 -2022-06-21 18:39:16,972:INFO: scikitplot: 0.3.7 -2022-06-21 18:39:16,972:INFO: yellowbrick: 1.4 -2022-06-21 18:39:16,972:INFO: yellowbrick: 1.4 -2022-06-21 18:39:16,981:INFO: plotly: 5.5.0 -2022-06-21 18:39:16,981:INFO: plotly: 5.5.0 -2022-06-21 18:39:16,984:INFO: kaleido: 0.2.1 -2022-06-21 18:39:16,984:INFO: kaleido: 0.2.1 -2022-06-21 18:39:16,985:INFO: statsmodels: 0.12.2 -2022-06-21 18:39:16,985:INFO: statsmodels: 0.12.2 -2022-06-21 18:39:16,987:INFO: sktime: 0.11.4 -2022-06-21 18:39:16,987:INFO: sktime: 0.11.4 -2022-06-21 18:39:16,989:INFO: tbats: Installed but version unavailable -2022-06-21 18:39:16,989:INFO: tbats: Installed but version unavailable -2022-06-21 18:39:16,995:INFO: pmdarima: 1.8.5 -2022-06-21 18:39:16,995:INFO: pmdarima: 1.8.5 -2022-06-21 18:39:16,999:INFO: psutil: 5.9.0 -2022-06-21 18:39:16,999:INFO: psutil: 5.9.0 -2022-06-21 18:39:17,001:INFO: -PyCaret optional dependencies: -2022-06-21 18:39:17,001:INFO: -PyCaret optional dependencies: -2022-06-21 18:39:19,171:WARNING: -The dash_html_components package is deprecated. Please replace -`import dash_html_components as html` with `from dash import html` - -2022-06-21 18:39:19,171:WARNING: -The dash_html_components package is deprecated. Please replace -`import dash_html_components as html` with `from dash import html` - -2022-06-21 18:39:19,183:WARNING: -The dash_core_components package is deprecated. Please replace -`import dash_core_components as dcc` with `from dash import dcc` - -2022-06-21 18:39:19,183:WARNING: -The dash_core_components package is deprecated. Please replace -`import dash_core_components as dcc` with `from dash import dcc` - -2022-06-21 18:39:20,103:INFO:Alert! from version 0.1.39, fter importing, you must do '%matplotlib inline' to display charts in Jupyter Notebooks. - AV = AutoViz_Class() - dfte = AV.AutoViz(filename, sep=',', depVar='', dfte=None, header=0, verbose=0, lowess=False, - chart_format='svg',max_rows_analyzed=150000,max_cols_analyzed=30, save_plot_dir=None) -2022-06-21 18:39:20,103:INFO:Alert! from version 0.1.39, fter importing, you must do '%matplotlib inline' to display charts in Jupyter Notebooks. - AV = AutoViz_Class() - dfte = AV.AutoViz(filename, sep=',', depVar='', dfte=None, header=0, verbose=0, lowess=False, - chart_format='svg',max_rows_analyzed=150000,max_cols_analyzed=30, save_plot_dir=None) -2022-06-21 18:39:20,103:INFO:Note: verbose=0 or 1 generates charts and displays them in your local Jupyter notebook. -2022-06-21 18:39:20,103:INFO:Note: verbose=0 or 1 generates charts and displays them in your local Jupyter notebook. -2022-06-21 18:39:20,107:INFO: verbose=2 does not display plots but saves them in AutoViz_Plots folder in local machine. -2022-06-21 18:39:20,107:INFO: verbose=2 does not display plots but saves them in AutoViz_Plots folder in local machine. -2022-06-21 18:39:20,107:INFO:Updated: chart_format='bokeh' generates and displays charts in your local Jupyter notebook. -2022-06-21 18:39:20,107:INFO:Updated: chart_format='bokeh' generates and displays charts in your local Jupyter notebook. -2022-06-21 18:39:20,108:INFO: chart_format='server' generates and displays charts in the browser - one tab for each chart. -2022-06-21 18:39:20,108:INFO: chart_format='server' generates and displays charts in the browser - one tab for each chart. -2022-06-21 18:39:20,113:INFO: chart_format='html' silently saves charts HTML format - they are also interactive! -2022-06-21 18:39:20,113:INFO: chart_format='html' silently saves charts HTML format - they are also interactive! -2022-06-21 18:39:23,668:INFO: shap: 0.39.0 -2022-06-21 18:39:23,668:INFO: shap: 0.39.0 -2022-06-21 18:39:23,669:INFO: interpret: 0.2.7 -2022-06-21 18:39:23,669:INFO: interpret: 0.2.7 -2022-06-21 18:39:23,669:INFO: umap: Installed but version unavailable -2022-06-21 18:39:23,669:INFO: umap: Installed but version unavailable -2022-06-21 18:39:23,670:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:39:23,670:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:39:23,670:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:39:23,670:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:39:23,670:INFO: autoviz: 0.1.39 -2022-06-21 18:39:23,670:INFO: autoviz: 0.1.39 -2022-06-21 18:39:23,671:INFO: fairlearn: 0.7.0 -2022-06-21 18:39:23,671:INFO: fairlearn: 0.7.0 -2022-06-21 18:39:23,672:INFO: xgboost: 1.4.0 -2022-06-21 18:39:23,672:INFO: xgboost: 1.4.0 -2022-06-21 18:39:23,673:INFO: catboost: 1.0.6 -2022-06-21 18:39:23,673:INFO: catboost: 1.0.6 -2022-06-21 18:39:23,673:INFO: kmodes: 0.12.1 -2022-06-21 18:39:23,673:INFO: kmodes: 0.12.1 -2022-06-21 18:39:23,674:INFO: mlxtend: 0.20.0 -2022-06-21 18:39:23,674:INFO: mlxtend: 0.20.0 -2022-06-21 18:39:23,674:INFO: statsforecast: 0.5.5 -2022-06-21 18:39:23,674:INFO: statsforecast: 0.5.5 -2022-06-21 18:39:23,675:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:39:23,675:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:39:23,675:INFO: ray: 1.12.1 -2022-06-21 18:39:23,675:INFO: ray: 1.12.1 -2022-06-21 18:39:23,678:INFO: hyperopt: 0.2.7 -2022-06-21 18:39:23,678:INFO: hyperopt: 0.2.7 -2022-06-21 18:39:23,694:INFO: optuna: 2.10.0 -2022-06-21 18:39:23,694:INFO: optuna: 2.10.0 -2022-06-21 18:39:23,705:INFO: skopt: 0.9.0 -2022-06-21 18:39:23,705:INFO: skopt: 0.9.0 -2022-06-21 18:39:23,706:INFO: mlflow: 1.26.1 -2022-06-21 18:39:23,706:INFO: mlflow: 1.26.1 -2022-06-21 18:39:23,706:INFO: gradio: Installed but version unavailable -2022-06-21 18:39:23,706:INFO: gradio: Installed but version unavailable -2022-06-21 18:39:23,707:INFO: fastapi: 0.75.2 -2022-06-21 18:39:23,707:INFO: fastapi: 0.75.2 -2022-06-21 18:39:23,708:INFO: uvicorn: 0.17.6 -2022-06-21 18:39:23,708:INFO: uvicorn: 0.17.6 -2022-06-21 18:39:23,710:INFO: m2cgen: 0.10.0 -2022-06-21 18:39:23,710:INFO: m2cgen: 0.10.0 -2022-06-21 18:39:23,710:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:39:23,710:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:39:23,711:INFO: nltk: 3.6.5 -2022-06-21 18:39:23,711:INFO: nltk: 3.6.5 -2022-06-21 18:39:23,712:INFO: pyLDAvis: Not installed -2022-06-21 18:39:23,712:INFO: pyLDAvis: Not installed -2022-06-21 18:39:23,713:INFO: gensim: Not installed -2022-06-21 18:39:23,713:INFO: gensim: Not installed -2022-06-21 18:39:23,713:INFO: spacy: Not installed -2022-06-21 18:39:23,713:INFO: spacy: Not installed -2022-06-21 18:39:23,714:INFO: wordcloud: 1.8.1 -2022-06-21 18:39:23,714:INFO: wordcloud: 1.8.1 -2022-06-21 18:39:23,714:INFO: textblob: 0.17.1 -2022-06-21 18:39:23,714:INFO: textblob: 0.17.1 -2022-06-21 18:39:23,715:INFO: fugue: 0.6.6 -2022-06-21 18:39:23,715:INFO: fugue: 0.6.6 -2022-06-21 18:39:23,716:INFO: streamlit: 1.10.0 -2022-06-21 18:39:23,716:INFO: streamlit: 1.10.0 -2022-06-21 18:39:23,717:INFO: prophet: Not installed -2022-06-21 18:39:23,717:INFO: prophet: Not installed -2022-06-21 18:39:23,717:INFO:None -2022-06-21 18:39:23,717:INFO:None -2022-06-21 18:39:23,718:INFO:Set up data. -2022-06-21 18:39:23,718:INFO:Set up data. -2022-06-21 18:39:23,727:INFO:Set up train/test split. -2022-06-21 18:39:23,727:INFO:Set up train/test split. -2022-06-21 18:39:23,750:INFO:Assigning column types. -2022-06-21 18:39:23,750:INFO:Assigning column types. -2022-06-21 18:39:23,768:INFO:Set up folding strategy. -2022-06-21 18:39:23,768:INFO:Set up folding strategy. -2022-06-21 18:39:23,768:INFO:Preparing preprocessing pipeline... -2022-06-21 18:39:23,768:INFO:Preparing preprocessing pipeline... -2022-06-21 18:39:23,770:INFO:Set up simple imputation. -2022-06-21 18:39:23,770:INFO:Set up simple imputation. -2022-06-21 18:39:23,837:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:39:23,837:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:39:23,843:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:39:23,843:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:39:23,844:INFO:Creating final display dataframe. -2022-06-21 18:39:23,844:INFO:Creating final display dataframe. -2022-06-21 18:39:23,967:INFO:Setup display_container: Description Value -0 Session id 6236 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 7b79 -2022-06-21 18:39:23,967:INFO:Setup display_container: Description Value -0 Session id 6236 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 7b79 -2022-06-21 18:39:23,979:INFO: Description Value -0 Session id 6236 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 7b79 -2022-06-21 18:39:23,979:INFO: Description Value -0 Session id 6236 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 7b79 -2022-06-21 18:39:24,273:INFO:setup() successfully completed in 8.91s............... -2022-06-21 18:39:24,273:INFO:setup() successfully completed in 8.91s............... -2022-06-21 18:39:24,969:INFO: shap: 0.39.0 -2022-06-21 18:39:24,969:INFO: shap: 0.39.0 -2022-06-21 18:39:24,970:INFO: interpret: 0.2.7 -2022-06-21 18:39:24,970:INFO: interpret: 0.2.7 -2022-06-21 18:39:24,971:INFO: umap: Installed but version unavailable -2022-06-21 18:39:24,971:INFO: umap: Installed but version unavailable -2022-06-21 18:39:24,972:INFO: pandas_profiling: Installed but version unavailable -2022-06-21 18:39:24,972:INFO: pandas_profiling: Installed but version unavailable -2022-06-21 18:39:24,974:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:39:24,974:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:39:24,977:INFO: autoviz: 0.1.39 -2022-06-21 18:39:24,977:INFO: autoviz: 0.1.39 -2022-06-21 18:39:24,978:INFO: fairlearn: 0.7.0 -2022-06-21 18:39:24,978:INFO: fairlearn: 0.7.0 -2022-06-21 18:39:24,978:INFO: xgboost: 1.4.0 -2022-06-21 18:39:24,978:INFO: xgboost: 1.4.0 -2022-06-21 18:39:24,980:INFO: catboost: 1.0.6 -2022-06-21 18:39:24,980:INFO: catboost: 1.0.6 -2022-06-21 18:39:24,980:INFO: kmodes: 0.12.1 -2022-06-21 18:39:24,980:INFO: kmodes: 0.12.1 -2022-06-21 18:39:24,982:INFO: mlxtend: 0.20.0 -2022-06-21 18:39:24,982:INFO: mlxtend: 0.20.0 -2022-06-21 18:39:24,983:INFO: statsforecast: 0.5.5 -2022-06-21 18:39:24,983:INFO: statsforecast: 0.5.5 -2022-06-21 18:39:24,983:INFO: tune_sklearn: Installed but version unavailable -2022-06-21 18:39:24,983:INFO: tune_sklearn: Installed but version unavailable -2022-06-21 18:39:24,985:INFO: ray: 1.12.1 -2022-06-21 18:39:24,985:INFO: ray: 1.12.1 -2022-06-21 18:39:24,985:INFO: hyperopt: 0.2.7 -2022-06-21 18:39:24,985:INFO: hyperopt: 0.2.7 -2022-06-21 18:39:24,988:INFO: optuna: 2.10.0 -2022-06-21 18:39:24,988:INFO: optuna: 2.10.0 -2022-06-21 18:39:24,988:INFO: skopt: 0.9.0 -2022-06-21 18:39:24,988:INFO: skopt: 0.9.0 -2022-06-21 18:39:24,991:INFO: mlflow: 1.26.1 -2022-06-21 18:39:24,991:INFO: mlflow: 1.26.1 -2022-06-21 18:39:24,993:INFO: gradio: 3.0.11 -2022-06-21 18:39:24,993:INFO: gradio: 3.0.11 -2022-06-21 18:39:24,995:INFO: fastapi: 0.75.2 -2022-06-21 18:39:24,995:INFO: fastapi: 0.75.2 -2022-06-21 18:39:24,996:INFO: uvicorn: 0.17.6 -2022-06-21 18:39:24,996:INFO: uvicorn: 0.17.6 -2022-06-21 18:39:25,000:INFO: m2cgen: 0.10.0 -2022-06-21 18:39:25,000:INFO: m2cgen: 0.10.0 -2022-06-21 18:39:25,002:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:39:25,002:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:39:25,003:INFO: nltk: 3.6.5 -2022-06-21 18:39:25,003:INFO: nltk: 3.6.5 -2022-06-21 18:39:25,003:INFO: pyLDAvis: Not installed -2022-06-21 18:39:25,003:INFO: pyLDAvis: Not installed -2022-06-21 18:39:25,004:INFO: gensim: Not installed -2022-06-21 18:39:25,004:INFO: gensim: Not installed -2022-06-21 18:39:25,005:INFO: spacy: Not installed -2022-06-21 18:39:25,005:INFO: spacy: Not installed -2022-06-21 18:39:25,006:INFO: wordcloud: 1.8.1 -2022-06-21 18:39:25,006:INFO: wordcloud: 1.8.1 -2022-06-21 18:39:25,007:INFO: textblob: 0.17.1 -2022-06-21 18:39:25,007:INFO: textblob: 0.17.1 -2022-06-21 18:39:25,011:INFO: fugue: 0.6.6 -2022-06-21 18:39:25,011:INFO: fugue: 0.6.6 -2022-06-21 18:39:25,015:INFO: streamlit: 1.10.0 -2022-06-21 18:39:25,015:INFO: streamlit: 1.10.0 -2022-06-21 18:39:25,016:INFO: prophet: Not installed -2022-06-21 18:39:25,016:INFO: prophet: Not installed -2022-06-21 18:39:25,017:INFO:None -2022-06-21 18:39:25,017:INFO:None -2022-06-21 18:39:25,018:INFO:Set up data. -2022-06-21 18:39:25,018:INFO:Set up data. -2022-06-21 18:39:25,025:INFO:Set up train/test split. -2022-06-21 18:39:25,025:INFO:Set up train/test split. -2022-06-21 18:39:25,042:INFO:Assigning column types. -2022-06-21 18:39:25,042:INFO:Assigning column types. -2022-06-21 18:39:25,052:INFO:Set up folding strategy. -2022-06-21 18:39:25,052:INFO:Set up folding strategy. -2022-06-21 18:39:25,053:INFO:Preparing preprocessing pipeline... -2022-06-21 18:39:25,053:INFO:Preparing preprocessing pipeline... -2022-06-21 18:39:25,059:INFO:Set up simple imputation. -2022-06-21 18:39:25,059:INFO:Set up simple imputation. -2022-06-21 18:39:25,109:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:39:25,109:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:39:25,111:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:39:25,111:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:39:25,112:INFO:Creating final display dataframe. -2022-06-21 18:39:25,112:INFO:Creating final display dataframe. -2022-06-21 18:39:25,214:INFO:Setup display_container: Description Value -0 Session id 5432 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b652 -2022-06-21 18:39:25,214:INFO:Setup display_container: Description Value -0 Session id 5432 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b652 -2022-06-21 18:39:25,241:INFO: Description Value -0 Session id 5432 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b652 -2022-06-21 18:39:25,241:INFO: Description Value -0 Session id 5432 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b652 -2022-06-21 18:39:25,487:INFO:setup() successfully completed in 10.1s............... -2022-06-21 18:39:25,487:INFO:setup() successfully completed in 10.1s............... -2022-06-21 18:39:25,491:INFO: shap: 0.39.0 -2022-06-21 18:39:25,491:INFO: shap: 0.39.0 -2022-06-21 18:39:25,492:INFO: interpret: 0.2.7 -2022-06-21 18:39:25,492:INFO: interpret: 0.2.7 -2022-06-21 18:39:25,723:INFO: umap: 0.5.3 -2022-06-21 18:39:25,723:INFO: umap: 0.5.3 -2022-06-21 18:39:25,724:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:39:25,724:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:39:25,724:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:39:25,724:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:39:25,725:INFO: autoviz: 0.1.39 -2022-06-21 18:39:25,725:INFO: autoviz: 0.1.39 -2022-06-21 18:39:25,725:INFO: fairlearn: 0.7.0 -2022-06-21 18:39:25,725:INFO: fairlearn: 0.7.0 -2022-06-21 18:39:25,726:INFO: xgboost: 1.4.0 -2022-06-21 18:39:25,726:INFO: xgboost: 1.4.0 -2022-06-21 18:39:25,726:INFO: catboost: 1.0.6 -2022-06-21 18:39:25,726:INFO: catboost: 1.0.6 -2022-06-21 18:39:25,727:INFO: kmodes: 0.12.1 -2022-06-21 18:39:25,727:INFO: kmodes: 0.12.1 -2022-06-21 18:39:25,727:INFO: mlxtend: 0.20.0 -2022-06-21 18:39:25,727:INFO: mlxtend: 0.20.0 -2022-06-21 18:39:25,727:INFO: statsforecast: 0.5.5 -2022-06-21 18:39:25,727:INFO: statsforecast: 0.5.5 -2022-06-21 18:39:25,728:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:39:25,728:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:39:25,728:INFO: ray: 1.12.1 -2022-06-21 18:39:25,728:INFO: ray: 1.12.1 -2022-06-21 18:39:25,729:INFO: hyperopt: 0.2.7 -2022-06-21 18:39:25,729:INFO: hyperopt: 0.2.7 -2022-06-21 18:39:25,729:INFO: optuna: 2.10.0 -2022-06-21 18:39:25,729:INFO: optuna: 2.10.0 -2022-06-21 18:39:25,729:INFO: skopt: 0.9.0 -2022-06-21 18:39:25,729:INFO: skopt: 0.9.0 -2022-06-21 18:39:25,730:INFO: mlflow: 1.26.1 -2022-06-21 18:39:25,730:INFO: mlflow: 1.26.1 -2022-06-21 18:39:25,730:INFO: gradio: 3.0.11 -2022-06-21 18:39:25,730:INFO: gradio: 3.0.11 -2022-06-21 18:39:25,730:INFO: fastapi: 0.75.2 -2022-06-21 18:39:25,730:INFO: fastapi: 0.75.2 -2022-06-21 18:39:25,731:INFO: uvicorn: 0.17.6 -2022-06-21 18:39:25,731:INFO: uvicorn: 0.17.6 -2022-06-21 18:39:25,731:INFO: m2cgen: 0.10.0 -2022-06-21 18:39:25,731:INFO: m2cgen: 0.10.0 -2022-06-21 18:39:25,732:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:39:25,732:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:39:25,732:INFO: nltk: 3.6.5 -2022-06-21 18:39:25,732:INFO: nltk: 3.6.5 -2022-06-21 18:39:25,734:INFO: pyLDAvis: Not installed -2022-06-21 18:39:25,734:INFO: pyLDAvis: Not installed -2022-06-21 18:39:25,735:INFO: gensim: Not installed -2022-06-21 18:39:25,735:INFO: gensim: Not installed -2022-06-21 18:39:25,736:INFO: spacy: Not installed -2022-06-21 18:39:25,736:INFO: spacy: Not installed -2022-06-21 18:39:25,736:INFO: wordcloud: 1.8.1 -2022-06-21 18:39:25,736:INFO: wordcloud: 1.8.1 -2022-06-21 18:39:25,737:INFO: textblob: 0.17.1 -2022-06-21 18:39:25,737:INFO: textblob: 0.17.1 -2022-06-21 18:39:25,737:INFO: fugue: 0.6.6 -2022-06-21 18:39:25,737:INFO: fugue: 0.6.6 -2022-06-21 18:39:25,738:INFO: streamlit: 1.10.0 -2022-06-21 18:39:25,738:INFO: streamlit: 1.10.0 -2022-06-21 18:39:25,738:INFO: prophet: Not installed -2022-06-21 18:39:25,738:INFO: prophet: Not installed -2022-06-21 18:39:25,738:INFO:None -2022-06-21 18:39:25,738:INFO:None -2022-06-21 18:39:25,739:INFO:Set up data. -2022-06-21 18:39:25,739:INFO:Set up data. -2022-06-21 18:39:25,745:INFO:Set up train/test split. -2022-06-21 18:39:25,745:INFO:Set up train/test split. -2022-06-21 18:39:25,756:INFO:Assigning column types. -2022-06-21 18:39:25,756:INFO:Assigning column types. -2022-06-21 18:39:25,765:INFO:Set up folding strategy. -2022-06-21 18:39:25,765:INFO:Set up folding strategy. -2022-06-21 18:39:25,765:INFO:Preparing preprocessing pipeline... -2022-06-21 18:39:25,765:INFO:Preparing preprocessing pipeline... -2022-06-21 18:39:25,768:INFO:Set up simple imputation. -2022-06-21 18:39:25,768:INFO:Set up simple imputation. -2022-06-21 18:39:25,819:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:39:25,819:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:39:25,822:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:39:25,822:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:39:25,823:INFO:Creating final display dataframe. -2022-06-21 18:39:25,823:INFO:Creating final display dataframe. -2022-06-21 18:39:25,911:INFO:Setup display_container: Description Value -0 Session id 5497 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI f2b6 -2022-06-21 18:39:25,911:INFO:Setup display_container: Description Value -0 Session id 5497 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI f2b6 -2022-06-21 18:39:25,927:INFO: Description Value -0 Session id 5497 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI f2b6 -2022-06-21 18:39:25,927:INFO: Description Value -0 Session id 5497 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI f2b6 -2022-06-21 18:39:26,182:INFO:setup() successfully completed in 10.8s............... -2022-06-21 18:39:26,182:INFO:setup() successfully completed in 10.8s............... -2022-06-21 18:39:26,183:INFO:Initializing compare_models() -2022-06-21 18:39:26,183:INFO:Initializing compare_models() -2022-06-21 18:39:26,184:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:39:26,184:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:39:26,184:INFO:Checking exceptions -2022-06-21 18:39:26,184:INFO:Checking exceptions -2022-06-21 18:39:26,193:INFO:Preparing display monitor -2022-06-21 18:39:26,193:INFO:Preparing display monitor -2022-06-21 18:39:26,200:INFO:Initializing Logistic Regression -2022-06-21 18:39:26,200:INFO:Initializing Logistic Regression -2022-06-21 18:39:26,201:INFO:Total runtime is 1.4996528625488281e-05 minutes -2022-06-21 18:39:26,201:INFO:Total runtime is 1.4996528625488281e-05 minutes -2022-06-21 18:39:26,202:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:26,202:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:26,203:INFO:Initializing create_model() -2022-06-21 18:39:26,203:INFO:Initializing create_model() -2022-06-21 18:39:26,203:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:26,203:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:26,204:INFO:Checking exceptions -2022-06-21 18:39:26,204:INFO:Checking exceptions -2022-06-21 18:39:26,209:INFO:Importing libraries -2022-06-21 18:39:26,209:INFO:Importing libraries -2022-06-21 18:39:26,210:INFO:Copying training dataset -2022-06-21 18:39:26,210:INFO:Copying training dataset -2022-06-21 18:39:26,219:INFO:Defining folds -2022-06-21 18:39:26,219:INFO:Defining folds -2022-06-21 18:39:26,220:INFO:Declaring metric variables -2022-06-21 18:39:26,220:INFO:Declaring metric variables -2022-06-21 18:39:26,222:INFO:Importing untrained model -2022-06-21 18:39:26,222:INFO:Importing untrained model -2022-06-21 18:39:26,223:INFO:Logistic Regression Imported successfully -2022-06-21 18:39:26,223:INFO:Logistic Regression Imported successfully -2022-06-21 18:39:26,224:INFO:Starting cross validation -2022-06-21 18:39:26,224:INFO:Starting cross validation -2022-06-21 18:39:26,225:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:26,225:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:28,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:28,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,175:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,413:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,422:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,589:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,596:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,600:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,625:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,639:INFO:Calculating mean and std -2022-06-21 18:39:29,639:INFO:Calculating mean and std -2022-06-21 18:39:29,640:INFO:Creating metrics dataframe -2022-06-21 18:39:29,640:INFO:Creating metrics dataframe -2022-06-21 18:39:29,647:INFO:Uploading results into container -2022-06-21 18:39:29,647:INFO:Uploading results into container -2022-06-21 18:39:29,648:INFO:Uploading model into container now -2022-06-21 18:39:29,648:INFO:Uploading model into container now -2022-06-21 18:39:29,649:INFO:master_model_container: 1 -2022-06-21 18:39:29,649:INFO:master_model_container: 1 -2022-06-21 18:39:29,650:INFO:display_container: 2 -2022-06-21 18:39:29,650:INFO:display_container: 2 -2022-06-21 18:39:29,651:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=5497, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:39:29,651:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=5497, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:39:29,651:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:29,651:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:29,882:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:29,882:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:29,882:INFO:Creating metrics dataframe -2022-06-21 18:39:29,882:INFO:Creating metrics dataframe -2022-06-21 18:39:29,890:INFO:Initializing K Neighbors Classifier -2022-06-21 18:39:29,890:INFO:Initializing K Neighbors Classifier -2022-06-21 18:39:29,890:INFO:Total runtime is 0.06150805155436198 minutes -2022-06-21 18:39:29,890:INFO:Total runtime is 0.06150805155436198 minutes -2022-06-21 18:39:29,892:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:29,892:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:29,893:INFO:Initializing create_model() -2022-06-21 18:39:29,893:INFO:Initializing create_model() -2022-06-21 18:39:29,893:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:29,893:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:29,895:INFO:Checking exceptions -2022-06-21 18:39:29,895:INFO:Checking exceptions -2022-06-21 18:39:29,900:INFO:Importing libraries -2022-06-21 18:39:29,900:INFO:Importing libraries -2022-06-21 18:39:29,900:INFO:Copying training dataset -2022-06-21 18:39:29,900:INFO:Copying training dataset -2022-06-21 18:39:29,913:INFO:Defining folds -2022-06-21 18:39:29,913:INFO:Defining folds -2022-06-21 18:39:29,914:INFO:Declaring metric variables -2022-06-21 18:39:29,914:INFO:Declaring metric variables -2022-06-21 18:39:29,915:INFO:Importing untrained model -2022-06-21 18:39:29,915:INFO:Importing untrained model -2022-06-21 18:39:29,915:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:39:29,915:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:39:29,917:INFO:Starting cross validation -2022-06-21 18:39:29,917:INFO:Starting cross validation -2022-06-21 18:39:29,920:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:29,920:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:29,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:29,988:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,012:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,172:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,172:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,219:INFO:Calculating mean and std -2022-06-21 18:39:30,219:INFO:Calculating mean and std -2022-06-21 18:39:30,220:INFO:Creating metrics dataframe -2022-06-21 18:39:30,220:INFO:Creating metrics dataframe -2022-06-21 18:39:30,227:INFO:Uploading results into container -2022-06-21 18:39:30,227:INFO:Uploading results into container -2022-06-21 18:39:30,228:INFO:Uploading model into container now -2022-06-21 18:39:30,228:INFO:Uploading model into container now -2022-06-21 18:39:30,230:INFO:master_model_container: 2 -2022-06-21 18:39:30,230:INFO:master_model_container: 2 -2022-06-21 18:39:30,231:INFO:display_container: 2 -2022-06-21 18:39:30,231:INFO:display_container: 2 -2022-06-21 18:39:30,232:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:39:30,232:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:39:30,233:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:30,233:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:30,447:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:30,447:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:30,447:INFO:Creating metrics dataframe -2022-06-21 18:39:30,447:INFO:Creating metrics dataframe -2022-06-21 18:39:30,457:INFO:Initializing Naive Bayes -2022-06-21 18:39:30,457:INFO:Initializing Naive Bayes -2022-06-21 18:39:30,458:INFO:Total runtime is 0.07096881071726481 minutes -2022-06-21 18:39:30,458:INFO:Total runtime is 0.07096881071726481 minutes -2022-06-21 18:39:30,459:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:30,459:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:30,460:INFO:Initializing create_model() -2022-06-21 18:39:30,460:INFO:Initializing create_model() -2022-06-21 18:39:30,461:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:30,461:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:30,461:INFO:Checking exceptions -2022-06-21 18:39:30,461:INFO:Checking exceptions -2022-06-21 18:39:30,464:INFO:Importing libraries -2022-06-21 18:39:30,464:INFO:Importing libraries -2022-06-21 18:39:30,464:INFO:Copying training dataset -2022-06-21 18:39:30,464:INFO:Copying training dataset -2022-06-21 18:39:30,468:INFO:Defining folds -2022-06-21 18:39:30,468:INFO:Defining folds -2022-06-21 18:39:30,468:INFO:Declaring metric variables -2022-06-21 18:39:30,468:INFO:Declaring metric variables -2022-06-21 18:39:30,469:INFO:Importing untrained model -2022-06-21 18:39:30,469:INFO:Importing untrained model -2022-06-21 18:39:30,470:INFO:Naive Bayes Imported successfully -2022-06-21 18:39:30,470:INFO:Naive Bayes Imported successfully -2022-06-21 18:39:30,472:INFO:Starting cross validation -2022-06-21 18:39:30,472:INFO:Starting cross validation -2022-06-21 18:39:30,473:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:30,473:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:30,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,520:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,529:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,584:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,596:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,625:INFO:Calculating mean and std -2022-06-21 18:39:30,625:INFO:Calculating mean and std -2022-06-21 18:39:30,626:INFO:Creating metrics dataframe -2022-06-21 18:39:30,626:INFO:Creating metrics dataframe -2022-06-21 18:39:30,630:INFO:Uploading results into container -2022-06-21 18:39:30,630:INFO:Uploading results into container -2022-06-21 18:39:30,631:INFO:Uploading model into container now -2022-06-21 18:39:30,631:INFO:Uploading model into container now -2022-06-21 18:39:30,632:INFO:master_model_container: 3 -2022-06-21 18:39:30,632:INFO:master_model_container: 3 -2022-06-21 18:39:30,633:INFO:display_container: 2 -2022-06-21 18:39:30,633:INFO:display_container: 2 -2022-06-21 18:39:30,633:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:39:30,633:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:39:30,633:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:30,633:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:30,864:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:30,864:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:30,864:INFO:Creating metrics dataframe -2022-06-21 18:39:30,864:INFO:Creating metrics dataframe -2022-06-21 18:39:30,871:INFO:Initializing Decision Tree Classifier -2022-06-21 18:39:30,871:INFO:Initializing Decision Tree Classifier -2022-06-21 18:39:30,872:INFO:Total runtime is 0.07786348263422647 minutes -2022-06-21 18:39:30,872:INFO:Total runtime is 0.07786348263422647 minutes -2022-06-21 18:39:30,873:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:30,873:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:30,873:INFO:Initializing create_model() -2022-06-21 18:39:30,873:INFO:Initializing create_model() -2022-06-21 18:39:30,874:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:30,874:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:30,875:INFO:Checking exceptions -2022-06-21 18:39:30,875:INFO:Checking exceptions -2022-06-21 18:39:30,878:INFO:Importing libraries -2022-06-21 18:39:30,878:INFO:Importing libraries -2022-06-21 18:39:30,878:INFO:Copying training dataset -2022-06-21 18:39:30,878:INFO:Copying training dataset -2022-06-21 18:39:30,882:INFO:Defining folds -2022-06-21 18:39:30,882:INFO:Defining folds -2022-06-21 18:39:30,882:INFO:Declaring metric variables -2022-06-21 18:39:30,882:INFO:Declaring metric variables -2022-06-21 18:39:30,884:INFO:Importing untrained model -2022-06-21 18:39:30,884:INFO:Importing untrained model -2022-06-21 18:39:30,887:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:39:30,887:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:39:30,889:INFO:Starting cross validation -2022-06-21 18:39:30,889:INFO:Starting cross validation -2022-06-21 18:39:30,891:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:30,891:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:30,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,934:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:30,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,029:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,045:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,059:INFO:Calculating mean and std -2022-06-21 18:39:31,059:INFO:Calculating mean and std -2022-06-21 18:39:31,060:INFO:Creating metrics dataframe -2022-06-21 18:39:31,060:INFO:Creating metrics dataframe -2022-06-21 18:39:31,066:INFO:Uploading results into container -2022-06-21 18:39:31,066:INFO:Uploading results into container -2022-06-21 18:39:31,067:INFO:Uploading model into container now -2022-06-21 18:39:31,067:INFO:Uploading model into container now -2022-06-21 18:39:31,068:INFO:master_model_container: 4 -2022-06-21 18:39:31,068:INFO:master_model_container: 4 -2022-06-21 18:39:31,068:INFO:display_container: 2 -2022-06-21 18:39:31,068:INFO:display_container: 2 -2022-06-21 18:39:31,069:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=5497, splitter='best') -2022-06-21 18:39:31,069:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=5497, splitter='best') -2022-06-21 18:39:31,070:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:31,070:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:31,281:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:31,281:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:31,282:INFO:Creating metrics dataframe -2022-06-21 18:39:31,282:INFO:Creating metrics dataframe -2022-06-21 18:39:31,290:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:39:31,290:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:39:31,291:INFO:Total runtime is 0.0848506212234497 minutes -2022-06-21 18:39:31,291:INFO:Total runtime is 0.0848506212234497 minutes -2022-06-21 18:39:31,293:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:31,293:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:31,293:INFO:Initializing create_model() -2022-06-21 18:39:31,293:INFO:Initializing create_model() -2022-06-21 18:39:31,294:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:31,294:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:31,294:INFO:Checking exceptions -2022-06-21 18:39:31,294:INFO:Checking exceptions -2022-06-21 18:39:31,296:INFO:Importing libraries -2022-06-21 18:39:31,296:INFO:Importing libraries -2022-06-21 18:39:31,297:INFO:Copying training dataset -2022-06-21 18:39:31,297:INFO:Copying training dataset -2022-06-21 18:39:31,301:INFO:Defining folds -2022-06-21 18:39:31,301:INFO:Defining folds -2022-06-21 18:39:31,301:INFO:Declaring metric variables -2022-06-21 18:39:31,301:INFO:Declaring metric variables -2022-06-21 18:39:31,302:INFO:Importing untrained model -2022-06-21 18:39:31,302:INFO:Importing untrained model -2022-06-21 18:39:31,304:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:39:31,304:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:39:31,306:INFO:Starting cross validation -2022-06-21 18:39:31,306:INFO:Starting cross validation -2022-06-21 18:39:31,307:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:31,307:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:31,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,345:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,358:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,376:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,380:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,386:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,449:INFO:Calculating mean and std -2022-06-21 18:39:31,449:INFO:Calculating mean and std -2022-06-21 18:39:31,450:INFO:Creating metrics dataframe -2022-06-21 18:39:31,450:INFO:Creating metrics dataframe -2022-06-21 18:39:31,455:INFO:Uploading results into container -2022-06-21 18:39:31,455:INFO:Uploading results into container -2022-06-21 18:39:31,456:INFO:Uploading model into container now -2022-06-21 18:39:31,456:INFO:Uploading model into container now -2022-06-21 18:39:31,457:INFO:master_model_container: 5 -2022-06-21 18:39:31,457:INFO:master_model_container: 5 -2022-06-21 18:39:31,457:INFO:display_container: 2 -2022-06-21 18:39:31,457:INFO:display_container: 2 -2022-06-21 18:39:31,458:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=5497, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:39:31,458:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=5497, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:39:31,458:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:31,458:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:31,670:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:31,670:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:31,670:INFO:Creating metrics dataframe -2022-06-21 18:39:31,670:INFO:Creating metrics dataframe -2022-06-21 18:39:31,677:INFO:Initializing Ridge Classifier -2022-06-21 18:39:31,677:INFO:Initializing Ridge Classifier -2022-06-21 18:39:31,677:INFO:Total runtime is 0.09129182497660318 minutes -2022-06-21 18:39:31,677:INFO:Total runtime is 0.09129182497660318 minutes -2022-06-21 18:39:31,678:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:31,678:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:31,679:INFO:Initializing create_model() -2022-06-21 18:39:31,679:INFO:Initializing create_model() -2022-06-21 18:39:31,680:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:31,680:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:31,680:INFO:Checking exceptions -2022-06-21 18:39:31,680:INFO:Checking exceptions -2022-06-21 18:39:31,683:INFO:Importing libraries -2022-06-21 18:39:31,683:INFO:Importing libraries -2022-06-21 18:39:31,683:INFO:Copying training dataset -2022-06-21 18:39:31,683:INFO:Copying training dataset -2022-06-21 18:39:31,687:INFO:Defining folds -2022-06-21 18:39:31,687:INFO:Defining folds -2022-06-21 18:39:31,687:INFO:Declaring metric variables -2022-06-21 18:39:31,687:INFO:Declaring metric variables -2022-06-21 18:39:31,688:INFO:Importing untrained model -2022-06-21 18:39:31,688:INFO:Importing untrained model -2022-06-21 18:39:31,690:INFO:Ridge Classifier Imported successfully -2022-06-21 18:39:31,690:INFO:Ridge Classifier Imported successfully -2022-06-21 18:39:31,692:INFO:Starting cross validation -2022-06-21 18:39:31,692:INFO:Starting cross validation -2022-06-21 18:39:31,693:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:31,693:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:31,733:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,733:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,776:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,795:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,816:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,823:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:31,832:INFO:Calculating mean and std -2022-06-21 18:39:31,832:INFO:Calculating mean and std -2022-06-21 18:39:31,833:INFO:Creating metrics dataframe -2022-06-21 18:39:31,833:INFO:Creating metrics dataframe -2022-06-21 18:39:31,839:INFO:Uploading results into container -2022-06-21 18:39:31,839:INFO:Uploading results into container -2022-06-21 18:39:31,840:INFO:Uploading model into container now -2022-06-21 18:39:31,840:INFO:Uploading model into container now -2022-06-21 18:39:31,841:INFO:master_model_container: 6 -2022-06-21 18:39:31,841:INFO:master_model_container: 6 -2022-06-21 18:39:31,841:INFO:display_container: 2 -2022-06-21 18:39:31,841:INFO:display_container: 2 -2022-06-21 18:39:31,842:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5497, solver='auto', tol=0.001) -2022-06-21 18:39:31,842:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5497, solver='auto', tol=0.001) -2022-06-21 18:39:31,842:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:31,842:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:32,090:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:32,090:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:32,090:INFO:Creating metrics dataframe -2022-06-21 18:39:32,090:INFO:Creating metrics dataframe -2022-06-21 18:39:32,097:INFO:Initializing Random Forest Classifier -2022-06-21 18:39:32,097:INFO:Initializing Random Forest Classifier -2022-06-21 18:39:32,098:INFO:Total runtime is 0.0982956051826477 minutes -2022-06-21 18:39:32,098:INFO:Total runtime is 0.0982956051826477 minutes -2022-06-21 18:39:32,098:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:32,098:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:32,099:INFO:Initializing create_model() -2022-06-21 18:39:32,099:INFO:Initializing create_model() -2022-06-21 18:39:32,101:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:32,101:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:32,101:INFO:Checking exceptions -2022-06-21 18:39:32,101:INFO:Checking exceptions -2022-06-21 18:39:32,103:INFO:Importing libraries -2022-06-21 18:39:32,103:INFO:Importing libraries -2022-06-21 18:39:32,104:INFO:Copying training dataset -2022-06-21 18:39:32,104:INFO:Copying training dataset -2022-06-21 18:39:32,107:INFO:Defining folds -2022-06-21 18:39:32,107:INFO:Defining folds -2022-06-21 18:39:32,107:INFO:Declaring metric variables -2022-06-21 18:39:32,107:INFO:Declaring metric variables -2022-06-21 18:39:32,108:INFO:Importing untrained model -2022-06-21 18:39:32,108:INFO:Importing untrained model -2022-06-21 18:39:32,110:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:39:32,110:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:39:32,111:INFO:Starting cross validation -2022-06-21 18:39:32,111:INFO:Starting cross validation -2022-06-21 18:39:32,113:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:32,113:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:32,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,430:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,474:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,795:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,823:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:32,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,225:INFO:Calculating mean and std -2022-06-21 18:39:33,225:INFO:Calculating mean and std -2022-06-21 18:39:33,226:INFO:Creating metrics dataframe -2022-06-21 18:39:33,226:INFO:Creating metrics dataframe -2022-06-21 18:39:33,231:INFO:Uploading results into container -2022-06-21 18:39:33,231:INFO:Uploading results into container -2022-06-21 18:39:33,233:INFO:Uploading model into container now -2022-06-21 18:39:33,233:INFO:Uploading model into container now -2022-06-21 18:39:33,233:INFO:master_model_container: 7 -2022-06-21 18:39:33,233:INFO:master_model_container: 7 -2022-06-21 18:39:33,233:INFO:display_container: 2 -2022-06-21 18:39:33,233:INFO:display_container: 2 -2022-06-21 18:39:33,234:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5497, verbose=0, warm_start=False) -2022-06-21 18:39:33,234:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5497, verbose=0, warm_start=False) -2022-06-21 18:39:33,234:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:33,234:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:33,444:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:33,444:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:33,444:INFO:Creating metrics dataframe -2022-06-21 18:39:33,444:INFO:Creating metrics dataframe -2022-06-21 18:39:33,452:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:39:33,452:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:39:33,452:INFO:Total runtime is 0.12087517976760864 minutes -2022-06-21 18:39:33,452:INFO:Total runtime is 0.12087517976760864 minutes -2022-06-21 18:39:33,453:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:33,453:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:33,455:INFO:Initializing create_model() -2022-06-21 18:39:33,455:INFO:Initializing create_model() -2022-06-21 18:39:33,455:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:33,455:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:33,456:INFO:Checking exceptions -2022-06-21 18:39:33,456:INFO:Checking exceptions -2022-06-21 18:39:33,458:INFO:Importing libraries -2022-06-21 18:39:33,458:INFO:Importing libraries -2022-06-21 18:39:33,458:INFO:Copying training dataset -2022-06-21 18:39:33,458:INFO:Copying training dataset -2022-06-21 18:39:33,461:INFO:Defining folds -2022-06-21 18:39:33,461:INFO:Defining folds -2022-06-21 18:39:33,461:INFO:Declaring metric variables -2022-06-21 18:39:33,461:INFO:Declaring metric variables -2022-06-21 18:39:33,462:INFO:Importing untrained model -2022-06-21 18:39:33,462:INFO:Importing untrained model -2022-06-21 18:39:33,463:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:39:33,463:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:39:33,465:INFO:Starting cross validation -2022-06-21 18:39:33,465:INFO:Starting cross validation -2022-06-21 18:39:33,467:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:33,467:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:33,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,543:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,629:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,667:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,678:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,688:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:33,711:INFO:Calculating mean and std -2022-06-21 18:39:33,711:INFO:Calculating mean and std -2022-06-21 18:39:33,712:INFO:Creating metrics dataframe -2022-06-21 18:39:33,712:INFO:Creating metrics dataframe -2022-06-21 18:39:33,717:INFO:Uploading results into container -2022-06-21 18:39:33,717:INFO:Uploading results into container -2022-06-21 18:39:33,718:INFO:Uploading model into container now -2022-06-21 18:39:33,718:INFO:Uploading model into container now -2022-06-21 18:39:33,719:INFO:master_model_container: 8 -2022-06-21 18:39:33,719:INFO:master_model_container: 8 -2022-06-21 18:39:33,720:INFO:display_container: 2 -2022-06-21 18:39:33,720:INFO:display_container: 2 -2022-06-21 18:39:33,720:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:39:33,720:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:39:33,721:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:33,721:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:33,928:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:33,928:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:33,928:INFO:Creating metrics dataframe -2022-06-21 18:39:33,928:INFO:Creating metrics dataframe -2022-06-21 18:39:33,937:INFO:Initializing Ada Boost Classifier -2022-06-21 18:39:33,937:INFO:Initializing Ada Boost Classifier -2022-06-21 18:39:33,938:INFO:Total runtime is 0.12896360556284586 minutes -2022-06-21 18:39:33,938:INFO:Total runtime is 0.12896360556284586 minutes -2022-06-21 18:39:33,938:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:33,938:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:33,939:INFO:Initializing create_model() -2022-06-21 18:39:33,939:INFO:Initializing create_model() -2022-06-21 18:39:33,939:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:33,939:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:33,940:INFO:Checking exceptions -2022-06-21 18:39:33,940:INFO:Checking exceptions -2022-06-21 18:39:33,943:INFO:Importing libraries -2022-06-21 18:39:33,943:INFO:Importing libraries -2022-06-21 18:39:33,943:INFO:Copying training dataset -2022-06-21 18:39:33,943:INFO:Copying training dataset -2022-06-21 18:39:33,947:INFO:Defining folds -2022-06-21 18:39:33,947:INFO:Defining folds -2022-06-21 18:39:33,947:INFO:Declaring metric variables -2022-06-21 18:39:33,947:INFO:Declaring metric variables -2022-06-21 18:39:33,948:INFO:Importing untrained model -2022-06-21 18:39:33,948:INFO:Importing untrained model -2022-06-21 18:39:33,949:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:39:33,949:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:39:33,950:INFO:Starting cross validation -2022-06-21 18:39:33,950:INFO:Starting cross validation -2022-06-21 18:39:33,953:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:33,953:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:34,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,137:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,185:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,469:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,500:INFO:Calculating mean and std -2022-06-21 18:39:34,500:INFO:Calculating mean and std -2022-06-21 18:39:34,501:INFO:Creating metrics dataframe -2022-06-21 18:39:34,501:INFO:Creating metrics dataframe -2022-06-21 18:39:34,506:INFO:Uploading results into container -2022-06-21 18:39:34,506:INFO:Uploading results into container -2022-06-21 18:39:34,507:INFO:Uploading model into container now -2022-06-21 18:39:34,507:INFO:Uploading model into container now -2022-06-21 18:39:34,507:INFO:master_model_container: 9 -2022-06-21 18:39:34,507:INFO:master_model_container: 9 -2022-06-21 18:39:34,508:INFO:display_container: 2 -2022-06-21 18:39:34,508:INFO:display_container: 2 -2022-06-21 18:39:34,508:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=5497) -2022-06-21 18:39:34,508:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=5497) -2022-06-21 18:39:34,509:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:34,509:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:34,729:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:34,729:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:34,729:INFO:Creating metrics dataframe -2022-06-21 18:39:34,729:INFO:Creating metrics dataframe -2022-06-21 18:39:34,737:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:39:34,737:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:39:34,738:INFO:Total runtime is 0.14229451020558676 minutes -2022-06-21 18:39:34,738:INFO:Total runtime is 0.14229451020558676 minutes -2022-06-21 18:39:34,738:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:34,738:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:34,740:INFO:Initializing create_model() -2022-06-21 18:39:34,740:INFO:Initializing create_model() -2022-06-21 18:39:34,740:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:34,740:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:34,741:INFO:Checking exceptions -2022-06-21 18:39:34,741:INFO:Checking exceptions -2022-06-21 18:39:34,743:INFO:Importing libraries -2022-06-21 18:39:34,743:INFO:Importing libraries -2022-06-21 18:39:34,743:INFO:Copying training dataset -2022-06-21 18:39:34,743:INFO:Copying training dataset -2022-06-21 18:39:34,746:INFO:Defining folds -2022-06-21 18:39:34,746:INFO:Defining folds -2022-06-21 18:39:34,746:INFO:Declaring metric variables -2022-06-21 18:39:34,746:INFO:Declaring metric variables -2022-06-21 18:39:34,747:INFO:Importing untrained model -2022-06-21 18:39:34,747:INFO:Importing untrained model -2022-06-21 18:39:34,749:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:39:34,749:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:39:34,751:INFO:Starting cross validation -2022-06-21 18:39:34,751:INFO:Starting cross validation -2022-06-21 18:39:34,753:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:34,753:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:34,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:34,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,219:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,226:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,252:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,275:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,445:INFO:Calculating mean and std -2022-06-21 18:39:35,445:INFO:Calculating mean and std -2022-06-21 18:39:35,446:INFO:Creating metrics dataframe -2022-06-21 18:39:35,446:INFO:Creating metrics dataframe -2022-06-21 18:39:35,451:INFO:Uploading results into container -2022-06-21 18:39:35,451:INFO:Uploading results into container -2022-06-21 18:39:35,452:INFO:Uploading model into container now -2022-06-21 18:39:35,452:INFO:Uploading model into container now -2022-06-21 18:39:35,453:INFO:master_model_container: 10 -2022-06-21 18:39:35,453:INFO:master_model_container: 10 -2022-06-21 18:39:35,453:INFO:display_container: 2 -2022-06-21 18:39:35,453:INFO:display_container: 2 -2022-06-21 18:39:35,454:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=5497, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:39:35,454:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=5497, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:39:35,455:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:35,455:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:35,668:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:35,668:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:35,668:INFO:Creating metrics dataframe -2022-06-21 18:39:35,668:INFO:Creating metrics dataframe -2022-06-21 18:39:35,676:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:39:35,676:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:39:35,676:INFO:Total runtime is 0.1579351822535197 minutes -2022-06-21 18:39:35,676:INFO:Total runtime is 0.1579351822535197 minutes -2022-06-21 18:39:35,677:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:35,677:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:35,678:INFO:Initializing create_model() -2022-06-21 18:39:35,678:INFO:Initializing create_model() -2022-06-21 18:39:35,679:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:35,679:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:35,679:INFO:Checking exceptions -2022-06-21 18:39:35,679:INFO:Checking exceptions -2022-06-21 18:39:35,681:INFO:Importing libraries -2022-06-21 18:39:35,681:INFO:Importing libraries -2022-06-21 18:39:35,682:INFO:Copying training dataset -2022-06-21 18:39:35,682:INFO:Copying training dataset -2022-06-21 18:39:35,685:INFO:Defining folds -2022-06-21 18:39:35,685:INFO:Defining folds -2022-06-21 18:39:35,685:INFO:Declaring metric variables -2022-06-21 18:39:35,685:INFO:Declaring metric variables -2022-06-21 18:39:35,686:INFO:Importing untrained model -2022-06-21 18:39:35,686:INFO:Importing untrained model -2022-06-21 18:39:35,688:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:39:35,688:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:39:35,689:INFO:Starting cross validation -2022-06-21 18:39:35,689:INFO:Starting cross validation -2022-06-21 18:39:35,690:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:35,690:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:35,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,779:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,786:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,813:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,833:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:35,872:INFO:Calculating mean and std -2022-06-21 18:39:35,872:INFO:Calculating mean and std -2022-06-21 18:39:35,874:INFO:Creating metrics dataframe -2022-06-21 18:39:35,874:INFO:Creating metrics dataframe -2022-06-21 18:39:35,881:INFO:Uploading results into container -2022-06-21 18:39:35,881:INFO:Uploading results into container -2022-06-21 18:39:35,884:INFO:Uploading model into container now -2022-06-21 18:39:35,884:INFO:Uploading model into container now -2022-06-21 18:39:35,885:INFO:master_model_container: 11 -2022-06-21 18:39:35,885:INFO:master_model_container: 11 -2022-06-21 18:39:35,886:INFO:display_container: 2 -2022-06-21 18:39:35,886:INFO:display_container: 2 -2022-06-21 18:39:35,887:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:39:35,887:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:39:35,888:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:35,888:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:36,101:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:36,101:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:36,102:INFO:Creating metrics dataframe -2022-06-21 18:39:36,102:INFO:Creating metrics dataframe -2022-06-21 18:39:36,111:INFO:Initializing Extra Trees Classifier -2022-06-21 18:39:36,111:INFO:Initializing Extra Trees Classifier -2022-06-21 18:39:36,111:INFO:Total runtime is 0.16518774429957073 minutes -2022-06-21 18:39:36,111:INFO:Total runtime is 0.16518774429957073 minutes -2022-06-21 18:39:36,112:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:36,112:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:36,113:INFO:Initializing create_model() -2022-06-21 18:39:36,113:INFO:Initializing create_model() -2022-06-21 18:39:36,113:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:36,113:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:36,113:INFO:Checking exceptions -2022-06-21 18:39:36,113:INFO:Checking exceptions -2022-06-21 18:39:36,117:INFO:Importing libraries -2022-06-21 18:39:36,117:INFO:Importing libraries -2022-06-21 18:39:36,118:INFO:Copying training dataset -2022-06-21 18:39:36,118:INFO:Copying training dataset -2022-06-21 18:39:36,121:INFO:Defining folds -2022-06-21 18:39:36,121:INFO:Defining folds -2022-06-21 18:39:36,121:INFO:Declaring metric variables -2022-06-21 18:39:36,121:INFO:Declaring metric variables -2022-06-21 18:39:36,122:INFO:Importing untrained model -2022-06-21 18:39:36,122:INFO:Importing untrained model -2022-06-21 18:39:36,123:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:39:36,123:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:39:36,125:INFO:Starting cross validation -2022-06-21 18:39:36,125:INFO:Starting cross validation -2022-06-21 18:39:36,127:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:36,127:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:36,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,368:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,392:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,415:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,694:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:36,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:37,041:INFO:Calculating mean and std -2022-06-21 18:39:37,041:INFO:Calculating mean and std -2022-06-21 18:39:37,042:INFO:Creating metrics dataframe -2022-06-21 18:39:37,042:INFO:Creating metrics dataframe -2022-06-21 18:39:37,051:INFO:Uploading results into container -2022-06-21 18:39:37,051:INFO:Uploading results into container -2022-06-21 18:39:37,053:INFO:Uploading model into container now -2022-06-21 18:39:37,053:INFO:Uploading model into container now -2022-06-21 18:39:37,054:INFO:master_model_container: 12 -2022-06-21 18:39:37,054:INFO:master_model_container: 12 -2022-06-21 18:39:37,055:INFO:display_container: 2 -2022-06-21 18:39:37,055:INFO:display_container: 2 -2022-06-21 18:39:37,056:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5497, verbose=0, warm_start=False) -2022-06-21 18:39:37,056:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5497, verbose=0, warm_start=False) -2022-06-21 18:39:37,057:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:37,057:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:37,297:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:37,297:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:37,298:INFO:Creating metrics dataframe -2022-06-21 18:39:37,298:INFO:Creating metrics dataframe -2022-06-21 18:39:37,308:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:39:37,308:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:39:37,309:INFO:Total runtime is 0.18514795700709025 minutes -2022-06-21 18:39:37,309:INFO:Total runtime is 0.18514795700709025 minutes -2022-06-21 18:39:37,310:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:37,310:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:37,311:INFO:Initializing create_model() -2022-06-21 18:39:37,311:INFO:Initializing create_model() -2022-06-21 18:39:37,312:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:37,312:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:37,312:INFO:Checking exceptions -2022-06-21 18:39:37,312:INFO:Checking exceptions -2022-06-21 18:39:37,314:INFO:Importing libraries -2022-06-21 18:39:37,314:INFO:Importing libraries -2022-06-21 18:39:37,315:INFO:Copying training dataset -2022-06-21 18:39:37,315:INFO:Copying training dataset -2022-06-21 18:39:37,318:INFO:Defining folds -2022-06-21 18:39:37,318:INFO:Defining folds -2022-06-21 18:39:37,318:INFO:Declaring metric variables -2022-06-21 18:39:37,318:INFO:Declaring metric variables -2022-06-21 18:39:37,319:INFO:Importing untrained model -2022-06-21 18:39:37,319:INFO:Importing untrained model -2022-06-21 18:39:37,321:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:39:37,321:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:39:37,323:INFO:Starting cross validation -2022-06-21 18:39:37,323:INFO:Starting cross validation -2022-06-21 18:39:37,324:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:37,324:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:37,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:37,909:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:37,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:38,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:38,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:38,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:38,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:38,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:38,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:38,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:38,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:38,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:38,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:38,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:38,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:38,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:38,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:38,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:39,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:39,272:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:39,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:39,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:39,339:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:39,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:39,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:39,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:39,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:39,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:39,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:39,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:39,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:39,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:39,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:39,869:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:39:39,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:39,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:39,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:39,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:40,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:40,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:40,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:40,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:40,698:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:40,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:40,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:40,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:40,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:40,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:40,734:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:40,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:39:40,759:INFO:Calculating mean and std -2022-06-21 18:39:40,759:INFO:Calculating mean and std -2022-06-21 18:39:40,761:INFO:Creating metrics dataframe -2022-06-21 18:39:40,761:INFO:Creating metrics dataframe -2022-06-21 18:39:40,767:INFO:Uploading results into container -2022-06-21 18:39:40,767:INFO:Uploading results into container -2022-06-21 18:39:40,768:INFO:Uploading model into container now -2022-06-21 18:39:40,768:INFO:Uploading model into container now -2022-06-21 18:39:40,769:INFO:master_model_container: 13 -2022-06-21 18:39:40,769:INFO:master_model_container: 13 -2022-06-21 18:39:40,769:INFO:display_container: 2 -2022-06-21 18:39:40,769:INFO:display_container: 2 -2022-06-21 18:39:40,770:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=5497, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:39:40,770:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=5497, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:39:40,771:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:40,771:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:41,030:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:41,030:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:41,031:INFO:Creating metrics dataframe -2022-06-21 18:39:41,031:INFO:Creating metrics dataframe -2022-06-21 18:39:41,038:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:39:41,038:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:39:41,038:INFO:Total runtime is 0.24730745951334634 minutes -2022-06-21 18:39:41,038:INFO:Total runtime is 0.24730745951334634 minutes -2022-06-21 18:39:41,039:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:41,039:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:41,041:INFO:Initializing create_model() -2022-06-21 18:39:41,041:INFO:Initializing create_model() -2022-06-21 18:39:41,041:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:41,041:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:41,042:INFO:Checking exceptions -2022-06-21 18:39:41,042:INFO:Checking exceptions -2022-06-21 18:39:41,044:INFO:Importing libraries -2022-06-21 18:39:41,044:INFO:Importing libraries -2022-06-21 18:39:41,044:INFO:Copying training dataset -2022-06-21 18:39:41,044:INFO:Copying training dataset -2022-06-21 18:39:41,048:INFO:Defining folds -2022-06-21 18:39:41,048:INFO:Defining folds -2022-06-21 18:39:41,048:INFO:Declaring metric variables -2022-06-21 18:39:41,048:INFO:Declaring metric variables -2022-06-21 18:39:41,049:INFO:Importing untrained model -2022-06-21 18:39:41,049:INFO:Importing untrained model -2022-06-21 18:39:41,051:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:39:41,051:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:39:41,054:INFO:Starting cross validation -2022-06-21 18:39:41,054:INFO:Starting cross validation -2022-06-21 18:39:41,055:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:41,055:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:44,151:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:44,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:44,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:44,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:44,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:44,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:44,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:44,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:45,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:45,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:45,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:45,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:46,146:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:46,175:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:46,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:46,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:46,808:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:46,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:47,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:47,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:47,064:INFO:Calculating mean and std -2022-06-21 18:39:47,064:INFO:Calculating mean and std -2022-06-21 18:39:47,066:INFO:Creating metrics dataframe -2022-06-21 18:39:47,066:INFO:Creating metrics dataframe -2022-06-21 18:39:47,072:INFO:Uploading results into container -2022-06-21 18:39:47,072:INFO:Uploading results into container -2022-06-21 18:39:47,073:INFO:Uploading model into container now -2022-06-21 18:39:47,073:INFO:Uploading model into container now -2022-06-21 18:39:47,074:INFO:master_model_container: 14 -2022-06-21 18:39:47,074:INFO:master_model_container: 14 -2022-06-21 18:39:47,074:INFO:display_container: 2 -2022-06-21 18:39:47,074:INFO:display_container: 2 -2022-06-21 18:39:47,076:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=5497, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:39:47,076:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=5497, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:39:47,077:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:47,077:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:47,413:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:47,413:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:47,414:INFO:Creating metrics dataframe -2022-06-21 18:39:47,414:INFO:Creating metrics dataframe -2022-06-21 18:39:47,426:INFO:Initializing CatBoost Classifier -2022-06-21 18:39:47,426:INFO:Initializing CatBoost Classifier -2022-06-21 18:39:47,426:INFO:Total runtime is 0.3537766774495443 minutes -2022-06-21 18:39:47,426:INFO:Total runtime is 0.3537766774495443 minutes -2022-06-21 18:39:47,429:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:47,429:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:47,429:INFO:Initializing create_model() -2022-06-21 18:39:47,429:INFO:Initializing create_model() -2022-06-21 18:39:47,430:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:47,430:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:47,430:INFO:Checking exceptions -2022-06-21 18:39:47,430:INFO:Checking exceptions -2022-06-21 18:39:47,432:INFO:Importing libraries -2022-06-21 18:39:47,432:INFO:Importing libraries -2022-06-21 18:39:47,432:INFO:Copying training dataset -2022-06-21 18:39:47,432:INFO:Copying training dataset -2022-06-21 18:39:47,436:INFO:Defining folds -2022-06-21 18:39:47,436:INFO:Defining folds -2022-06-21 18:39:47,437:INFO:Declaring metric variables -2022-06-21 18:39:47,437:INFO:Declaring metric variables -2022-06-21 18:39:47,438:INFO:Importing untrained model -2022-06-21 18:39:47,438:INFO:Importing untrained model -2022-06-21 18:39:47,440:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:39:47,440:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:39:47,442:INFO:Starting cross validation -2022-06-21 18:39:47,442:INFO:Starting cross validation -2022-06-21 18:39:47,443:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:47,443:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:51,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:51,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:52,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:52,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:52,390:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:52,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:53,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:53,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:55,106:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:55,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:55,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:55,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:55,978:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:56,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:57,651:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:57,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,499:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,585:INFO:Calculating mean and std -2022-06-21 18:39:58,585:INFO:Calculating mean and std -2022-06-21 18:39:58,586:INFO:Creating metrics dataframe -2022-06-21 18:39:58,586:INFO:Creating metrics dataframe -2022-06-21 18:39:58,592:INFO:Uploading results into container -2022-06-21 18:39:58,592:INFO:Uploading results into container -2022-06-21 18:39:58,593:INFO:Uploading model into container now -2022-06-21 18:39:58,593:INFO:Uploading model into container now -2022-06-21 18:39:58,593:INFO:master_model_container: 15 -2022-06-21 18:39:58,593:INFO:master_model_container: 15 -2022-06-21 18:39:58,594:INFO:display_container: 2 -2022-06-21 18:39:58,594:INFO:display_container: 2 -2022-06-21 18:39:58,594:INFO: -2022-06-21 18:39:58,594:INFO: -2022-06-21 18:39:58,595:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:58,595:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:58,810:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:58,810:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:58,810:INFO:Creating metrics dataframe -2022-06-21 18:39:58,810:INFO:Creating metrics dataframe -2022-06-21 18:39:58,818:INFO:Initializing Dummy Classifier -2022-06-21 18:39:58,818:INFO:Initializing Dummy Classifier -2022-06-21 18:39:58,818:INFO:Total runtime is 0.5436367909113566 minutes -2022-06-21 18:39:58,818:INFO:Total runtime is 0.5436367909113566 minutes -2022-06-21 18:39:58,819:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:58,819:INFO:SubProcess create_model() called ================================== -2022-06-21 18:39:58,820:INFO:Initializing create_model() -2022-06-21 18:39:58,820:INFO:Initializing create_model() -2022-06-21 18:39:58,820:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:58,820:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:39:58,822:INFO:Checking exceptions -2022-06-21 18:39:58,822:INFO:Checking exceptions -2022-06-21 18:39:58,825:INFO:Importing libraries -2022-06-21 18:39:58,825:INFO:Importing libraries -2022-06-21 18:39:58,826:INFO:Copying training dataset -2022-06-21 18:39:58,826:INFO:Copying training dataset -2022-06-21 18:39:58,829:INFO:Defining folds -2022-06-21 18:39:58,829:INFO:Defining folds -2022-06-21 18:39:58,830:INFO:Declaring metric variables -2022-06-21 18:39:58,830:INFO:Declaring metric variables -2022-06-21 18:39:58,832:INFO:Importing untrained model -2022-06-21 18:39:58,832:INFO:Importing untrained model -2022-06-21 18:39:58,833:INFO:Dummy Classifier Imported successfully -2022-06-21 18:39:58,833:INFO:Dummy Classifier Imported successfully -2022-06-21 18:39:58,835:INFO:Starting cross validation -2022-06-21 18:39:58,835:INFO:Starting cross validation -2022-06-21 18:39:58,836:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:58,836:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:39:58,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,873:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,877:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,885:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,887:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,894:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,917:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,951:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:39:58,958:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:39:58,971:INFO:Calculating mean and std -2022-06-21 18:39:58,971:INFO:Calculating mean and std -2022-06-21 18:39:58,972:INFO:Creating metrics dataframe -2022-06-21 18:39:58,972:INFO:Creating metrics dataframe -2022-06-21 18:39:58,978:INFO:Uploading results into container -2022-06-21 18:39:58,978:INFO:Uploading results into container -2022-06-21 18:39:58,979:INFO:Uploading model into container now -2022-06-21 18:39:58,979:INFO:Uploading model into container now -2022-06-21 18:39:58,980:INFO:master_model_container: 16 -2022-06-21 18:39:58,980:INFO:master_model_container: 16 -2022-06-21 18:39:58,980:INFO:display_container: 2 -2022-06-21 18:39:58,980:INFO:display_container: 2 -2022-06-21 18:39:58,981:INFO:DummyClassifier(constant=None, random_state=5497, strategy='prior') -2022-06-21 18:39:58,981:INFO:DummyClassifier(constant=None, random_state=5497, strategy='prior') -2022-06-21 18:39:58,981:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:58,981:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:59,195:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:59,195:INFO:SubProcess create_model() end ================================== -2022-06-21 18:39:59,196:INFO:Creating metrics dataframe -2022-06-21 18:39:59,196:INFO:Creating metrics dataframe -2022-06-21 18:39:59,209:INFO:Initializing create_model() -2022-06-21 18:39:59,209:INFO:Initializing create_model() -2022-06-21 18:39:59,209:INFO:create_model(self=, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5497, solver='auto', tol=0.001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:39:59,209:INFO:create_model(self=, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5497, solver='auto', tol=0.001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:39:59,210:INFO:Checking exceptions -2022-06-21 18:39:59,210:INFO:Checking exceptions -2022-06-21 18:39:59,213:INFO:Importing libraries -2022-06-21 18:39:59,213:INFO:Importing libraries -2022-06-21 18:39:59,213:INFO:Copying training dataset -2022-06-21 18:39:59,213:INFO:Copying training dataset -2022-06-21 18:39:59,218:INFO:Defining folds -2022-06-21 18:39:59,218:INFO:Defining folds -2022-06-21 18:39:59,219:INFO:Declaring metric variables -2022-06-21 18:39:59,219:INFO:Declaring metric variables -2022-06-21 18:39:59,219:INFO:Importing untrained model -2022-06-21 18:39:59,219:INFO:Importing untrained model -2022-06-21 18:39:59,220:INFO:Declaring custom model -2022-06-21 18:39:59,220:INFO:Declaring custom model -2022-06-21 18:39:59,221:INFO:Ridge Classifier Imported successfully -2022-06-21 18:39:59,221:INFO:Ridge Classifier Imported successfully -2022-06-21 18:39:59,222:INFO:Cross validation set to False -2022-06-21 18:39:59,222:INFO:Cross validation set to False -2022-06-21 18:39:59,222:INFO:Fitting Model -2022-06-21 18:39:59,222:INFO:Fitting Model -2022-06-21 18:39:59,283:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5497, solver='auto', tol=0.001) -2022-06-21 18:39:59,283:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5497, solver='auto', tol=0.001) -2022-06-21 18:39:59,283:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:59,283:INFO:create_model() successfully completed...................................... -2022-06-21 18:39:59,529:INFO: Model Accuracy AUC Recall Prec. \ -ridge Ridge Classifier 0.7896 0.0000 0.5939 0.7491 -lr Logistic Regression 0.7877 0.8422 0.5994 0.7378 -lda Linear Discriminant Analysis 0.7877 0.8428 0.5939 0.7447 -lightgbm Light Gradient Boosting Machine 0.7877 0.8248 0.6684 0.7075 -gbc Gradient Boosting Classifier 0.7822 0.8366 0.6421 0.7091 -catboost CatBoost Classifier 0.7803 0.8507 0.6579 0.6976 -et Extra Trees Classifier 0.7785 0.8354 0.6319 0.7148 -xgboost Extreme Gradient Boosting 0.7767 0.8156 0.6898 0.6787 -ada Ada Boost Classifier 0.7766 0.8276 0.6310 0.7022 -rf Random Forest Classifier 0.7729 0.8390 0.6099 0.7015 -nb Naive Bayes 0.7617 0.8246 0.6091 0.6764 -qda Quadratic Discriminant Analysis 0.7543 0.8271 0.5836 0.6758 -knn K Neighbors Classifier 0.7468 0.7940 0.5886 0.6558 -dt Decision Tree Classifier 0.7319 0.7010 0.5991 0.6204 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.4584 0.0000 0.7857 0.3770 - - F1 Kappa MCC TT (Sec) -ridge 0.6576 0.5102 0.5204 0.014 -lr 0.6567 0.5073 0.5158 0.341 -lda 0.6561 0.5068 0.5166 0.018 -lightgbm 0.6852 0.5256 0.5280 0.601 -gbc 0.6703 0.5090 0.5135 0.069 -catboost 0.6741 0.5092 0.5123 1.114 -et 0.6656 0.5016 0.5079 0.091 -xgboost 0.6808 0.5096 0.5128 0.344 -ada 0.6602 0.4954 0.5004 0.055 -rf 0.6497 0.4835 0.4882 0.111 -nb 0.6361 0.4609 0.4657 0.015 -qda 0.6191 0.4407 0.4486 0.024 -knn 0.6170 0.4294 0.4332 0.030 -dt 0.6071 0.4044 0.4062 0.017 -dummy 0.0000 0.0000 0.0000 0.013 -svm 0.4937 0.0588 0.1057 0.014 -2022-06-21 18:39:59,529:INFO: Model Accuracy AUC Recall Prec. \ -ridge Ridge Classifier 0.7896 0.0000 0.5939 0.7491 -lr Logistic Regression 0.7877 0.8422 0.5994 0.7378 -lda Linear Discriminant Analysis 0.7877 0.8428 0.5939 0.7447 -lightgbm Light Gradient Boosting Machine 0.7877 0.8248 0.6684 0.7075 -gbc Gradient Boosting Classifier 0.7822 0.8366 0.6421 0.7091 -catboost CatBoost Classifier 0.7803 0.8507 0.6579 0.6976 -et Extra Trees Classifier 0.7785 0.8354 0.6319 0.7148 -xgboost Extreme Gradient Boosting 0.7767 0.8156 0.6898 0.6787 -ada Ada Boost Classifier 0.7766 0.8276 0.6310 0.7022 -rf Random Forest Classifier 0.7729 0.8390 0.6099 0.7015 -nb Naive Bayes 0.7617 0.8246 0.6091 0.6764 -qda Quadratic Discriminant Analysis 0.7543 0.8271 0.5836 0.6758 -knn K Neighbors Classifier 0.7468 0.7940 0.5886 0.6558 -dt Decision Tree Classifier 0.7319 0.7010 0.5991 0.6204 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.4584 0.0000 0.7857 0.3770 - - F1 Kappa MCC TT (Sec) -ridge 0.6576 0.5102 0.5204 0.014 -lr 0.6567 0.5073 0.5158 0.341 -lda 0.6561 0.5068 0.5166 0.018 -lightgbm 0.6852 0.5256 0.5280 0.601 -gbc 0.6703 0.5090 0.5135 0.069 -catboost 0.6741 0.5092 0.5123 1.114 -et 0.6656 0.5016 0.5079 0.091 -xgboost 0.6808 0.5096 0.5128 0.344 -ada 0.6602 0.4954 0.5004 0.055 -rf 0.6497 0.4835 0.4882 0.111 -nb 0.6361 0.4609 0.4657 0.015 -qda 0.6191 0.4407 0.4486 0.024 -knn 0.6170 0.4294 0.4332 0.030 -dt 0.6071 0.4044 0.4062 0.017 -dummy 0.0000 0.0000 0.0000 0.013 -svm 0.4937 0.0588 0.1057 0.014 -2022-06-21 18:39:59,530:INFO:master_model_container: 16 -2022-06-21 18:39:59,530:INFO:master_model_container: 16 -2022-06-21 18:39:59,530:INFO:display_container: 2 -2022-06-21 18:39:59,530:INFO:display_container: 2 -2022-06-21 18:39:59,531:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5497, solver='auto', tol=0.001) -2022-06-21 18:39:59,531:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5497, solver='auto', tol=0.001) -2022-06-21 18:39:59,531:INFO:compare_models() successfully completed...................................... -2022-06-21 18:39:59,531:INFO:compare_models() successfully completed...................................... -2022-06-21 18:39:59,548:INFO: Model Accuracy AUC Recall Prec. F1 Kappa MCC TT (Sec) -ridge Ridge Classifier 0.7896 0.0000 0.5939 0.7491 0.6576 0.5102 0.5204 0.014 -lr Logistic Regression 0.7877 0.8422 0.5994 0.7378 0.6567 0.5073 0.5158 0.341 -lda Linear Discriminant Analysis 0.7877 0.8428 0.5939 0.7447 0.6561 0.5068 0.5166 0.018 -lightgbm Light Gradient Boosting Machine 0.7877 0.8248 0.6684 0.7075 0.6852 0.5256 0.5280 0.601 -gbc Gradient Boosting Classifier 0.7822 0.8366 0.6421 0.7091 0.6703 0.5090 0.5135 0.069 -catboost CatBoost Classifier 0.7803 0.8507 0.6579 0.6976 0.6741 0.5092 0.5123 1.114 -et Extra Trees Classifier 0.7785 0.8354 0.6319 0.7148 0.6656 0.5016 0.5079 0.091 -xgboost Extreme Gradient Boosting 0.7767 0.8156 0.6898 0.6787 0.6808 0.5096 0.5128 0.344 -ada Ada Boost Classifier 0.7766 0.8276 0.6310 0.7022 0.6602 0.4954 0.5004 0.055 -rf Random Forest Classifier 0.7729 0.8390 0.6099 0.7015 0.6497 0.4835 0.4882 0.111 -nb Naive Bayes 0.7617 0.8246 0.6091 0.6764 0.6361 0.4609 0.4657 0.015 -qda Quadratic Discriminant Analysis 0.7543 0.8271 0.5836 0.6758 0.6191 0.4407 0.4486 0.024 -knn K Neighbors Classifier 0.7468 0.7940 0.5886 0.6558 0.6170 0.4294 0.4332 0.030 -dt Decision Tree Classifier 0.7319 0.7010 0.5991 0.6204 0.6071 0.4044 0.4062 0.017 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 0.0000 0.0000 0.0000 0.013 -svm SVM - Linear Kernel 0.4584 0.0000 0.7857 0.3770 0.4937 0.0588 0.1057 0.014 -2022-06-21 18:39:59,548:INFO: Model Accuracy AUC Recall Prec. F1 Kappa MCC TT (Sec) -ridge Ridge Classifier 0.7896 0.0000 0.5939 0.7491 0.6576 0.5102 0.5204 0.014 -lr Logistic Regression 0.7877 0.8422 0.5994 0.7378 0.6567 0.5073 0.5158 0.341 -lda Linear Discriminant Analysis 0.7877 0.8428 0.5939 0.7447 0.6561 0.5068 0.5166 0.018 -lightgbm Light Gradient Boosting Machine 0.7877 0.8248 0.6684 0.7075 0.6852 0.5256 0.5280 0.601 -gbc Gradient Boosting Classifier 0.7822 0.8366 0.6421 0.7091 0.6703 0.5090 0.5135 0.069 -catboost CatBoost Classifier 0.7803 0.8507 0.6579 0.6976 0.6741 0.5092 0.5123 1.114 -et Extra Trees Classifier 0.7785 0.8354 0.6319 0.7148 0.6656 0.5016 0.5079 0.091 -xgboost Extreme Gradient Boosting 0.7767 0.8156 0.6898 0.6787 0.6808 0.5096 0.5128 0.344 -ada Ada Boost Classifier 0.7766 0.8276 0.6310 0.7022 0.6602 0.4954 0.5004 0.055 -rf Random Forest Classifier 0.7729 0.8390 0.6099 0.7015 0.6497 0.4835 0.4882 0.111 -nb Naive Bayes 0.7617 0.8246 0.6091 0.6764 0.6361 0.4609 0.4657 0.015 -qda Quadratic Discriminant Analysis 0.7543 0.8271 0.5836 0.6758 0.6191 0.4407 0.4486 0.024 -knn K Neighbors Classifier 0.7468 0.7940 0.5886 0.6558 0.6170 0.4294 0.4332 0.030 -dt Decision Tree Classifier 0.7319 0.7010 0.5991 0.6204 0.6071 0.4044 0.4062 0.017 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 0.0000 0.0000 0.0000 0.013 -svm SVM - Linear Kernel 0.4584 0.0000 0.7857 0.3770 0.4937 0.0588 0.1057 0.014 -2022-06-21 18:40:41,103:INFO:PyCaret ClassificationExperiment -2022-06-21 18:40:41,103:INFO:Logging name: clf-default-name -2022-06-21 18:40:41,104:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:40:41,113:INFO:version 3.0.0.rc1 -2022-06-21 18:40:41,114:INFO:Initializing setup() -2022-06-21 18:40:41,117:INFO:self.USI: aacd -2022-06-21 18:40:41,118:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:40:41,120:INFO:Checking environment -2022-06-21 18:40:41,121:INFO:python_version: 3.9.7 -2022-06-21 18:40:41,122:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:40:41,122:INFO:machine: x86_64 -2022-06-21 18:40:41,123:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:40:41,130:INFO:Memory: svmem(total=8230690816, available=1369694208, percent=83.4, used=5782994944, free=281817088, active=3208577024, inactive=3909492736, buffers=74674176, cached=2091204608, shared=787914752, slab=367804416) -2022-06-21 18:40:41,136:INFO:Physical Core: 2 -2022-06-21 18:40:41,150:INFO:Logical Core: 4 -2022-06-21 18:40:41,155:INFO:Checking libraries -2022-06-21 18:40:41,156:INFO: -System: -2022-06-21 18:40:41,156:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:40:41,156:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:40:41,157:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:40:41,157:INFO: -PyCaret required dependencies: -2022-06-21 18:40:41,167:INFO: pip: 22.1.2 -2022-06-21 18:40:41,167:INFO: setuptools: 58.0.4 -2022-06-21 18:40:41,168:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:40:41,168:INFO: ipython: Not installed -2022-06-21 18:40:41,168:INFO: ipywidgets: 7.6.5 -2022-06-21 18:40:41,168:INFO: tqdm: 4.62.3 -2022-06-21 18:40:41,168:INFO: numpy: 1.21.5 -2022-06-21 18:40:41,169:INFO: pandas: 1.3.5 -2022-06-21 18:40:41,169:INFO: jinja2: 3.0.3 -2022-06-21 18:40:41,169:INFO: scipy: 1.7.1 -2022-06-21 18:40:41,169:INFO: joblib: 1.1.0 -2022-06-21 18:40:41,169:INFO: sklearn: 1.1.1 -2022-06-21 18:40:41,170:INFO: pyod: Installed but version unavailable -2022-06-21 18:40:41,170:INFO: imblearn: 0.9.1 -2022-06-21 18:40:41,170:INFO: category_encoders: 2.5.0 -2022-06-21 18:40:41,170:INFO: lightgbm: 3.2.1 -2022-06-21 18:40:41,170:INFO: numba: 0.55.2 -2022-06-21 18:40:41,170:INFO: requests: 2.27.1 -2022-06-21 18:40:41,170:INFO: matplotlib: 3.4.3 -2022-06-21 18:40:41,172:INFO: scikitplot: 0.3.7 -2022-06-21 18:40:41,173:INFO: yellowbrick: 1.4 -2022-06-21 18:40:41,174:INFO: plotly: 5.5.0 -2022-06-21 18:40:41,174:INFO: kaleido: 0.2.1 -2022-06-21 18:40:41,174:INFO: statsmodels: 0.12.2 -2022-06-21 18:40:41,175:INFO: sktime: 0.11.4 -2022-06-21 18:40:41,175:INFO: tbats: Installed but version unavailable -2022-06-21 18:40:41,175:INFO: pmdarima: 1.8.5 -2022-06-21 18:40:41,175:INFO: psutil: 5.9.0 -2022-06-21 18:40:41,175:INFO: -PyCaret optional dependencies: -2022-06-21 18:40:41,179:INFO: shap: 0.39.0 -2022-06-21 18:40:41,180:INFO: interpret: 0.2.7 -2022-06-21 18:40:41,180:INFO: umap: 0.5.3 -2022-06-21 18:40:41,181:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:40:41,181:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:40:41,182:INFO: autoviz: 0.1.39 -2022-06-21 18:40:41,182:INFO: fairlearn: 0.7.0 -2022-06-21 18:40:41,182:INFO: xgboost: 1.4.0 -2022-06-21 18:40:41,183:INFO: catboost: 1.0.6 -2022-06-21 18:40:41,183:INFO: kmodes: 0.12.1 -2022-06-21 18:40:41,183:INFO: mlxtend: 0.20.0 -2022-06-21 18:40:41,184:INFO: statsforecast: 0.5.5 -2022-06-21 18:40:41,186:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:40:41,192:INFO: ray: 1.12.1 -2022-06-21 18:40:41,193:INFO: hyperopt: 0.2.7 -2022-06-21 18:40:41,194:INFO: optuna: 2.10.0 -2022-06-21 18:40:41,197:INFO: skopt: 0.9.0 -2022-06-21 18:40:41,198:INFO: mlflow: 1.26.1 -2022-06-21 18:40:41,198:INFO: gradio: 3.0.11 -2022-06-21 18:40:41,199:INFO: fastapi: 0.75.2 -2022-06-21 18:40:41,199:INFO: uvicorn: 0.17.6 -2022-06-21 18:40:41,200:INFO: m2cgen: 0.10.0 -2022-06-21 18:40:41,200:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:40:41,201:INFO: nltk: 3.6.5 -2022-06-21 18:40:41,202:INFO: pyLDAvis: Not installed -2022-06-21 18:40:41,203:INFO: gensim: Not installed -2022-06-21 18:40:41,203:INFO: spacy: Not installed -2022-06-21 18:40:41,204:INFO: wordcloud: 1.8.1 -2022-06-21 18:40:41,206:INFO: textblob: 0.17.1 -2022-06-21 18:40:41,209:INFO: fugue: 0.6.6 -2022-06-21 18:40:41,211:INFO: streamlit: 1.10.0 -2022-06-21 18:40:41,213:INFO: prophet: Not installed -2022-06-21 18:40:41,214:INFO:None -2022-06-21 18:40:41,215:INFO:Set up data. -2022-06-21 18:40:41,228:INFO:Set up train/test split. -2022-06-21 18:40:41,235:INFO:Assigning column types. -2022-06-21 18:40:41,247:INFO:Set up folding strategy. -2022-06-21 18:40:41,248:INFO:Preparing preprocessing pipeline... -2022-06-21 18:40:41,250:INFO:Set up simple imputation. -2022-06-21 18:40:41,297:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:40:41,300:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:40:41,300:INFO:Creating final display dataframe. -2022-06-21 18:40:41,369:INFO:Setup display_container: Description Value -0 Session id 7298 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI aacd -2022-06-21 18:40:41,380:INFO: Description Value -0 Session id 7298 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI aacd -2022-06-21 18:40:41,580:INFO:setup() successfully completed in 0.48s............... -2022-06-21 18:40:41,580:INFO:Initializing compare_models() -2022-06-21 18:40:41,580:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:40:41,581:INFO:Checking exceptions -2022-06-21 18:40:41,585:INFO:Preparing display monitor -2022-06-21 18:40:41,589:INFO:Initializing Logistic Regression -2022-06-21 18:40:41,590:INFO:Total runtime is 8.289019266764323e-06 minutes -2022-06-21 18:40:41,592:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:41,596:INFO:Initializing create_model() -2022-06-21 18:40:41,597:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:41,598:INFO:Checking exceptions -2022-06-21 18:40:41,603:INFO:Importing libraries -2022-06-21 18:40:41,603:INFO:Copying training dataset -2022-06-21 18:40:41,608:INFO:Defining folds -2022-06-21 18:40:41,609:INFO:Declaring metric variables -2022-06-21 18:40:41,611:INFO:Importing untrained model -2022-06-21 18:40:41,616:INFO:Logistic Regression Imported successfully -2022-06-21 18:40:41,619:INFO:Starting cross validation -2022-06-21 18:40:41,622:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:41,877:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:41,887:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:41,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:41,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:41,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:41,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:41,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:41,933:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,320:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,325:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,349:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,361:INFO:Calculating mean and std -2022-06-21 18:40:42,362:INFO:Creating metrics dataframe -2022-06-21 18:40:42,373:INFO:Uploading results into container -2022-06-21 18:40:42,373:INFO:Uploading model into container now -2022-06-21 18:40:42,374:INFO:master_model_container: 1 -2022-06-21 18:40:42,374:INFO:display_container: 2 -2022-06-21 18:40:42,375:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=7298, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:40:42,375:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:42,671:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:42,672:INFO:Creating metrics dataframe -2022-06-21 18:40:42,682:INFO:Initializing K Neighbors Classifier -2022-06-21 18:40:42,682:INFO:Total runtime is 0.01821474234263102 minutes -2022-06-21 18:40:42,683:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:42,683:INFO:Initializing create_model() -2022-06-21 18:40:42,683:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:42,684:INFO:Checking exceptions -2022-06-21 18:40:42,688:INFO:Importing libraries -2022-06-21 18:40:42,688:INFO:Copying training dataset -2022-06-21 18:40:42,692:INFO:Defining folds -2022-06-21 18:40:42,692:INFO:Declaring metric variables -2022-06-21 18:40:42,693:INFO:Importing untrained model -2022-06-21 18:40:42,694:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:40:42,695:INFO:Starting cross validation -2022-06-21 18:40:42,698:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:42,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,816:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,847:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,885:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:42,919:INFO:Calculating mean and std -2022-06-21 18:40:42,920:INFO:Creating metrics dataframe -2022-06-21 18:40:42,927:INFO:Uploading results into container -2022-06-21 18:40:42,928:INFO:Uploading model into container now -2022-06-21 18:40:42,929:INFO:master_model_container: 2 -2022-06-21 18:40:42,929:INFO:display_container: 2 -2022-06-21 18:40:42,930:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:40:42,930:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:43,224:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:43,224:INFO:Creating metrics dataframe -2022-06-21 18:40:43,236:INFO:Initializing Naive Bayes -2022-06-21 18:40:43,237:INFO:Total runtime is 0.027464004357655843 minutes -2022-06-21 18:40:43,239:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:43,240:INFO:Initializing create_model() -2022-06-21 18:40:43,240:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:43,241:INFO:Checking exceptions -2022-06-21 18:40:43,244:INFO:Importing libraries -2022-06-21 18:40:43,244:INFO:Copying training dataset -2022-06-21 18:40:43,248:INFO:Defining folds -2022-06-21 18:40:43,249:INFO:Declaring metric variables -2022-06-21 18:40:43,251:INFO:Importing untrained model -2022-06-21 18:40:43,253:INFO:Naive Bayes Imported successfully -2022-06-21 18:40:43,255:INFO:Starting cross validation -2022-06-21 18:40:43,257:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:43,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,316:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,364:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,383:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,386:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,413:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,417:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,417:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,436:INFO:Calculating mean and std -2022-06-21 18:40:43,437:INFO:Creating metrics dataframe -2022-06-21 18:40:43,446:INFO:Uploading results into container -2022-06-21 18:40:43,446:INFO:Uploading model into container now -2022-06-21 18:40:43,447:INFO:master_model_container: 3 -2022-06-21 18:40:43,447:INFO:display_container: 2 -2022-06-21 18:40:43,448:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:40:43,448:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:43,675:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:43,675:INFO:Creating metrics dataframe -2022-06-21 18:40:43,683:INFO:Initializing Decision Tree Classifier -2022-06-21 18:40:43,683:INFO:Total runtime is 0.03489744265874227 minutes -2022-06-21 18:40:43,683:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:43,684:INFO:Initializing create_model() -2022-06-21 18:40:43,684:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:43,685:INFO:Checking exceptions -2022-06-21 18:40:43,688:INFO:Importing libraries -2022-06-21 18:40:43,688:INFO:Copying training dataset -2022-06-21 18:40:43,693:INFO:Defining folds -2022-06-21 18:40:43,693:INFO:Declaring metric variables -2022-06-21 18:40:43,693:INFO:Importing untrained model -2022-06-21 18:40:43,695:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:40:43,696:INFO:Starting cross validation -2022-06-21 18:40:43,697:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:43,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:43,875:INFO:Calculating mean and std -2022-06-21 18:40:43,876:INFO:Creating metrics dataframe -2022-06-21 18:40:43,882:INFO:Uploading results into container -2022-06-21 18:40:43,882:INFO:Uploading model into container now -2022-06-21 18:40:43,883:INFO:master_model_container: 4 -2022-06-21 18:40:43,883:INFO:display_container: 2 -2022-06-21 18:40:43,884:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=7298, splitter='best') -2022-06-21 18:40:43,884:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:44,118:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:44,118:INFO:Creating metrics dataframe -2022-06-21 18:40:44,126:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:40:44,126:INFO:Total runtime is 0.04229029417037964 minutes -2022-06-21 18:40:44,127:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:44,128:INFO:Initializing create_model() -2022-06-21 18:40:44,128:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:44,128:INFO:Checking exceptions -2022-06-21 18:40:44,135:INFO:Importing libraries -2022-06-21 18:40:44,136:INFO:Copying training dataset -2022-06-21 18:40:44,144:INFO:Defining folds -2022-06-21 18:40:44,145:INFO:Declaring metric variables -2022-06-21 18:40:44,148:INFO:Importing untrained model -2022-06-21 18:40:44,150:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:40:44,151:INFO:Starting cross validation -2022-06-21 18:40:44,152:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:44,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,228:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,238:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:40:44,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,272:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,274:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,318:INFO:Calculating mean and std -2022-06-21 18:40:44,318:INFO:Creating metrics dataframe -2022-06-21 18:40:44,325:INFO:Uploading results into container -2022-06-21 18:40:44,326:INFO:Uploading model into container now -2022-06-21 18:40:44,326:INFO:master_model_container: 5 -2022-06-21 18:40:44,327:INFO:display_container: 2 -2022-06-21 18:40:44,328:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=7298, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:40:44,328:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:44,551:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:44,552:INFO:Creating metrics dataframe -2022-06-21 18:40:44,559:INFO:Initializing Ridge Classifier -2022-06-21 18:40:44,560:INFO:Total runtime is 0.0495102326075236 minutes -2022-06-21 18:40:44,560:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:44,561:INFO:Initializing create_model() -2022-06-21 18:40:44,561:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:44,562:INFO:Checking exceptions -2022-06-21 18:40:44,565:INFO:Importing libraries -2022-06-21 18:40:44,565:INFO:Copying training dataset -2022-06-21 18:40:44,569:INFO:Defining folds -2022-06-21 18:40:44,569:INFO:Declaring metric variables -2022-06-21 18:40:44,570:INFO:Importing untrained model -2022-06-21 18:40:44,572:INFO:Ridge Classifier Imported successfully -2022-06-21 18:40:44,575:INFO:Starting cross validation -2022-06-21 18:40:44,577:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:44,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,631:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,632:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,639:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,678:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,680:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,684:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,688:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,696:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,708:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,713:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,713:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:44,718:INFO:Calculating mean and std -2022-06-21 18:40:44,718:INFO:Creating metrics dataframe -2022-06-21 18:40:44,725:INFO:Uploading results into container -2022-06-21 18:40:44,725:INFO:Uploading model into container now -2022-06-21 18:40:44,726:INFO:master_model_container: 6 -2022-06-21 18:40:44,726:INFO:display_container: 2 -2022-06-21 18:40:44,727:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=7298, solver='auto', tol=0.001) -2022-06-21 18:40:44,727:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:44,960:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:44,960:INFO:Creating metrics dataframe -2022-06-21 18:40:44,976:INFO:Initializing Random Forest Classifier -2022-06-21 18:40:44,976:INFO:Total runtime is 0.056457805633544925 minutes -2022-06-21 18:40:44,978:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:44,978:INFO:Initializing create_model() -2022-06-21 18:40:44,979:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:44,980:INFO:Checking exceptions -2022-06-21 18:40:44,985:INFO:Importing libraries -2022-06-21 18:40:44,985:INFO:Copying training dataset -2022-06-21 18:40:44,995:INFO:Defining folds -2022-06-21 18:40:44,995:INFO:Declaring metric variables -2022-06-21 18:40:44,999:INFO:Importing untrained model -2022-06-21 18:40:45,001:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:40:45,002:INFO:Starting cross validation -2022-06-21 18:40:45,004:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:45,359:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,469:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,498:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:45,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,132:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,133:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,198:INFO:Calculating mean and std -2022-06-21 18:40:46,200:INFO:Creating metrics dataframe -2022-06-21 18:40:46,206:INFO:Uploading results into container -2022-06-21 18:40:46,207:INFO:Uploading model into container now -2022-06-21 18:40:46,208:INFO:master_model_container: 7 -2022-06-21 18:40:46,208:INFO:display_container: 2 -2022-06-21 18:40:46,209:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=7298, verbose=0, warm_start=False) -2022-06-21 18:40:46,209:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:46,443:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:46,443:INFO:Creating metrics dataframe -2022-06-21 18:40:46,453:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:40:46,454:INFO:Total runtime is 0.08107929229736328 minutes -2022-06-21 18:40:46,454:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:46,455:INFO:Initializing create_model() -2022-06-21 18:40:46,455:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:46,457:INFO:Checking exceptions -2022-06-21 18:40:46,459:INFO:Importing libraries -2022-06-21 18:40:46,459:INFO:Copying training dataset -2022-06-21 18:40:46,463:INFO:Defining folds -2022-06-21 18:40:46,463:INFO:Declaring metric variables -2022-06-21 18:40:46,464:INFO:Importing untrained model -2022-06-21 18:40:46,466:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:40:46,468:INFO:Starting cross validation -2022-06-21 18:40:46,470:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:46,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,520:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,573:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,573:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,612:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:46,635:INFO:Calculating mean and std -2022-06-21 18:40:46,636:INFO:Creating metrics dataframe -2022-06-21 18:40:46,643:INFO:Uploading results into container -2022-06-21 18:40:46,644:INFO:Uploading model into container now -2022-06-21 18:40:46,645:INFO:master_model_container: 8 -2022-06-21 18:40:46,645:INFO:display_container: 2 -2022-06-21 18:40:46,646:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:40:46,646:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:46,893:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:46,894:INFO:Creating metrics dataframe -2022-06-21 18:40:46,903:INFO:Initializing Ada Boost Classifier -2022-06-21 18:40:46,903:INFO:Total runtime is 0.08856555620829265 minutes -2022-06-21 18:40:46,904:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:46,904:INFO:Initializing create_model() -2022-06-21 18:40:46,905:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:46,905:INFO:Checking exceptions -2022-06-21 18:40:46,909:INFO:Importing libraries -2022-06-21 18:40:46,909:INFO:Copying training dataset -2022-06-21 18:40:46,913:INFO:Defining folds -2022-06-21 18:40:46,914:INFO:Declaring metric variables -2022-06-21 18:40:46,914:INFO:Importing untrained model -2022-06-21 18:40:46,915:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:40:46,918:INFO:Starting cross validation -2022-06-21 18:40:46,919:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:47,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,148:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,181:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,228:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,333:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,443:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,623:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:47,641:INFO:Calculating mean and std -2022-06-21 18:40:47,641:INFO:Creating metrics dataframe -2022-06-21 18:40:47,648:INFO:Uploading results into container -2022-06-21 18:40:47,650:INFO:Uploading model into container now -2022-06-21 18:40:47,652:INFO:master_model_container: 9 -2022-06-21 18:40:47,652:INFO:display_container: 2 -2022-06-21 18:40:47,653:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=7298) -2022-06-21 18:40:47,653:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:47,883:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:47,883:INFO:Creating metrics dataframe -2022-06-21 18:40:47,892:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:40:47,892:INFO:Total runtime is 0.10505788723627726 minutes -2022-06-21 18:40:47,893:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:47,894:INFO:Initializing create_model() -2022-06-21 18:40:47,894:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:47,894:INFO:Checking exceptions -2022-06-21 18:40:47,898:INFO:Importing libraries -2022-06-21 18:40:47,898:INFO:Copying training dataset -2022-06-21 18:40:47,902:INFO:Defining folds -2022-06-21 18:40:47,902:INFO:Declaring metric variables -2022-06-21 18:40:47,903:INFO:Importing untrained model -2022-06-21 18:40:47,904:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:40:47,907:INFO:Starting cross validation -2022-06-21 18:40:47,909:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:48,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,131:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,334:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,364:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,372:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,415:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,583:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,609:INFO:Calculating mean and std -2022-06-21 18:40:48,610:INFO:Creating metrics dataframe -2022-06-21 18:40:48,618:INFO:Uploading results into container -2022-06-21 18:40:48,620:INFO:Uploading model into container now -2022-06-21 18:40:48,621:INFO:master_model_container: 10 -2022-06-21 18:40:48,621:INFO:display_container: 2 -2022-06-21 18:40:48,622:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=7298, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:40:48,623:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:48,883:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:48,883:INFO:Creating metrics dataframe -2022-06-21 18:40:48,891:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:40:48,891:INFO:Total runtime is 0.12170347372690837 minutes -2022-06-21 18:40:48,892:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:48,893:INFO:Initializing create_model() -2022-06-21 18:40:48,893:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:48,893:INFO:Checking exceptions -2022-06-21 18:40:48,897:INFO:Importing libraries -2022-06-21 18:40:48,897:INFO:Copying training dataset -2022-06-21 18:40:48,900:INFO:Defining folds -2022-06-21 18:40:48,900:INFO:Declaring metric variables -2022-06-21 18:40:48,901:INFO:Importing untrained model -2022-06-21 18:40:48,902:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:40:48,905:INFO:Starting cross validation -2022-06-21 18:40:48,906:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:48,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,951:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,964:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:48,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,024:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,024:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,040:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,125:INFO:Calculating mean and std -2022-06-21 18:40:49,127:INFO:Creating metrics dataframe -2022-06-21 18:40:49,135:INFO:Uploading results into container -2022-06-21 18:40:49,137:INFO:Uploading model into container now -2022-06-21 18:40:49,138:INFO:master_model_container: 11 -2022-06-21 18:40:49,138:INFO:display_container: 2 -2022-06-21 18:40:49,139:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:40:49,139:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:49,389:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:49,391:INFO:Creating metrics dataframe -2022-06-21 18:40:49,403:INFO:Initializing Extra Trees Classifier -2022-06-21 18:40:49,403:INFO:Total runtime is 0.13023670514424643 minutes -2022-06-21 18:40:49,404:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:49,406:INFO:Initializing create_model() -2022-06-21 18:40:49,407:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:49,407:INFO:Checking exceptions -2022-06-21 18:40:49,410:INFO:Importing libraries -2022-06-21 18:40:49,410:INFO:Copying training dataset -2022-06-21 18:40:49,414:INFO:Defining folds -2022-06-21 18:40:49,414:INFO:Declaring metric variables -2022-06-21 18:40:49,416:INFO:Importing untrained model -2022-06-21 18:40:49,418:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:40:49,420:INFO:Starting cross validation -2022-06-21 18:40:49,421:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:49,695:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,700:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:49,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,024:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,072:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,295:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:50,355:INFO:Calculating mean and std -2022-06-21 18:40:50,356:INFO:Creating metrics dataframe -2022-06-21 18:40:50,362:INFO:Uploading results into container -2022-06-21 18:40:50,363:INFO:Uploading model into container now -2022-06-21 18:40:50,364:INFO:master_model_container: 12 -2022-06-21 18:40:50,364:INFO:display_container: 2 -2022-06-21 18:40:50,365:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=7298, verbose=0, warm_start=False) -2022-06-21 18:40:50,365:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:50,587:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:50,587:INFO:Creating metrics dataframe -2022-06-21 18:40:50,600:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:40:50,600:INFO:Total runtime is 0.1501851558685303 minutes -2022-06-21 18:40:50,601:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:50,601:INFO:Initializing create_model() -2022-06-21 18:40:50,602:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:50,602:INFO:Checking exceptions -2022-06-21 18:40:50,606:INFO:Importing libraries -2022-06-21 18:40:50,606:INFO:Copying training dataset -2022-06-21 18:40:50,611:INFO:Defining folds -2022-06-21 18:40:50,611:INFO:Declaring metric variables -2022-06-21 18:40:50,612:INFO:Importing untrained model -2022-06-21 18:40:50,615:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:40:50,618:INFO:Starting cross validation -2022-06-21 18:40:50,620:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:50,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:50,672:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:50,678:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:50,698:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:51,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:51,625:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:51,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:51,631:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:51,660:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:51,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:51,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:51,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:51,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:51,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:51,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:51,978:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:52,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:52,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:52,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:52,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:52,124:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:52,142:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:52,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:52,275:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:52,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:52,459:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:52,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:52,482:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:52,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:53,237:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:53,262:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:53,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:53,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:53,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:40:53,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:53,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:53,589:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:53,597:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:53,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:53,808:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:53,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:53,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:53,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:54,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:54,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:54,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:54,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:54,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:54,261:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:54,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:40:54,273:INFO:Calculating mean and std -2022-06-21 18:40:54,274:INFO:Creating metrics dataframe -2022-06-21 18:40:54,280:INFO:Uploading results into container -2022-06-21 18:40:54,282:INFO:Uploading model into container now -2022-06-21 18:40:54,283:INFO:master_model_container: 13 -2022-06-21 18:40:54,283:INFO:display_container: 2 -2022-06-21 18:40:54,285:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=7298, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:40:54,285:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:54,542:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:54,542:INFO:Creating metrics dataframe -2022-06-21 18:40:54,549:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:40:54,550:INFO:Total runtime is 0.21601098775863647 minutes -2022-06-21 18:40:54,550:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:54,551:INFO:Initializing create_model() -2022-06-21 18:40:54,551:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:54,551:INFO:Checking exceptions -2022-06-21 18:40:54,555:INFO:Importing libraries -2022-06-21 18:40:54,555:INFO:Copying training dataset -2022-06-21 18:40:54,559:INFO:Defining folds -2022-06-21 18:40:54,560:INFO:Declaring metric variables -2022-06-21 18:40:54,561:INFO:Importing untrained model -2022-06-21 18:40:54,563:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:40:54,566:INFO:Starting cross validation -2022-06-21 18:40:54,567:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:40:56,282:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:56,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:56,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:56,361:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:56,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:56,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:56,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:57,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:57,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:57,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:58,325:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:58,362:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:58,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:58,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:58,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:58,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:59,141:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:59,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:59,155:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:59,164:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:40:59,188:INFO:Calculating mean and std -2022-06-21 18:40:59,193:INFO:Creating metrics dataframe -2022-06-21 18:40:59,200:INFO:Uploading results into container -2022-06-21 18:40:59,202:INFO:Uploading model into container now -2022-06-21 18:40:59,203:INFO:master_model_container: 14 -2022-06-21 18:40:59,203:INFO:display_container: 2 -2022-06-21 18:40:59,204:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=7298, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:40:59,204:INFO:create_model() successfully completed...................................... -2022-06-21 18:40:59,533:INFO:SubProcess create_model() end ================================== -2022-06-21 18:40:59,533:INFO:Creating metrics dataframe -2022-06-21 18:40:59,540:INFO:Initializing CatBoost Classifier -2022-06-21 18:40:59,540:INFO:Total runtime is 0.29918614228566487 minutes -2022-06-21 18:40:59,541:INFO:SubProcess create_model() called ================================== -2022-06-21 18:40:59,542:INFO:Initializing create_model() -2022-06-21 18:40:59,542:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:40:59,542:INFO:Checking exceptions -2022-06-21 18:40:59,546:INFO:Importing libraries -2022-06-21 18:40:59,546:INFO:Copying training dataset -2022-06-21 18:40:59,550:INFO:Defining folds -2022-06-21 18:40:59,550:INFO:Declaring metric variables -2022-06-21 18:40:59,551:INFO:Importing untrained model -2022-06-21 18:40:59,553:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:40:59,555:INFO:Starting cross validation -2022-06-21 18:40:59,557:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:41:03,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:03,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:03,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:03,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:03,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:03,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:06,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:06,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:07,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:07,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:07,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:07,326:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:08,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:08,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:09,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:09,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,499:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,583:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,597:INFO:Calculating mean and std -2022-06-21 18:41:10,598:INFO:Creating metrics dataframe -2022-06-21 18:41:10,606:INFO:Uploading results into container -2022-06-21 18:41:10,607:INFO:Uploading model into container now -2022-06-21 18:41:10,608:INFO:master_model_container: 15 -2022-06-21 18:41:10,608:INFO:display_container: 2 -2022-06-21 18:41:10,608:INFO: -2022-06-21 18:41:10,608:INFO:create_model() successfully completed...................................... -2022-06-21 18:41:10,831:INFO:SubProcess create_model() end ================================== -2022-06-21 18:41:10,831:INFO:Creating metrics dataframe -2022-06-21 18:41:10,840:INFO:Initializing Dummy Classifier -2022-06-21 18:41:10,841:INFO:Total runtime is 0.4875306804974874 minutes -2022-06-21 18:41:10,842:INFO:SubProcess create_model() called ================================== -2022-06-21 18:41:10,843:INFO:Initializing create_model() -2022-06-21 18:41:10,845:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:41:10,847:INFO:Checking exceptions -2022-06-21 18:41:10,851:INFO:Importing libraries -2022-06-21 18:41:10,851:INFO:Copying training dataset -2022-06-21 18:41:10,855:INFO:Defining folds -2022-06-21 18:41:10,856:INFO:Declaring metric variables -2022-06-21 18:41:10,857:INFO:Importing untrained model -2022-06-21 18:41:10,858:INFO:Dummy Classifier Imported successfully -2022-06-21 18:41:10,860:INFO:Starting cross validation -2022-06-21 18:41:10,863:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:41:10,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:10,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:10,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:10,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:10,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,971:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:10,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:10,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:10,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:10,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:11,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:11,001:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:11,004:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:11,004:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:41:11,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:11,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:41:11,016:INFO:Calculating mean and std -2022-06-21 18:41:11,017:INFO:Creating metrics dataframe -2022-06-21 18:41:11,022:INFO:Uploading results into container -2022-06-21 18:41:11,022:INFO:Uploading model into container now -2022-06-21 18:41:11,023:INFO:master_model_container: 16 -2022-06-21 18:41:11,024:INFO:display_container: 2 -2022-06-21 18:41:11,024:INFO:DummyClassifier(constant=None, random_state=7298, strategy='prior') -2022-06-21 18:41:11,026:INFO:create_model() successfully completed...................................... -2022-06-21 18:41:11,254:INFO:SubProcess create_model() end ================================== -2022-06-21 18:41:11,254:INFO:Creating metrics dataframe -2022-06-21 18:41:11,273:INFO:Initializing create_model() -2022-06-21 18:41:11,273:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=7298, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:41:11,274:INFO:Checking exceptions -2022-06-21 18:41:11,277:INFO:Importing libraries -2022-06-21 18:41:11,278:INFO:Copying training dataset -2022-06-21 18:41:11,286:INFO:Defining folds -2022-06-21 18:41:11,286:INFO:Declaring metric variables -2022-06-21 18:41:11,288:INFO:Importing untrained model -2022-06-21 18:41:11,288:INFO:Declaring custom model -2022-06-21 18:41:11,289:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:41:11,290:INFO:Cross validation set to False -2022-06-21 18:41:11,291:INFO:Fitting Model -2022-06-21 18:41:11,545:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=7298, verbose=0, warm_start=False) -2022-06-21 18:41:11,545:INFO:create_model() successfully completed...................................... -2022-06-21 18:41:11,788:INFO: Model Accuracy AUC Recall Prec. \ -rf Random Forest Classifier 0.7748 0.8344 0.5997 0.7148 -gbc Gradient Boosting Classifier 0.7729 0.8406 0.6213 0.7026 -ridge Ridge Classifier 0.7710 0.0000 0.5614 0.7263 -lr Logistic Regression 0.7691 0.8308 0.5719 0.7137 -catboost CatBoost Classifier 0.7673 0.8364 0.5947 0.7061 -xgboost Extreme Gradient Boosting 0.7637 0.8171 0.6485 0.6677 -lda Linear Discriminant Analysis 0.7635 0.8320 0.5614 0.7060 -lightgbm Light Gradient Boosting Machine 0.7599 0.8236 0.6111 0.6725 -nb Naive Bayes 0.7579 0.8121 0.5985 0.6798 -et Extra Trees Classifier 0.7542 0.8281 0.5564 0.6947 -qda Quadratic Discriminant Analysis 0.7467 0.8058 0.5558 0.6737 -ada Ada Boost Classifier 0.7450 0.8133 0.5842 0.6566 -dt Decision Tree Classifier 0.7340 0.7084 0.6225 0.6203 -knn K Neighbors Classifier 0.7265 0.7535 0.5520 0.6263 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.6162 0.0000 0.2596 0.4065 - - F1 Kappa MCC TT (Sec) -rf 0.6480 0.4851 0.4921 0.119 -gbc 0.6520 0.4857 0.4940 0.070 -ridge 0.6271 0.4670 0.4788 0.014 -lr 0.6302 0.4663 0.4753 0.074 -catboost 0.6368 0.4693 0.4793 1.104 -xgboost 0.6539 0.4755 0.4792 0.365 -lda 0.6202 0.4528 0.4624 0.022 -lightgbm 0.6349 0.4580 0.4636 0.462 -nb 0.6315 0.4530 0.4588 0.018 -et 0.6122 0.4360 0.4460 0.093 -qda 0.6018 0.4200 0.4285 0.016 -ada 0.6099 0.4239 0.4312 0.072 -dt 0.6102 0.4117 0.4185 0.018 -knn 0.5835 0.3819 0.3859 0.022 -dummy 0.0000 0.0000 0.0000 0.015 -svm 0.2750 0.0724 0.0879 0.017 -2022-06-21 18:41:11,789:INFO:master_model_container: 16 -2022-06-21 18:41:11,789:INFO:display_container: 2 -2022-06-21 18:41:11,790:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=7298, verbose=0, warm_start=False) -2022-06-21 18:41:11,790:INFO:compare_models() successfully completed...................................... -2022-06-21 18:41:11,812:INFO: Model Accuracy AUC Recall Prec. F1 Kappa MCC TT (Sec) -rf Random Forest Classifier 0.7748 0.8344 0.5997 0.7148 0.6480 0.4851 0.4921 0.119 -gbc Gradient Boosting Classifier 0.7729 0.8406 0.6213 0.7026 0.6520 0.4857 0.4940 0.070 -ridge Ridge Classifier 0.7710 0.0000 0.5614 0.7263 0.6271 0.4670 0.4788 0.014 -lr Logistic Regression 0.7691 0.8308 0.5719 0.7137 0.6302 0.4663 0.4753 0.074 -catboost CatBoost Classifier 0.7673 0.8364 0.5947 0.7061 0.6368 0.4693 0.4793 1.104 -xgboost Extreme Gradient Boosting 0.7637 0.8171 0.6485 0.6677 0.6539 0.4755 0.4792 0.365 -lda Linear Discriminant Analysis 0.7635 0.8320 0.5614 0.7060 0.6202 0.4528 0.4624 0.022 -lightgbm Light Gradient Boosting Machine 0.7599 0.8236 0.6111 0.6725 0.6349 0.4580 0.4636 0.462 -nb Naive Bayes 0.7579 0.8121 0.5985 0.6798 0.6315 0.4530 0.4588 0.018 -et Extra Trees Classifier 0.7542 0.8281 0.5564 0.6947 0.6122 0.4360 0.4460 0.093 -qda Quadratic Discriminant Analysis 0.7467 0.8058 0.5558 0.6737 0.6018 0.4200 0.4285 0.016 -ada Ada Boost Classifier 0.7450 0.8133 0.5842 0.6566 0.6099 0.4239 0.4312 0.072 -dt Decision Tree Classifier 0.7340 0.7084 0.6225 0.6203 0.6102 0.4117 0.4185 0.018 -knn K Neighbors Classifier 0.7265 0.7535 0.5520 0.6263 0.5835 0.3819 0.3859 0.022 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 0.0000 0.0000 0.0000 0.015 -svm SVM - Linear Kernel 0.6162 0.0000 0.2596 0.4065 0.2750 0.0724 0.0879 0.017 -2022-06-21 18:48:32,742:INFO:PyCaret ClassificationExperiment -2022-06-21 18:48:32,743:INFO:Logging name: clf-default-name -2022-06-21 18:48:32,743:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:48:32,743:INFO:version 3.0.0.rc1 -2022-06-21 18:48:32,744:INFO:Initializing setup() -2022-06-21 18:48:32,744:INFO:self.USI: f65a -2022-06-21 18:48:32,745:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:48:32,745:INFO:Checking environment -2022-06-21 18:48:32,747:INFO:python_version: 3.9.7 -2022-06-21 18:48:32,747:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:48:32,747:INFO:machine: x86_64 -2022-06-21 18:48:32,748:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:48:32,748:INFO:Memory: svmem(total=8230690816, available=1699655680, percent=79.3, used=5187031040, free=635219968, active=3220307968, inactive=3443003392, buffers=77443072, cached=2330996736, shared=1010020352, slab=368480256) -2022-06-21 18:48:32,749:INFO:Physical Core: 2 -2022-06-21 18:48:32,750:INFO:Logical Core: 4 -2022-06-21 18:48:32,750:INFO:Checking libraries -2022-06-21 18:48:32,750:INFO: -System: -2022-06-21 18:48:32,751:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:48:32,751:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:48:32,751:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:48:32,752:INFO: -PyCaret required dependencies: -2022-06-21 18:48:32,754:INFO: pip: 22.1.2 -2022-06-21 18:48:32,755:INFO: setuptools: 58.0.4 -2022-06-21 18:48:32,757:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:48:32,758:INFO: ipython: Not installed -2022-06-21 18:48:32,759:INFO: ipywidgets: 7.6.5 -2022-06-21 18:48:32,761:INFO: tqdm: 4.62.3 -2022-06-21 18:48:32,761:INFO: numpy: 1.21.5 -2022-06-21 18:48:32,762:INFO: pandas: 1.3.5 -2022-06-21 18:48:32,763:INFO: jinja2: 3.0.3 -2022-06-21 18:48:32,765:INFO: scipy: 1.7.1 -2022-06-21 18:48:32,768:INFO: joblib: 1.1.0 -2022-06-21 18:48:32,770:INFO: sklearn: 1.1.1 -2022-06-21 18:48:32,771:INFO: pyod: Installed but version unavailable -2022-06-21 18:48:32,771:INFO: imblearn: 0.9.1 -2022-06-21 18:48:32,772:INFO: category_encoders: 2.5.0 -2022-06-21 18:48:32,773:INFO: lightgbm: 3.2.1 -2022-06-21 18:48:32,773:INFO: numba: 0.55.2 -2022-06-21 18:48:32,774:INFO: requests: 2.27.1 -2022-06-21 18:48:32,775:INFO: matplotlib: 3.4.3 -2022-06-21 18:48:32,778:INFO: scikitplot: 0.3.7 -2022-06-21 18:48:32,780:INFO: yellowbrick: 1.4 -2022-06-21 18:48:32,781:INFO: plotly: 5.5.0 -2022-06-21 18:48:32,782:INFO: kaleido: 0.2.1 -2022-06-21 18:48:32,783:INFO: statsmodels: 0.12.2 -2022-06-21 18:48:32,784:INFO: sktime: 0.11.4 -2022-06-21 18:48:32,787:INFO: tbats: Installed but version unavailable -2022-06-21 18:48:32,789:INFO: pmdarima: 1.8.5 -2022-06-21 18:48:32,789:INFO: psutil: 5.9.0 -2022-06-21 18:48:32,790:INFO: -PyCaret optional dependencies: -2022-06-21 18:48:32,792:INFO: shap: 0.39.0 -2022-06-21 18:48:32,793:INFO: interpret: 0.2.7 -2022-06-21 18:48:32,794:INFO: umap: 0.5.3 -2022-06-21 18:48:32,794:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:48:32,795:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:48:32,795:INFO: autoviz: 0.1.39 -2022-06-21 18:48:32,797:INFO: fairlearn: 0.7.0 -2022-06-21 18:48:32,800:INFO: xgboost: 1.4.0 -2022-06-21 18:48:32,803:INFO: catboost: 1.0.6 -2022-06-21 18:48:32,806:INFO: kmodes: 0.12.1 -2022-06-21 18:48:32,808:INFO: mlxtend: 0.20.0 -2022-06-21 18:48:32,809:INFO: statsforecast: 0.5.5 -2022-06-21 18:48:32,809:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:48:32,810:INFO: ray: 1.12.1 -2022-06-21 18:48:32,811:INFO: hyperopt: 0.2.7 -2022-06-21 18:48:32,814:INFO: optuna: 2.10.0 -2022-06-21 18:48:32,815:INFO: skopt: 0.9.0 -2022-06-21 18:48:32,817:INFO: mlflow: 1.26.1 -2022-06-21 18:48:32,819:INFO: gradio: 3.0.11 -2022-06-21 18:48:32,819:INFO: fastapi: 0.75.2 -2022-06-21 18:48:32,821:INFO: uvicorn: 0.17.6 -2022-06-21 18:48:32,821:INFO: m2cgen: 0.10.0 -2022-06-21 18:48:32,822:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:48:32,823:INFO: nltk: 3.6.5 -2022-06-21 18:48:32,825:INFO: pyLDAvis: Not installed -2022-06-21 18:48:32,827:INFO: gensim: Not installed -2022-06-21 18:48:32,829:INFO: spacy: Not installed -2022-06-21 18:48:32,829:INFO: wordcloud: 1.8.1 -2022-06-21 18:48:32,830:INFO: textblob: 0.17.1 -2022-06-21 18:48:32,831:INFO: fugue: 0.6.6 -2022-06-21 18:48:32,831:INFO: streamlit: 1.10.0 -2022-06-21 18:48:32,832:INFO: prophet: Not installed -2022-06-21 18:48:32,833:INFO:None -2022-06-21 18:48:32,833:INFO:Set up data. -2022-06-21 18:48:32,856:INFO:Set up train/test split. -2022-06-21 18:48:32,874:INFO:Assigning column types. -2022-06-21 18:48:32,890:INFO:Set up folding strategy. -2022-06-21 18:48:32,892:INFO:Preparing preprocessing pipeline... -2022-06-21 18:48:32,896:INFO:Set up simple imputation. -2022-06-21 18:48:32,977:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:48:32,990:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:48:32,990:INFO:Creating final display dataframe. -2022-06-21 18:48:33,091:INFO:Setup display_container: Description Value -0 Session id 3770 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI f65a -2022-06-21 18:48:33,100:INFO: Description Value -0 Session id 3770 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI f65a -2022-06-21 18:48:33,314:INFO:setup() successfully completed in 0.57s............... -2022-06-21 18:48:33,314:INFO:Initializing compare_models() -2022-06-21 18:48:33,315:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:48:33,315:INFO:Checking exceptions -2022-06-21 18:48:33,329:INFO:Preparing display monitor -2022-06-21 18:48:33,340:INFO:Initializing Logistic Regression -2022-06-21 18:48:33,343:INFO:Total runtime is 6.127754847208658e-05 minutes -2022-06-21 18:48:33,345:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:33,346:INFO:Initializing create_model() -2022-06-21 18:48:33,347:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:33,347:INFO:Checking exceptions -2022-06-21 18:48:33,357:INFO:Importing libraries -2022-06-21 18:48:33,359:INFO:Copying training dataset -2022-06-21 18:48:33,375:INFO:Defining folds -2022-06-21 18:48:33,376:INFO:Declaring metric variables -2022-06-21 18:48:33,377:INFO:Importing untrained model -2022-06-21 18:48:33,380:INFO:Logistic Regression Imported successfully -2022-06-21 18:48:33,382:INFO:Starting cross validation -2022-06-21 18:48:33,383:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:35,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,219:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,536:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,604:INFO:Calculating mean and std -2022-06-21 18:48:36,606:INFO:Creating metrics dataframe -2022-06-21 18:48:36,615:INFO:Uploading results into container -2022-06-21 18:48:36,615:INFO:Uploading model into container now -2022-06-21 18:48:36,617:INFO:master_model_container: 1 -2022-06-21 18:48:36,617:INFO:display_container: 2 -2022-06-21 18:48:36,618:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3770, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:48:36,618:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:36,888:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:36,889:INFO:Creating metrics dataframe -2022-06-21 18:48:36,895:INFO:Initializing K Neighbors Classifier -2022-06-21 18:48:36,895:INFO:Total runtime is 0.05926201343536377 minutes -2022-06-21 18:48:36,896:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:36,897:INFO:Initializing create_model() -2022-06-21 18:48:36,897:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:36,897:INFO:Checking exceptions -2022-06-21 18:48:36,901:INFO:Importing libraries -2022-06-21 18:48:36,901:INFO:Copying training dataset -2022-06-21 18:48:36,906:INFO:Defining folds -2022-06-21 18:48:36,906:INFO:Declaring metric variables -2022-06-21 18:48:36,907:INFO:Importing untrained model -2022-06-21 18:48:36,908:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:48:36,911:INFO:Starting cross validation -2022-06-21 18:48:36,913:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:36,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:36,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,023:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,034:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,089:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,120:INFO:Calculating mean and std -2022-06-21 18:48:37,121:INFO:Creating metrics dataframe -2022-06-21 18:48:37,126:INFO:Uploading results into container -2022-06-21 18:48:37,127:INFO:Uploading model into container now -2022-06-21 18:48:37,127:INFO:master_model_container: 2 -2022-06-21 18:48:37,128:INFO:display_container: 2 -2022-06-21 18:48:37,128:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:48:37,128:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:37,373:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:37,375:INFO:Creating metrics dataframe -2022-06-21 18:48:37,391:INFO:Initializing Naive Bayes -2022-06-21 18:48:37,392:INFO:Total runtime is 0.06753823757171631 minutes -2022-06-21 18:48:37,394:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:37,396:INFO:Initializing create_model() -2022-06-21 18:48:37,396:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:37,397:INFO:Checking exceptions -2022-06-21 18:48:37,401:INFO:Importing libraries -2022-06-21 18:48:37,401:INFO:Copying training dataset -2022-06-21 18:48:37,411:INFO:Defining folds -2022-06-21 18:48:37,412:INFO:Declaring metric variables -2022-06-21 18:48:37,413:INFO:Importing untrained model -2022-06-21 18:48:37,414:INFO:Naive Bayes Imported successfully -2022-06-21 18:48:37,415:INFO:Starting cross validation -2022-06-21 18:48:37,416:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:37,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,479:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,569:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,600:INFO:Calculating mean and std -2022-06-21 18:48:37,601:INFO:Creating metrics dataframe -2022-06-21 18:48:37,607:INFO:Uploading results into container -2022-06-21 18:48:37,608:INFO:Uploading model into container now -2022-06-21 18:48:37,609:INFO:master_model_container: 3 -2022-06-21 18:48:37,609:INFO:display_container: 2 -2022-06-21 18:48:37,609:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:48:37,610:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:37,843:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:37,844:INFO:Creating metrics dataframe -2022-06-21 18:48:37,858:INFO:Initializing Decision Tree Classifier -2022-06-21 18:48:37,858:INFO:Total runtime is 0.07531186342239381 minutes -2022-06-21 18:48:37,859:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:37,860:INFO:Initializing create_model() -2022-06-21 18:48:37,863:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:37,867:INFO:Checking exceptions -2022-06-21 18:48:37,873:INFO:Importing libraries -2022-06-21 18:48:37,874:INFO:Copying training dataset -2022-06-21 18:48:37,884:INFO:Defining folds -2022-06-21 18:48:37,885:INFO:Declaring metric variables -2022-06-21 18:48:37,887:INFO:Importing untrained model -2022-06-21 18:48:37,888:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:48:37,890:INFO:Starting cross validation -2022-06-21 18:48:37,891:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:37,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,938:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,947:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:37,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,001:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,029:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,069:INFO:Calculating mean and std -2022-06-21 18:48:38,070:INFO:Creating metrics dataframe -2022-06-21 18:48:38,077:INFO:Uploading results into container -2022-06-21 18:48:38,077:INFO:Uploading model into container now -2022-06-21 18:48:38,078:INFO:master_model_container: 4 -2022-06-21 18:48:38,078:INFO:display_container: 2 -2022-06-21 18:48:38,079:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=3770, splitter='best') -2022-06-21 18:48:38,079:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:38,340:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:38,342:INFO:Creating metrics dataframe -2022-06-21 18:48:38,355:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:48:38,355:INFO:Total runtime is 0.08359071016311646 minutes -2022-06-21 18:48:38,356:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:38,357:INFO:Initializing create_model() -2022-06-21 18:48:38,358:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:38,358:INFO:Checking exceptions -2022-06-21 18:48:38,361:INFO:Importing libraries -2022-06-21 18:48:38,362:INFO:Copying training dataset -2022-06-21 18:48:38,370:INFO:Defining folds -2022-06-21 18:48:38,371:INFO:Declaring metric variables -2022-06-21 18:48:38,372:INFO:Importing untrained model -2022-06-21 18:48:38,374:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:48:38,376:INFO:Starting cross validation -2022-06-21 18:48:38,378:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:38,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,443:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,496:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,543:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,548:INFO:Calculating mean and std -2022-06-21 18:48:38,549:INFO:Creating metrics dataframe -2022-06-21 18:48:38,556:INFO:Uploading results into container -2022-06-21 18:48:38,558:INFO:Uploading model into container now -2022-06-21 18:48:38,559:INFO:master_model_container: 5 -2022-06-21 18:48:38,560:INFO:display_container: 2 -2022-06-21 18:48:38,560:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=3770, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:48:38,561:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:38,843:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:38,843:INFO:Creating metrics dataframe -2022-06-21 18:48:38,853:INFO:Initializing Ridge Classifier -2022-06-21 18:48:38,853:INFO:Total runtime is 0.09188869794209799 minutes -2022-06-21 18:48:38,854:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:38,854:INFO:Initializing create_model() -2022-06-21 18:48:38,855:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:38,855:INFO:Checking exceptions -2022-06-21 18:48:38,858:INFO:Importing libraries -2022-06-21 18:48:38,858:INFO:Copying training dataset -2022-06-21 18:48:38,862:INFO:Defining folds -2022-06-21 18:48:38,862:INFO:Declaring metric variables -2022-06-21 18:48:38,862:INFO:Importing untrained model -2022-06-21 18:48:38,863:INFO:Ridge Classifier Imported successfully -2022-06-21 18:48:38,864:INFO:Starting cross validation -2022-06-21 18:48:38,866:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:38,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,909:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,958:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,964:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,978:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,984:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:38,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:39,004:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:39,010:INFO:Calculating mean and std -2022-06-21 18:48:39,011:INFO:Creating metrics dataframe -2022-06-21 18:48:39,017:INFO:Uploading results into container -2022-06-21 18:48:39,018:INFO:Uploading model into container now -2022-06-21 18:48:39,018:INFO:master_model_container: 6 -2022-06-21 18:48:39,019:INFO:display_container: 2 -2022-06-21 18:48:39,021:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=3770, solver='auto', tol=0.001) -2022-06-21 18:48:39,022:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:39,255:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:39,256:INFO:Creating metrics dataframe -2022-06-21 18:48:39,265:INFO:Initializing Random Forest Classifier -2022-06-21 18:48:39,265:INFO:Total runtime is 0.09876468181610108 minutes -2022-06-21 18:48:39,266:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:39,267:INFO:Initializing create_model() -2022-06-21 18:48:39,267:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:39,267:INFO:Checking exceptions -2022-06-21 18:48:39,271:INFO:Importing libraries -2022-06-21 18:48:39,271:INFO:Copying training dataset -2022-06-21 18:48:39,275:INFO:Defining folds -2022-06-21 18:48:39,275:INFO:Declaring metric variables -2022-06-21 18:48:39,275:INFO:Importing untrained model -2022-06-21 18:48:39,276:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:48:39,277:INFO:Starting cross validation -2022-06-21 18:48:39,280:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:39,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:39,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:39,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:39,704:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:39,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:39,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:39,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:39,738:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,082:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,146:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,506:INFO:Calculating mean and std -2022-06-21 18:48:40,507:INFO:Creating metrics dataframe -2022-06-21 18:48:40,513:INFO:Uploading results into container -2022-06-21 18:48:40,514:INFO:Uploading model into container now -2022-06-21 18:48:40,515:INFO:master_model_container: 7 -2022-06-21 18:48:40,515:INFO:display_container: 2 -2022-06-21 18:48:40,516:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=3770, verbose=0, warm_start=False) -2022-06-21 18:48:40,516:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:40,745:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:40,745:INFO:Creating metrics dataframe -2022-06-21 18:48:40,753:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:48:40,753:INFO:Total runtime is 0.12356093724568686 minutes -2022-06-21 18:48:40,754:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:40,755:INFO:Initializing create_model() -2022-06-21 18:48:40,755:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:40,756:INFO:Checking exceptions -2022-06-21 18:48:40,758:INFO:Importing libraries -2022-06-21 18:48:40,758:INFO:Copying training dataset -2022-06-21 18:48:40,762:INFO:Defining folds -2022-06-21 18:48:40,762:INFO:Declaring metric variables -2022-06-21 18:48:40,763:INFO:Importing untrained model -2022-06-21 18:48:40,763:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:48:40,765:INFO:Starting cross validation -2022-06-21 18:48:40,767:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:40,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,867:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,867:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,878:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:40,929:INFO:Calculating mean and std -2022-06-21 18:48:40,929:INFO:Creating metrics dataframe -2022-06-21 18:48:40,934:INFO:Uploading results into container -2022-06-21 18:48:40,935:INFO:Uploading model into container now -2022-06-21 18:48:40,936:INFO:master_model_container: 8 -2022-06-21 18:48:40,936:INFO:display_container: 2 -2022-06-21 18:48:40,937:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:48:40,937:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:41,160:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:41,160:INFO:Creating metrics dataframe -2022-06-21 18:48:41,171:INFO:Initializing Ada Boost Classifier -2022-06-21 18:48:41,172:INFO:Total runtime is 0.13052971760431925 minutes -2022-06-21 18:48:41,173:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:41,174:INFO:Initializing create_model() -2022-06-21 18:48:41,174:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:41,175:INFO:Checking exceptions -2022-06-21 18:48:41,177:INFO:Importing libraries -2022-06-21 18:48:41,178:INFO:Copying training dataset -2022-06-21 18:48:41,182:INFO:Defining folds -2022-06-21 18:48:41,182:INFO:Declaring metric variables -2022-06-21 18:48:41,183:INFO:Importing untrained model -2022-06-21 18:48:41,184:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:48:41,187:INFO:Starting cross validation -2022-06-21 18:48:41,189:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:41,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,394:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,655:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:41,866:INFO:Calculating mean and std -2022-06-21 18:48:41,867:INFO:Creating metrics dataframe -2022-06-21 18:48:41,873:INFO:Uploading results into container -2022-06-21 18:48:41,874:INFO:Uploading model into container now -2022-06-21 18:48:41,875:INFO:master_model_container: 9 -2022-06-21 18:48:41,875:INFO:display_container: 2 -2022-06-21 18:48:41,876:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=3770) -2022-06-21 18:48:41,876:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:42,107:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:42,107:INFO:Creating metrics dataframe -2022-06-21 18:48:42,115:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:48:42,116:INFO:Total runtime is 0.1462654987970988 minutes -2022-06-21 18:48:42,116:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:42,117:INFO:Initializing create_model() -2022-06-21 18:48:42,118:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:42,118:INFO:Checking exceptions -2022-06-21 18:48:42,121:INFO:Importing libraries -2022-06-21 18:48:42,122:INFO:Copying training dataset -2022-06-21 18:48:42,125:INFO:Defining folds -2022-06-21 18:48:42,125:INFO:Declaring metric variables -2022-06-21 18:48:42,126:INFO:Importing untrained model -2022-06-21 18:48:42,127:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:48:42,131:INFO:Starting cross validation -2022-06-21 18:48:42,135:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:42,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,386:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,392:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,394:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,660:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,836:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,841:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:42,867:INFO:Calculating mean and std -2022-06-21 18:48:42,868:INFO:Creating metrics dataframe -2022-06-21 18:48:42,873:INFO:Uploading results into container -2022-06-21 18:48:42,874:INFO:Uploading model into container now -2022-06-21 18:48:42,875:INFO:master_model_container: 10 -2022-06-21 18:48:42,875:INFO:display_container: 2 -2022-06-21 18:48:42,877:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=3770, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:48:42,877:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:43,107:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:43,108:INFO:Creating metrics dataframe -2022-06-21 18:48:43,115:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:48:43,115:INFO:Total runtime is 0.16292359431584677 minutes -2022-06-21 18:48:43,116:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:43,116:INFO:Initializing create_model() -2022-06-21 18:48:43,117:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:43,118:INFO:Checking exceptions -2022-06-21 18:48:43,121:INFO:Importing libraries -2022-06-21 18:48:43,121:INFO:Copying training dataset -2022-06-21 18:48:43,124:INFO:Defining folds -2022-06-21 18:48:43,124:INFO:Declaring metric variables -2022-06-21 18:48:43,125:INFO:Importing untrained model -2022-06-21 18:48:43,126:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:48:43,127:INFO:Starting cross validation -2022-06-21 18:48:43,129:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:43,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,264:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,317:INFO:Calculating mean and std -2022-06-21 18:48:43,318:INFO:Creating metrics dataframe -2022-06-21 18:48:43,324:INFO:Uploading results into container -2022-06-21 18:48:43,325:INFO:Uploading model into container now -2022-06-21 18:48:43,326:INFO:master_model_container: 11 -2022-06-21 18:48:43,327:INFO:display_container: 2 -2022-06-21 18:48:43,327:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:48:43,328:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:43,589:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:43,589:INFO:Creating metrics dataframe -2022-06-21 18:48:43,596:INFO:Initializing Extra Trees Classifier -2022-06-21 18:48:43,597:INFO:Total runtime is 0.17094950675964357 minutes -2022-06-21 18:48:43,597:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:43,598:INFO:Initializing create_model() -2022-06-21 18:48:43,599:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:43,600:INFO:Checking exceptions -2022-06-21 18:48:43,602:INFO:Importing libraries -2022-06-21 18:48:43,603:INFO:Copying training dataset -2022-06-21 18:48:43,607:INFO:Defining folds -2022-06-21 18:48:43,607:INFO:Declaring metric variables -2022-06-21 18:48:43,608:INFO:Importing untrained model -2022-06-21 18:48:43,609:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:48:43,611:INFO:Starting cross validation -2022-06-21 18:48:43,611:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:43,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,873:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,878:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:43,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,217:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,229:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,240:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:44,540:INFO:Calculating mean and std -2022-06-21 18:48:44,541:INFO:Creating metrics dataframe -2022-06-21 18:48:44,545:INFO:Uploading results into container -2022-06-21 18:48:44,546:INFO:Uploading model into container now -2022-06-21 18:48:44,547:INFO:master_model_container: 12 -2022-06-21 18:48:44,547:INFO:display_container: 2 -2022-06-21 18:48:44,548:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=3770, verbose=0, warm_start=False) -2022-06-21 18:48:44,548:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:44,768:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:44,768:INFO:Creating metrics dataframe -2022-06-21 18:48:44,776:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:48:44,776:INFO:Total runtime is 0.19060529867808026 minutes -2022-06-21 18:48:44,777:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:44,778:INFO:Initializing create_model() -2022-06-21 18:48:44,778:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:44,779:INFO:Checking exceptions -2022-06-21 18:48:44,781:INFO:Importing libraries -2022-06-21 18:48:44,781:INFO:Copying training dataset -2022-06-21 18:48:44,785:INFO:Defining folds -2022-06-21 18:48:44,785:INFO:Declaring metric variables -2022-06-21 18:48:44,786:INFO:Importing untrained model -2022-06-21 18:48:44,790:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:48:44,792:INFO:Starting cross validation -2022-06-21 18:48:44,793:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:45,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:45,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:45,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:45,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:46,316:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:46,336:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:46,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:46,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:46,387:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:46,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:46,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:46,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:46,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:46,568:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:46,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:46,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:46,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:46,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:46,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:46,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:46,938:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:46,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:46,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:47,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:47,235:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:47,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:47,282:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:47,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:47,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:47,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:47,614:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:47,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:47,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:47,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:48:47,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:47,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:47,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:47,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:48,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:48,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:48,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:48,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:48,327:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:48,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:48,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:48,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:48,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:48,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:48,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:48,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:48:48,571:INFO:Calculating mean and std -2022-06-21 18:48:48,573:INFO:Creating metrics dataframe -2022-06-21 18:48:48,579:INFO:Uploading results into container -2022-06-21 18:48:48,580:INFO:Uploading model into container now -2022-06-21 18:48:48,581:INFO:master_model_container: 13 -2022-06-21 18:48:48,581:INFO:display_container: 2 -2022-06-21 18:48:48,582:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=3770, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:48:48,583:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:48,848:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:48,848:INFO:Creating metrics dataframe -2022-06-21 18:48:48,855:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:48:48,855:INFO:Total runtime is 0.2585947116216024 minutes -2022-06-21 18:48:48,856:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:48,857:INFO:Initializing create_model() -2022-06-21 18:48:48,858:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:48,859:INFO:Checking exceptions -2022-06-21 18:48:48,861:INFO:Importing libraries -2022-06-21 18:48:48,861:INFO:Copying training dataset -2022-06-21 18:48:48,864:INFO:Defining folds -2022-06-21 18:48:48,865:INFO:Declaring metric variables -2022-06-21 18:48:48,865:INFO:Importing untrained model -2022-06-21 18:48:48,866:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:48:48,868:INFO:Starting cross validation -2022-06-21 18:48:48,869:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:48:51,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:51,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:51,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:51,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:52,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:52,261:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:52,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:52,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:53,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:53,152:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:53,276:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:53,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:54,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:54,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:54,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:54,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:55,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:55,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:55,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:55,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:48:55,365:INFO:Calculating mean and std -2022-06-21 18:48:55,366:INFO:Creating metrics dataframe -2022-06-21 18:48:55,377:INFO:Uploading results into container -2022-06-21 18:48:55,382:INFO:Uploading model into container now -2022-06-21 18:48:55,385:INFO:master_model_container: 14 -2022-06-21 18:48:55,386:INFO:display_container: 2 -2022-06-21 18:48:55,387:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=3770, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:48:55,395:INFO:create_model() successfully completed...................................... -2022-06-21 18:48:55,748:INFO:SubProcess create_model() end ================================== -2022-06-21 18:48:55,748:INFO:Creating metrics dataframe -2022-06-21 18:48:55,757:INFO:Initializing CatBoost Classifier -2022-06-21 18:48:55,758:INFO:Total runtime is 0.37363628943761196 minutes -2022-06-21 18:48:55,758:INFO:SubProcess create_model() called ================================== -2022-06-21 18:48:55,760:INFO:Initializing create_model() -2022-06-21 18:48:55,760:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:48:55,761:INFO:Checking exceptions -2022-06-21 18:48:55,765:INFO:Importing libraries -2022-06-21 18:48:55,765:INFO:Copying training dataset -2022-06-21 18:48:55,775:INFO:Defining folds -2022-06-21 18:48:55,776:INFO:Declaring metric variables -2022-06-21 18:48:55,777:INFO:Importing untrained model -2022-06-21 18:48:55,778:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:48:55,779:INFO:Starting cross validation -2022-06-21 18:48:55,780:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:49:00,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:00,597:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:00,877:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:00,917:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:01,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:01,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:01,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:01,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:03,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:04,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:06,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:06,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:06,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:06,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:06,322:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:06,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:07,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:07,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,093:INFO:Calculating mean and std -2022-06-21 18:49:08,094:INFO:Creating metrics dataframe -2022-06-21 18:49:08,099:INFO:Uploading results into container -2022-06-21 18:49:08,100:INFO:Uploading model into container now -2022-06-21 18:49:08,100:INFO:master_model_container: 15 -2022-06-21 18:49:08,101:INFO:display_container: 2 -2022-06-21 18:49:08,101:INFO: -2022-06-21 18:49:08,101:INFO:create_model() successfully completed...................................... -2022-06-21 18:49:08,328:INFO:SubProcess create_model() end ================================== -2022-06-21 18:49:08,329:INFO:Creating metrics dataframe -2022-06-21 18:49:08,342:INFO:Initializing Dummy Classifier -2022-06-21 18:49:08,342:INFO:Total runtime is 0.5833783745765686 minutes -2022-06-21 18:49:08,344:INFO:SubProcess create_model() called ================================== -2022-06-21 18:49:08,345:INFO:Initializing create_model() -2022-06-21 18:49:08,346:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:49:08,346:INFO:Checking exceptions -2022-06-21 18:49:08,350:INFO:Importing libraries -2022-06-21 18:49:08,351:INFO:Copying training dataset -2022-06-21 18:49:08,385:INFO:Defining folds -2022-06-21 18:49:08,386:INFO:Declaring metric variables -2022-06-21 18:49:08,394:INFO:Importing untrained model -2022-06-21 18:49:08,397:INFO:Dummy Classifier Imported successfully -2022-06-21 18:49:08,403:INFO:Starting cross validation -2022-06-21 18:49:08,407:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:49:08,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,512:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,512:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,534:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,540:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,560:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,573:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:49:08,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:49:08,590:INFO:Calculating mean and std -2022-06-21 18:49:08,591:INFO:Creating metrics dataframe -2022-06-21 18:49:08,597:INFO:Uploading results into container -2022-06-21 18:49:08,598:INFO:Uploading model into container now -2022-06-21 18:49:08,598:INFO:master_model_container: 16 -2022-06-21 18:49:08,598:INFO:display_container: 2 -2022-06-21 18:49:08,599:INFO:DummyClassifier(constant=None, random_state=3770, strategy='prior') -2022-06-21 18:49:08,599:INFO:create_model() successfully completed...................................... -2022-06-21 18:49:08,825:INFO:SubProcess create_model() end ================================== -2022-06-21 18:49:08,826:INFO:Creating metrics dataframe -2022-06-21 18:49:08,842:INFO:Initializing create_model() -2022-06-21 18:49:08,843:INFO:create_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3770, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:49:08,843:INFO:Checking exceptions -2022-06-21 18:49:08,846:INFO:Importing libraries -2022-06-21 18:49:08,846:INFO:Copying training dataset -2022-06-21 18:49:08,850:INFO:Defining folds -2022-06-21 18:49:08,850:INFO:Declaring metric variables -2022-06-21 18:49:08,852:INFO:Importing untrained model -2022-06-21 18:49:08,853:INFO:Declaring custom model -2022-06-21 18:49:08,855:INFO:Logistic Regression Imported successfully -2022-06-21 18:49:08,857:INFO:Cross validation set to False -2022-06-21 18:49:08,858:INFO:Fitting Model -2022-06-21 18:49:08,928:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3770, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:49:08,928:INFO:create_model() successfully completed...................................... -2022-06-21 18:49:09,174:INFO: Model Accuracy AUC Recall Prec. \ -lr Logistic Regression 0.7597 0.8310 0.5564 0.6942 -ridge Ridge Classifier 0.7597 0.0000 0.5456 0.6992 -rf Random Forest Classifier 0.7578 0.8117 0.5816 0.6733 -et Extra Trees Classifier 0.7560 0.8126 0.5392 0.6903 -lda Linear Discriminant Analysis 0.7542 0.8307 0.5456 0.6847 -catboost CatBoost Classifier 0.7504 0.8173 0.5716 0.6631 -gbc Gradient Boosting Classifier 0.7448 0.8012 0.5766 0.6530 -nb Naive Bayes 0.7411 0.8113 0.5939 0.6395 -knn K Neighbors Classifier 0.7318 0.7474 0.5287 0.6415 -qda Quadratic Discriminant Analysis 0.7317 0.8100 0.5509 0.6330 -ada Ada Boost Classifier 0.7300 0.7798 0.5556 0.6253 -lightgbm Light Gradient Boosting Machine 0.7262 0.7797 0.5930 0.6079 -xgboost Extreme Gradient Boosting 0.7243 0.7765 0.5871 0.6014 -dt Decision Tree Classifier 0.6891 0.6606 0.5670 0.5487 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5399 0.0000 0.5392 0.4475 - - F1 Kappa MCC TT (Sec) -lr 0.6158 0.4447 0.4517 0.322 -ridge 0.6106 0.4415 0.4500 0.014 -rf 0.6195 0.4447 0.4500 0.123 -et 0.6025 0.4314 0.4394 0.093 -lda 0.6047 0.4305 0.4379 0.019 -catboost 0.6115 0.4300 0.4339 1.231 -gbc 0.6083 0.4212 0.4255 0.073 -nb 0.6142 0.4203 0.4221 0.018 -knn 0.5739 0.3824 0.3896 0.021 -qda 0.5863 0.3902 0.3940 0.016 -ada 0.5842 0.3865 0.3906 0.068 -lightgbm 0.5954 0.3898 0.3935 0.650 -xgboost 0.5889 0.3834 0.3863 0.378 -dt 0.5528 0.3160 0.3195 0.018 -dummy 0.0000 0.0000 0.0000 0.018 -svm 0.3961 0.0727 0.1013 0.017 -2022-06-21 18:49:09,174:INFO:master_model_container: 16 -2022-06-21 18:49:09,175:INFO:display_container: 2 -2022-06-21 18:49:09,176:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3770, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:49:09,177:INFO:compare_models() successfully completed...................................... -2022-06-21 18:49:09,179:INFO:Initializing evaluate_model() -2022-06-21 18:49:09,180:INFO:evaluate_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3770, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 18:49:09,214:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 18:49:09,215:INFO:Initializing plot_model() -2022-06-21 18:49:09,216:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3770, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=False, scale=1, self=, system=True) -2022-06-21 18:49:09,216:INFO:Checking exceptions -2022-06-21 18:49:09,230:INFO:Preloading libraries -2022-06-21 18:49:09,231:INFO:Copying training dataset -2022-06-21 18:49:09,231:INFO:Plot type: auc -2022-06-21 18:49:09,316:INFO:Fitting Model -2022-06-21 18:49:09,326:WARNING:X does not have valid feature names, but LogisticRegression was fitted with feature names - -2022-06-21 18:49:09,327:INFO:Scoring test/hold-out set -2022-06-21 18:49:09,447:WARNING:Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure. - -2022-06-21 18:49:09,529:INFO:Visual Rendered Successfully -2022-06-21 18:49:09,755:INFO:plot_model() successfully completed...................................... -2022-06-21 18:50:17,780:INFO:PyCaret ClassificationExperiment -2022-06-21 18:50:17,781:INFO:Logging name: clf-default-name -2022-06-21 18:50:17,782:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:50:17,782:INFO:version 3.0.0.rc1 -2022-06-21 18:50:17,782:INFO:Initializing setup() -2022-06-21 18:50:17,783:INFO:self.USI: 42b6 -2022-06-21 18:50:17,783:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:50:17,783:INFO:Checking environment -2022-06-21 18:50:17,784:INFO:python_version: 3.9.7 -2022-06-21 18:50:17,784:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:50:17,784:INFO:machine: x86_64 -2022-06-21 18:50:17,785:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:50:17,787:INFO:Memory: svmem(total=8230690816, available=1233797120, percent=85.0, used=5851045888, free=140595200, active=3168559104, inactive=4047814656, buffers=78958592, cached=2160091136, shared=851517440, slab=367927296) -2022-06-21 18:50:17,788:INFO:Physical Core: 2 -2022-06-21 18:50:17,789:INFO:Logical Core: 4 -2022-06-21 18:50:17,789:INFO:Checking libraries -2022-06-21 18:50:17,790:INFO: -System: -2022-06-21 18:50:17,790:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:50:17,795:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:50:17,795:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:50:17,800:INFO: -PyCaret required dependencies: -2022-06-21 18:50:17,805:INFO: pip: 22.1.2 -2022-06-21 18:50:17,808:INFO: setuptools: 58.0.4 -2022-06-21 18:50:17,810:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:50:17,813:INFO: ipython: Not installed -2022-06-21 18:50:17,817:INFO: ipywidgets: 7.6.5 -2022-06-21 18:50:17,818:INFO: tqdm: 4.62.3 -2022-06-21 18:50:17,819:INFO: numpy: 1.21.5 -2022-06-21 18:50:17,820:INFO: pandas: 1.3.5 -2022-06-21 18:50:17,820:INFO: jinja2: 3.0.3 -2022-06-21 18:50:17,821:INFO: scipy: 1.7.1 -2022-06-21 18:50:17,822:INFO: joblib: 1.1.0 -2022-06-21 18:50:17,837:INFO: sklearn: 1.1.1 -2022-06-21 18:50:17,838:INFO: pyod: Installed but version unavailable -2022-06-21 18:50:17,838:INFO: imblearn: 0.9.1 -2022-06-21 18:50:17,838:INFO: category_encoders: 2.5.0 -2022-06-21 18:50:17,839:INFO: lightgbm: 3.2.1 -2022-06-21 18:50:17,839:INFO: numba: 0.55.2 -2022-06-21 18:50:17,839:INFO: requests: 2.27.1 -2022-06-21 18:50:17,840:INFO: matplotlib: 3.4.3 -2022-06-21 18:50:17,840:INFO: scikitplot: 0.3.7 -2022-06-21 18:50:17,840:INFO: yellowbrick: 1.4 -2022-06-21 18:50:17,841:INFO: plotly: 5.5.0 -2022-06-21 18:50:17,841:INFO: kaleido: 0.2.1 -2022-06-21 18:50:17,841:INFO: statsmodels: 0.12.2 -2022-06-21 18:50:17,841:INFO: sktime: 0.11.4 -2022-06-21 18:50:17,843:INFO: tbats: Installed but version unavailable -2022-06-21 18:50:17,844:INFO: pmdarima: 1.8.5 -2022-06-21 18:50:17,847:INFO: psutil: 5.9.0 -2022-06-21 18:50:17,849:INFO: -PyCaret optional dependencies: -2022-06-21 18:50:17,853:INFO: shap: 0.39.0 -2022-06-21 18:50:17,853:INFO: interpret: 0.2.7 -2022-06-21 18:50:17,854:INFO: umap: 0.5.3 -2022-06-21 18:50:17,855:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:50:17,855:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:50:17,856:INFO: autoviz: 0.1.39 -2022-06-21 18:50:17,857:INFO: fairlearn: 0.7.0 -2022-06-21 18:50:17,858:INFO: xgboost: 1.4.0 -2022-06-21 18:50:17,860:INFO: catboost: 1.0.6 -2022-06-21 18:50:17,863:INFO: kmodes: 0.12.1 -2022-06-21 18:50:17,865:INFO: mlxtend: 0.20.0 -2022-06-21 18:50:17,867:INFO: statsforecast: 0.5.5 -2022-06-21 18:50:17,869:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:50:17,870:INFO: ray: 1.12.1 -2022-06-21 18:50:17,871:INFO: hyperopt: 0.2.7 -2022-06-21 18:50:17,872:INFO: optuna: 2.10.0 -2022-06-21 18:50:17,872:INFO: skopt: 0.9.0 -2022-06-21 18:50:17,872:INFO: mlflow: 1.26.1 -2022-06-21 18:50:17,873:INFO: gradio: 3.0.11 -2022-06-21 18:50:17,873:INFO: fastapi: 0.75.2 -2022-06-21 18:50:17,874:INFO: uvicorn: 0.17.6 -2022-06-21 18:50:17,874:INFO: m2cgen: 0.10.0 -2022-06-21 18:50:17,874:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:50:17,874:INFO: nltk: 3.6.5 -2022-06-21 18:50:17,875:INFO: pyLDAvis: Not installed -2022-06-21 18:50:17,875:INFO: gensim: Not installed -2022-06-21 18:50:17,875:INFO: spacy: Not installed -2022-06-21 18:50:17,876:INFO: wordcloud: 1.8.1 -2022-06-21 18:50:17,876:INFO: textblob: 0.17.1 -2022-06-21 18:50:17,878:INFO: fugue: 0.6.6 -2022-06-21 18:50:17,880:INFO: streamlit: 1.10.0 -2022-06-21 18:50:17,881:INFO: prophet: Not installed -2022-06-21 18:50:17,882:INFO:None -2022-06-21 18:50:17,882:INFO:Set up data. -2022-06-21 18:50:17,896:INFO:Set up train/test split. -2022-06-21 18:50:17,914:INFO:Assigning column types. -2022-06-21 18:50:17,930:INFO:Set up folding strategy. -2022-06-21 18:50:17,931:INFO:Preparing preprocessing pipeline... -2022-06-21 18:50:17,933:INFO:Set up simple imputation. -2022-06-21 18:50:17,978:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:50:17,983:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:50:17,983:INFO:Creating final display dataframe. -2022-06-21 18:50:18,059:INFO:Setup display_container: Description Value -0 Session id 5646 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 42b6 -2022-06-21 18:50:18,064:INFO: Description Value -0 Session id 5646 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 42b6 -2022-06-21 18:50:18,244:INFO:setup() successfully completed in 0.46s............... -2022-06-21 18:50:18,244:INFO:Initializing compare_models() -2022-06-21 18:50:18,245:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:50:18,245:INFO:Checking exceptions -2022-06-21 18:50:18,249:INFO:Preparing display monitor -2022-06-21 18:50:18,253:INFO:Initializing Logistic Regression -2022-06-21 18:50:18,253:INFO:Total runtime is 3.2981236775716147e-06 minutes -2022-06-21 18:50:18,254:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:18,255:INFO:Initializing create_model() -2022-06-21 18:50:18,257:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:18,258:INFO:Checking exceptions -2022-06-21 18:50:18,261:INFO:Importing libraries -2022-06-21 18:50:18,262:INFO:Copying training dataset -2022-06-21 18:50:18,267:INFO:Defining folds -2022-06-21 18:50:18,268:INFO:Declaring metric variables -2022-06-21 18:50:18,268:INFO:Importing untrained model -2022-06-21 18:50:18,269:INFO:Logistic Regression Imported successfully -2022-06-21 18:50:18,271:INFO:Starting cross validation -2022-06-21 18:50:18,275:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:18,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,554:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,569:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,704:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:18,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,002:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,117:INFO:Calculating mean and std -2022-06-21 18:50:19,118:INFO:Creating metrics dataframe -2022-06-21 18:50:19,124:INFO:Uploading results into container -2022-06-21 18:50:19,125:INFO:Uploading model into container now -2022-06-21 18:50:19,128:INFO:master_model_container: 1 -2022-06-21 18:50:19,130:INFO:display_container: 2 -2022-06-21 18:50:19,136:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=5646, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:50:19,136:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:19,440:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:19,441:INFO:Creating metrics dataframe -2022-06-21 18:50:19,455:INFO:Initializing K Neighbors Classifier -2022-06-21 18:50:19,455:INFO:Total runtime is 0.02003433307011922 minutes -2022-06-21 18:50:19,456:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:19,457:INFO:Initializing create_model() -2022-06-21 18:50:19,458:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:19,458:INFO:Checking exceptions -2022-06-21 18:50:19,467:INFO:Importing libraries -2022-06-21 18:50:19,468:INFO:Copying training dataset -2022-06-21 18:50:19,472:INFO:Defining folds -2022-06-21 18:50:19,472:INFO:Declaring metric variables -2022-06-21 18:50:19,474:INFO:Importing untrained model -2022-06-21 18:50:19,479:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:50:19,483:INFO:Starting cross validation -2022-06-21 18:50:19,485:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:19,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:19,741:INFO:Calculating mean and std -2022-06-21 18:50:19,742:INFO:Creating metrics dataframe -2022-06-21 18:50:19,748:INFO:Uploading results into container -2022-06-21 18:50:19,749:INFO:Uploading model into container now -2022-06-21 18:50:19,749:INFO:master_model_container: 2 -2022-06-21 18:50:19,749:INFO:display_container: 2 -2022-06-21 18:50:19,750:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:50:19,750:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:19,980:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:19,980:INFO:Creating metrics dataframe -2022-06-21 18:50:19,995:INFO:Initializing Naive Bayes -2022-06-21 18:50:19,995:INFO:Total runtime is 0.02903791666030884 minutes -2022-06-21 18:50:19,997:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:19,998:INFO:Initializing create_model() -2022-06-21 18:50:19,998:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:19,999:INFO:Checking exceptions -2022-06-21 18:50:20,002:INFO:Importing libraries -2022-06-21 18:50:20,002:INFO:Copying training dataset -2022-06-21 18:50:20,007:INFO:Defining folds -2022-06-21 18:50:20,007:INFO:Declaring metric variables -2022-06-21 18:50:20,010:INFO:Importing untrained model -2022-06-21 18:50:20,015:INFO:Naive Bayes Imported successfully -2022-06-21 18:50:20,018:INFO:Starting cross validation -2022-06-21 18:50:20,020:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:20,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,076:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,117:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,232:INFO:Calculating mean and std -2022-06-21 18:50:20,233:INFO:Creating metrics dataframe -2022-06-21 18:50:20,242:INFO:Uploading results into container -2022-06-21 18:50:20,242:INFO:Uploading model into container now -2022-06-21 18:50:20,243:INFO:master_model_container: 3 -2022-06-21 18:50:20,243:INFO:display_container: 2 -2022-06-21 18:50:20,244:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:50:20,244:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:20,511:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:20,511:INFO:Creating metrics dataframe -2022-06-21 18:50:20,519:INFO:Initializing Decision Tree Classifier -2022-06-21 18:50:20,519:INFO:Total runtime is 0.03777026335398356 minutes -2022-06-21 18:50:20,520:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:20,521:INFO:Initializing create_model() -2022-06-21 18:50:20,521:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:20,522:INFO:Checking exceptions -2022-06-21 18:50:20,525:INFO:Importing libraries -2022-06-21 18:50:20,525:INFO:Copying training dataset -2022-06-21 18:50:20,528:INFO:Defining folds -2022-06-21 18:50:20,528:INFO:Declaring metric variables -2022-06-21 18:50:20,529:INFO:Importing untrained model -2022-06-21 18:50:20,530:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:50:20,531:INFO:Starting cross validation -2022-06-21 18:50:20,532:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:20,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,600:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,600:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,640:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,652:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,684:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,703:INFO:Calculating mean and std -2022-06-21 18:50:20,703:INFO:Creating metrics dataframe -2022-06-21 18:50:20,708:INFO:Uploading results into container -2022-06-21 18:50:20,709:INFO:Uploading model into container now -2022-06-21 18:50:20,710:INFO:master_model_container: 4 -2022-06-21 18:50:20,710:INFO:display_container: 2 -2022-06-21 18:50:20,711:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=5646, splitter='best') -2022-06-21 18:50:20,711:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:20,937:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:20,937:INFO:Creating metrics dataframe -2022-06-21 18:50:20,944:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:50:20,944:INFO:Total runtime is 0.04485026597976685 minutes -2022-06-21 18:50:20,945:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:20,945:INFO:Initializing create_model() -2022-06-21 18:50:20,946:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:20,946:INFO:Checking exceptions -2022-06-21 18:50:20,949:INFO:Importing libraries -2022-06-21 18:50:20,949:INFO:Copying training dataset -2022-06-21 18:50:20,953:INFO:Defining folds -2022-06-21 18:50:20,953:INFO:Declaring metric variables -2022-06-21 18:50:20,954:INFO:Importing untrained model -2022-06-21 18:50:20,955:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:50:20,956:INFO:Starting cross validation -2022-06-21 18:50:20,957:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:20,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:20,996:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:21,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,111:INFO:Calculating mean and std -2022-06-21 18:50:21,112:INFO:Creating metrics dataframe -2022-06-21 18:50:21,118:INFO:Uploading results into container -2022-06-21 18:50:21,119:INFO:Uploading model into container now -2022-06-21 18:50:21,120:INFO:master_model_container: 5 -2022-06-21 18:50:21,120:INFO:display_container: 2 -2022-06-21 18:50:21,121:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=5646, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:50:21,122:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:21,347:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:21,347:INFO:Creating metrics dataframe -2022-06-21 18:50:21,355:INFO:Initializing Ridge Classifier -2022-06-21 18:50:21,356:INFO:Total runtime is 0.05170639355977377 minutes -2022-06-21 18:50:21,356:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:21,359:INFO:Initializing create_model() -2022-06-21 18:50:21,359:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:21,359:INFO:Checking exceptions -2022-06-21 18:50:21,363:INFO:Importing libraries -2022-06-21 18:50:21,363:INFO:Copying training dataset -2022-06-21 18:50:21,370:INFO:Defining folds -2022-06-21 18:50:21,370:INFO:Declaring metric variables -2022-06-21 18:50:21,371:INFO:Importing untrained model -2022-06-21 18:50:21,372:INFO:Ridge Classifier Imported successfully -2022-06-21 18:50:21,373:INFO:Starting cross validation -2022-06-21 18:50:21,374:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:21,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,463:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,468:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,534:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,543:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:21,597:INFO:Calculating mean and std -2022-06-21 18:50:21,597:INFO:Creating metrics dataframe -2022-06-21 18:50:21,603:INFO:Uploading results into container -2022-06-21 18:50:21,605:INFO:Uploading model into container now -2022-06-21 18:50:21,607:INFO:master_model_container: 6 -2022-06-21 18:50:21,607:INFO:display_container: 2 -2022-06-21 18:50:21,608:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5646, solver='auto', tol=0.001) -2022-06-21 18:50:21,609:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:21,838:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:21,838:INFO:Creating metrics dataframe -2022-06-21 18:50:21,845:INFO:Initializing Random Forest Classifier -2022-06-21 18:50:21,845:INFO:Total runtime is 0.05986562569936117 minutes -2022-06-21 18:50:21,846:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:21,846:INFO:Initializing create_model() -2022-06-21 18:50:21,847:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:21,847:INFO:Checking exceptions -2022-06-21 18:50:21,850:INFO:Importing libraries -2022-06-21 18:50:21,850:INFO:Copying training dataset -2022-06-21 18:50:21,854:INFO:Defining folds -2022-06-21 18:50:21,854:INFO:Declaring metric variables -2022-06-21 18:50:21,855:INFO:Importing untrained model -2022-06-21 18:50:21,856:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:50:21,857:INFO:Starting cross validation -2022-06-21 18:50:21,858:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:22,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,618:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,666:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,698:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:22,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,066:INFO:Calculating mean and std -2022-06-21 18:50:23,067:INFO:Creating metrics dataframe -2022-06-21 18:50:23,072:INFO:Uploading results into container -2022-06-21 18:50:23,072:INFO:Uploading model into container now -2022-06-21 18:50:23,073:INFO:master_model_container: 7 -2022-06-21 18:50:23,073:INFO:display_container: 2 -2022-06-21 18:50:23,074:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5646, verbose=0, warm_start=False) -2022-06-21 18:50:23,074:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:23,318:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:23,319:INFO:Creating metrics dataframe -2022-06-21 18:50:23,327:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:50:23,327:INFO:Total runtime is 0.08456981976826985 minutes -2022-06-21 18:50:23,329:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:23,330:INFO:Initializing create_model() -2022-06-21 18:50:23,330:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:23,330:INFO:Checking exceptions -2022-06-21 18:50:23,332:INFO:Importing libraries -2022-06-21 18:50:23,333:INFO:Copying training dataset -2022-06-21 18:50:23,336:INFO:Defining folds -2022-06-21 18:50:23,337:INFO:Declaring metric variables -2022-06-21 18:50:23,338:INFO:Importing untrained model -2022-06-21 18:50:23,339:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:50:23,341:INFO:Starting cross validation -2022-06-21 18:50:23,342:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:23,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,397:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,431:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,493:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:23,539:INFO:Calculating mean and std -2022-06-21 18:50:23,540:INFO:Creating metrics dataframe -2022-06-21 18:50:23,547:INFO:Uploading results into container -2022-06-21 18:50:23,548:INFO:Uploading model into container now -2022-06-21 18:50:23,549:INFO:master_model_container: 8 -2022-06-21 18:50:23,550:INFO:display_container: 2 -2022-06-21 18:50:23,550:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:50:23,552:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:23,785:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:23,785:INFO:Creating metrics dataframe -2022-06-21 18:50:23,797:INFO:Initializing Ada Boost Classifier -2022-06-21 18:50:23,798:INFO:Total runtime is 0.09240649938583374 minutes -2022-06-21 18:50:23,798:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:23,799:INFO:Initializing create_model() -2022-06-21 18:50:23,800:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:23,801:INFO:Checking exceptions -2022-06-21 18:50:23,803:INFO:Importing libraries -2022-06-21 18:50:23,803:INFO:Copying training dataset -2022-06-21 18:50:23,807:INFO:Defining folds -2022-06-21 18:50:23,807:INFO:Declaring metric variables -2022-06-21 18:50:23,808:INFO:Importing untrained model -2022-06-21 18:50:23,809:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:50:23,810:INFO:Starting cross validation -2022-06-21 18:50:23,812:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:23,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,041:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,238:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,322:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,394:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,468:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,490:INFO:Calculating mean and std -2022-06-21 18:50:24,491:INFO:Creating metrics dataframe -2022-06-21 18:50:24,500:INFO:Uploading results into container -2022-06-21 18:50:24,501:INFO:Uploading model into container now -2022-06-21 18:50:24,502:INFO:master_model_container: 9 -2022-06-21 18:50:24,502:INFO:display_container: 2 -2022-06-21 18:50:24,504:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=5646) -2022-06-21 18:50:24,504:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:24,731:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:24,731:INFO:Creating metrics dataframe -2022-06-21 18:50:24,738:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:50:24,739:INFO:Total runtime is 0.10809301535288493 minutes -2022-06-21 18:50:24,739:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:24,740:INFO:Initializing create_model() -2022-06-21 18:50:24,741:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:24,742:INFO:Checking exceptions -2022-06-21 18:50:24,744:INFO:Importing libraries -2022-06-21 18:50:24,744:INFO:Copying training dataset -2022-06-21 18:50:24,748:INFO:Defining folds -2022-06-21 18:50:24,748:INFO:Declaring metric variables -2022-06-21 18:50:24,748:INFO:Importing untrained model -2022-06-21 18:50:24,749:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:50:24,751:INFO:Starting cross validation -2022-06-21 18:50:24,752:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:24,961:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:24,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,003:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,181:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,211:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,349:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,385:INFO:Calculating mean and std -2022-06-21 18:50:25,386:INFO:Creating metrics dataframe -2022-06-21 18:50:25,391:INFO:Uploading results into container -2022-06-21 18:50:25,393:INFO:Uploading model into container now -2022-06-21 18:50:25,394:INFO:master_model_container: 10 -2022-06-21 18:50:25,394:INFO:display_container: 2 -2022-06-21 18:50:25,395:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=5646, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:50:25,395:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:25,676:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:25,676:INFO:Creating metrics dataframe -2022-06-21 18:50:25,685:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:50:25,685:INFO:Total runtime is 0.1238645076751709 minutes -2022-06-21 18:50:25,686:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:25,686:INFO:Initializing create_model() -2022-06-21 18:50:25,687:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:25,687:INFO:Checking exceptions -2022-06-21 18:50:25,691:INFO:Importing libraries -2022-06-21 18:50:25,691:INFO:Copying training dataset -2022-06-21 18:50:25,694:INFO:Defining folds -2022-06-21 18:50:25,695:INFO:Declaring metric variables -2022-06-21 18:50:25,695:INFO:Importing untrained model -2022-06-21 18:50:25,696:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:50:25,697:INFO:Starting cross validation -2022-06-21 18:50:25,699:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:25,728:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,738:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:25,864:INFO:Calculating mean and std -2022-06-21 18:50:25,864:INFO:Creating metrics dataframe -2022-06-21 18:50:25,870:INFO:Uploading results into container -2022-06-21 18:50:25,871:INFO:Uploading model into container now -2022-06-21 18:50:25,872:INFO:master_model_container: 11 -2022-06-21 18:50:25,872:INFO:display_container: 2 -2022-06-21 18:50:25,873:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:50:25,873:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:26,106:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:26,106:INFO:Creating metrics dataframe -2022-06-21 18:50:26,115:INFO:Initializing Extra Trees Classifier -2022-06-21 18:50:26,116:INFO:Total runtime is 0.13103983799616498 minutes -2022-06-21 18:50:26,116:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:26,117:INFO:Initializing create_model() -2022-06-21 18:50:26,117:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:26,117:INFO:Checking exceptions -2022-06-21 18:50:26,121:INFO:Importing libraries -2022-06-21 18:50:26,121:INFO:Copying training dataset -2022-06-21 18:50:26,124:INFO:Defining folds -2022-06-21 18:50:26,124:INFO:Declaring metric variables -2022-06-21 18:50:26,125:INFO:Importing untrained model -2022-06-21 18:50:26,126:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:50:26,127:INFO:Starting cross validation -2022-06-21 18:50:26,128:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:26,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,412:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,474:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,871:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:26,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:27,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:27,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:27,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:27,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:27,164:INFO:Calculating mean and std -2022-06-21 18:50:27,165:INFO:Creating metrics dataframe -2022-06-21 18:50:27,170:INFO:Uploading results into container -2022-06-21 18:50:27,171:INFO:Uploading model into container now -2022-06-21 18:50:27,172:INFO:master_model_container: 12 -2022-06-21 18:50:27,172:INFO:display_container: 2 -2022-06-21 18:50:27,173:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5646, verbose=0, warm_start=False) -2022-06-21 18:50:27,173:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:27,422:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:27,422:INFO:Creating metrics dataframe -2022-06-21 18:50:27,441:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:50:27,441:INFO:Total runtime is 0.15313764810562136 minutes -2022-06-21 18:50:27,442:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:27,443:INFO:Initializing create_model() -2022-06-21 18:50:27,443:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:27,444:INFO:Checking exceptions -2022-06-21 18:50:27,451:INFO:Importing libraries -2022-06-21 18:50:27,451:INFO:Copying training dataset -2022-06-21 18:50:27,459:INFO:Defining folds -2022-06-21 18:50:27,461:INFO:Declaring metric variables -2022-06-21 18:50:27,463:INFO:Importing untrained model -2022-06-21 18:50:27,466:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:50:27,467:INFO:Starting cross validation -2022-06-21 18:50:27,468:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:27,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:27,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:27,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:27,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:28,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:28,540:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:28,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:28,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:28,636:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:28,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:28,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:28,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:28,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:28,775:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:28,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:28,940:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:28,947:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:28,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:28,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:28,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:29,004:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:29,023:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:29,124:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:29,171:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:29,707:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:29,714:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:29,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:29,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:29,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:30,422:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:30,493:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:30,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:30,536:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:30,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:30,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:30,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:30,605:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:30,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:30,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:30,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:30,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:30,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:50:30,673:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:30,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:30,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:30,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:31,005:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:31,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:31,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:31,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:50:31,026:INFO:Calculating mean and std -2022-06-21 18:50:31,037:INFO:Creating metrics dataframe -2022-06-21 18:50:31,042:INFO:Uploading results into container -2022-06-21 18:50:31,043:INFO:Uploading model into container now -2022-06-21 18:50:31,045:INFO:master_model_container: 13 -2022-06-21 18:50:31,047:INFO:display_container: 2 -2022-06-21 18:50:31,049:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=5646, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:50:31,050:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:31,312:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:31,313:INFO:Creating metrics dataframe -2022-06-21 18:50:31,320:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:50:31,321:INFO:Total runtime is 0.21779041290283205 minutes -2022-06-21 18:50:31,322:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:31,323:INFO:Initializing create_model() -2022-06-21 18:50:31,324:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:31,324:INFO:Checking exceptions -2022-06-21 18:50:31,326:INFO:Importing libraries -2022-06-21 18:50:31,326:INFO:Copying training dataset -2022-06-21 18:50:31,330:INFO:Defining folds -2022-06-21 18:50:31,330:INFO:Declaring metric variables -2022-06-21 18:50:31,330:INFO:Importing untrained model -2022-06-21 18:50:31,332:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:50:31,334:INFO:Starting cross validation -2022-06-21 18:50:31,335:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:33,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:33,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:33,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:33,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:33,836:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:33,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:34,028:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:34,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:34,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:34,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,807:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,878:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,903:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:36,947:INFO:Calculating mean and std -2022-06-21 18:50:36,948:INFO:Creating metrics dataframe -2022-06-21 18:50:36,954:INFO:Uploading results into container -2022-06-21 18:50:36,954:INFO:Uploading model into container now -2022-06-21 18:50:36,955:INFO:master_model_container: 14 -2022-06-21 18:50:36,956:INFO:display_container: 2 -2022-06-21 18:50:36,956:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=5646, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:50:36,957:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:37,222:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:37,222:INFO:Creating metrics dataframe -2022-06-21 18:50:37,234:INFO:Initializing CatBoost Classifier -2022-06-21 18:50:37,234:INFO:Total runtime is 0.3163522442181905 minutes -2022-06-21 18:50:37,236:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:37,236:INFO:Initializing create_model() -2022-06-21 18:50:37,237:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:37,237:INFO:Checking exceptions -2022-06-21 18:50:37,239:INFO:Importing libraries -2022-06-21 18:50:37,239:INFO:Copying training dataset -2022-06-21 18:50:37,243:INFO:Defining folds -2022-06-21 18:50:37,243:INFO:Declaring metric variables -2022-06-21 18:50:37,244:INFO:Importing untrained model -2022-06-21 18:50:37,245:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:50:37,248:INFO:Starting cross validation -2022-06-21 18:50:37,249:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:40,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:40,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:41,729:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:41,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:41,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:41,892:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:42,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:42,363:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:44,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:44,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:45,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:45,755:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:46,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:46,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:46,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:47,005:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,419:INFO:Calculating mean and std -2022-06-21 18:50:48,420:INFO:Creating metrics dataframe -2022-06-21 18:50:48,426:INFO:Uploading results into container -2022-06-21 18:50:48,429:INFO:Uploading model into container now -2022-06-21 18:50:48,432:INFO:master_model_container: 15 -2022-06-21 18:50:48,434:INFO:display_container: 2 -2022-06-21 18:50:48,434:INFO: -2022-06-21 18:50:48,435:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:48,705:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:48,706:INFO:Creating metrics dataframe -2022-06-21 18:50:48,715:INFO:Initializing Dummy Classifier -2022-06-21 18:50:48,715:INFO:Total runtime is 0.5077046195665995 minutes -2022-06-21 18:50:48,716:INFO:SubProcess create_model() called ================================== -2022-06-21 18:50:48,717:INFO:Initializing create_model() -2022-06-21 18:50:48,717:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:50:48,717:INFO:Checking exceptions -2022-06-21 18:50:48,720:INFO:Importing libraries -2022-06-21 18:50:48,721:INFO:Copying training dataset -2022-06-21 18:50:48,724:INFO:Defining folds -2022-06-21 18:50:48,724:INFO:Declaring metric variables -2022-06-21 18:50:48,725:INFO:Importing untrained model -2022-06-21 18:50:48,726:INFO:Dummy Classifier Imported successfully -2022-06-21 18:50:48,727:INFO:Starting cross validation -2022-06-21 18:50:48,728:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:50:48,755:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,772:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,779:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,786:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,843:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,847:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,864:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,869:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:50:48,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:50:48,879:INFO:Calculating mean and std -2022-06-21 18:50:48,879:INFO:Creating metrics dataframe -2022-06-21 18:50:48,884:INFO:Uploading results into container -2022-06-21 18:50:48,885:INFO:Uploading model into container now -2022-06-21 18:50:48,886:INFO:master_model_container: 16 -2022-06-21 18:50:48,886:INFO:display_container: 2 -2022-06-21 18:50:48,887:INFO:DummyClassifier(constant=None, random_state=5646, strategy='prior') -2022-06-21 18:50:48,887:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:49,119:INFO:SubProcess create_model() end ================================== -2022-06-21 18:50:49,119:INFO:Creating metrics dataframe -2022-06-21 18:50:49,135:INFO:Initializing create_model() -2022-06-21 18:50:49,136:INFO:create_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=5646, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:50:49,136:INFO:Checking exceptions -2022-06-21 18:50:49,139:INFO:Importing libraries -2022-06-21 18:50:49,139:INFO:Copying training dataset -2022-06-21 18:50:49,143:INFO:Defining folds -2022-06-21 18:50:49,143:INFO:Declaring metric variables -2022-06-21 18:50:49,145:INFO:Importing untrained model -2022-06-21 18:50:49,146:INFO:Declaring custom model -2022-06-21 18:50:49,149:INFO:Logistic Regression Imported successfully -2022-06-21 18:50:49,151:INFO:Cross validation set to False -2022-06-21 18:50:49,151:INFO:Fitting Model -2022-06-21 18:50:49,220:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=5646, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:50:49,220:INFO:create_model() successfully completed...................................... -2022-06-21 18:50:49,507:INFO: Model Accuracy AUC Recall Prec. \ -lr Logistic Regression 0.7688 0.8107 0.5550 0.7245 -ridge Ridge Classifier 0.7631 0.0000 0.5497 0.7220 -lda Linear Discriminant Analysis 0.7631 0.8073 0.5550 0.7208 -catboost CatBoost Classifier 0.7520 0.8082 0.5596 0.6741 -nb Naive Bayes 0.7501 0.7949 0.5772 0.6714 -gbc Gradient Boosting Classifier 0.7485 0.8071 0.5871 0.6586 -rf Random Forest Classifier 0.7483 0.8017 0.5488 0.6779 -qda Quadratic Discriminant Analysis 0.7427 0.7991 0.5611 0.6619 -et Extra Trees Classifier 0.7354 0.8034 0.4965 0.6812 -xgboost Extreme Gradient Boosting 0.7352 0.7813 0.5860 0.6243 -ada Ada Boost Classifier 0.7334 0.7727 0.5222 0.6410 -lightgbm Light Gradient Boosting Machine 0.7296 0.7854 0.5810 0.6232 -knn K Neighbors Classifier 0.7207 0.7178 0.5246 0.6186 -dt Decision Tree Classifier 0.6907 0.6529 0.5287 0.5584 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5523 0.0000 0.5743 0.4420 - - F1 Kappa MCC TT (Sec) -lr 0.6251 0.4622 0.4734 0.084 -ridge 0.6187 0.4512 0.4643 0.022 -lda 0.6210 0.4528 0.4656 0.016 -catboost 0.6048 0.4285 0.4359 1.117 -nb 0.6150 0.4332 0.4393 0.021 -gbc 0.6145 0.4305 0.4359 0.063 -rf 0.5926 0.4170 0.4294 0.121 -qda 0.5986 0.4137 0.4214 0.020 -et 0.5658 0.3827 0.3980 0.104 -xgboost 0.5992 0.4034 0.4070 0.356 -ada 0.5679 0.3812 0.3890 0.068 -lightgbm 0.5932 0.3939 0.3989 0.561 -knn 0.5614 0.3610 0.3668 0.026 -dt 0.5344 0.3062 0.3107 0.017 -dummy 0.0000 0.0000 0.0000 0.015 -svm 0.4222 0.1161 0.1225 0.015 -2022-06-21 18:50:49,508:INFO:master_model_container: 16 -2022-06-21 18:50:49,508:INFO:display_container: 2 -2022-06-21 18:50:49,509:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=5646, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:50:49,509:INFO:compare_models() successfully completed...................................... -2022-06-21 18:50:49,513:INFO:Initializing evaluate_model() -2022-06-21 18:50:49,514:INFO:evaluate_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=5646, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 18:50:49,530:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 18:50:49,531:INFO:Initializing plot_model() -2022-06-21 18:50:49,533:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=streamlit, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=5646, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=False, scale=1, self=, system=True) -2022-06-21 18:50:49,534:INFO:Checking exceptions -2022-06-21 18:50:49,544:INFO:Preloading libraries -2022-06-21 18:50:49,545:INFO:Copying training dataset -2022-06-21 18:50:49,545:INFO:Plot type: auc -2022-06-21 18:50:49,598:INFO:Fitting Model -2022-06-21 18:50:49,600:WARNING:X does not have valid feature names, but LogisticRegression was fitted with feature names - -2022-06-21 18:50:49,602:INFO:Scoring test/hold-out set -2022-06-21 18:50:50,089:INFO:Visual Rendered Successfully -2022-06-21 18:50:50,523:INFO:plot_model() successfully completed...................................... -2022-06-21 18:52:48,889:INFO:PyCaret ClassificationExperiment -2022-06-21 18:52:48,895:INFO:Logging name: clf-default-name -2022-06-21 18:52:48,902:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:52:48,903:INFO:version 3.0.0.rc1 -2022-06-21 18:52:48,908:INFO:Initializing setup() -2022-06-21 18:52:48,909:INFO:self.USI: ee76 -2022-06-21 18:52:48,909:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:52:48,909:INFO:Checking environment -2022-06-21 18:52:48,909:INFO:python_version: 3.9.7 -2022-06-21 18:52:48,910:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:52:48,910:INFO:machine: x86_64 -2022-06-21 18:52:48,910:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:52:48,911:INFO:Memory: svmem(total=8230690816, available=1262276608, percent=84.7, used=5850169344, free=229576704, active=3149570048, inactive=4083462144, buffers=74309632, cached=2076635136, shared=830902272, slab=367874048) -2022-06-21 18:52:48,914:INFO:Physical Core: 2 -2022-06-21 18:52:48,915:INFO:Logical Core: 4 -2022-06-21 18:52:48,916:INFO:Checking libraries -2022-06-21 18:52:48,916:INFO: -System: -2022-06-21 18:52:48,918:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:52:48,918:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:52:48,919:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:52:48,919:INFO: -PyCaret required dependencies: -2022-06-21 18:52:48,922:INFO: pip: 22.1.2 -2022-06-21 18:52:48,922:INFO: setuptools: 58.0.4 -2022-06-21 18:52:48,922:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:52:48,923:INFO: ipython: Not installed -2022-06-21 18:52:48,924:INFO: ipywidgets: 7.6.5 -2022-06-21 18:52:48,924:INFO: tqdm: 4.62.3 -2022-06-21 18:52:48,924:INFO: numpy: 1.21.5 -2022-06-21 18:52:48,925:INFO: pandas: 1.3.5 -2022-06-21 18:52:48,925:INFO: jinja2: 3.0.3 -2022-06-21 18:52:48,926:INFO: scipy: 1.7.1 -2022-06-21 18:52:48,927:INFO: joblib: 1.1.0 -2022-06-21 18:52:48,927:INFO: sklearn: 1.1.1 -2022-06-21 18:52:48,928:INFO: pyod: Installed but version unavailable -2022-06-21 18:52:48,933:INFO: imblearn: 0.9.1 -2022-06-21 18:52:48,933:INFO: category_encoders: 2.5.0 -2022-06-21 18:52:48,933:INFO: lightgbm: 3.2.1 -2022-06-21 18:52:48,934:INFO: numba: 0.55.2 -2022-06-21 18:52:48,934:INFO: requests: 2.27.1 -2022-06-21 18:52:48,934:INFO: matplotlib: 3.4.3 -2022-06-21 18:52:48,935:INFO: scikitplot: 0.3.7 -2022-06-21 18:52:48,935:INFO: yellowbrick: 1.4 -2022-06-21 18:52:48,935:INFO: plotly: 5.5.0 -2022-06-21 18:52:48,936:INFO: kaleido: 0.2.1 -2022-06-21 18:52:48,936:INFO: statsmodels: 0.12.2 -2022-06-21 18:52:48,937:INFO: sktime: 0.11.4 -2022-06-21 18:52:48,940:INFO: tbats: Installed but version unavailable -2022-06-21 18:52:48,941:INFO: pmdarima: 1.8.5 -2022-06-21 18:52:48,942:INFO: psutil: 5.9.0 -2022-06-21 18:52:48,942:INFO: -PyCaret optional dependencies: -2022-06-21 18:52:48,949:INFO: shap: 0.39.0 -2022-06-21 18:52:48,949:INFO: interpret: 0.2.7 -2022-06-21 18:52:48,950:INFO: umap: 0.5.3 -2022-06-21 18:52:48,951:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:52:48,953:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:52:48,953:INFO: autoviz: 0.1.39 -2022-06-21 18:52:48,954:INFO: fairlearn: 0.7.0 -2022-06-21 18:52:48,954:INFO: xgboost: 1.4.0 -2022-06-21 18:52:48,955:INFO: catboost: 1.0.6 -2022-06-21 18:52:48,955:INFO: kmodes: 0.12.1 -2022-06-21 18:52:48,955:INFO: mlxtend: 0.20.0 -2022-06-21 18:52:48,956:INFO: statsforecast: 0.5.5 -2022-06-21 18:52:48,956:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:52:48,956:INFO: ray: 1.12.1 -2022-06-21 18:52:48,956:INFO: hyperopt: 0.2.7 -2022-06-21 18:52:48,956:INFO: optuna: 2.10.0 -2022-06-21 18:52:48,956:INFO: skopt: 0.9.0 -2022-06-21 18:52:48,957:INFO: mlflow: 1.26.1 -2022-06-21 18:52:48,957:INFO: gradio: 3.0.11 -2022-06-21 18:52:48,959:INFO: fastapi: 0.75.2 -2022-06-21 18:52:48,968:INFO: uvicorn: 0.17.6 -2022-06-21 18:52:48,969:INFO: m2cgen: 0.10.0 -2022-06-21 18:52:48,970:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:52:48,971:INFO: nltk: 3.6.5 -2022-06-21 18:52:48,972:INFO: pyLDAvis: Not installed -2022-06-21 18:52:48,972:INFO: gensim: Not installed -2022-06-21 18:52:48,973:INFO: spacy: Not installed -2022-06-21 18:52:48,975:INFO: wordcloud: 1.8.1 -2022-06-21 18:52:48,976:INFO: textblob: 0.17.1 -2022-06-21 18:52:48,976:INFO: fugue: 0.6.6 -2022-06-21 18:52:48,976:INFO: streamlit: 1.10.0 -2022-06-21 18:52:48,976:INFO: prophet: Not installed -2022-06-21 18:52:48,977:INFO:None -2022-06-21 18:52:48,977:INFO:Set up data. -2022-06-21 18:52:49,004:INFO:Set up train/test split. -2022-06-21 18:52:49,022:INFO:Assigning column types. -2022-06-21 18:52:49,050:INFO:Set up folding strategy. -2022-06-21 18:52:49,051:INFO:Preparing preprocessing pipeline... -2022-06-21 18:52:49,053:INFO:Set up simple imputation. -2022-06-21 18:52:49,205:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:52:49,209:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:52:49,210:INFO:Creating final display dataframe. -2022-06-21 18:52:49,307:INFO:Setup display_container: Description Value -0 Session id 7253 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI ee76 -2022-06-21 18:52:49,316:INFO: Description Value -0 Session id 7253 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI ee76 -2022-06-21 18:52:49,487:INFO:setup() successfully completed in 0.6s............... -2022-06-21 18:52:49,488:INFO:Initializing compare_models() -2022-06-21 18:52:49,488:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:52:49,489:INFO:Checking exceptions -2022-06-21 18:52:49,495:INFO:Preparing display monitor -2022-06-21 18:52:49,504:INFO:Initializing Logistic Regression -2022-06-21 18:52:49,505:INFO:Total runtime is 8.4837277730306e-06 minutes -2022-06-21 18:52:49,506:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:49,506:INFO:Initializing create_model() -2022-06-21 18:52:49,507:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:49,507:INFO:Checking exceptions -2022-06-21 18:52:49,515:INFO:Importing libraries -2022-06-21 18:52:49,516:INFO:Copying training dataset -2022-06-21 18:52:49,523:INFO:Defining folds -2022-06-21 18:52:49,524:INFO:Declaring metric variables -2022-06-21 18:52:49,527:INFO:Importing untrained model -2022-06-21 18:52:49,529:INFO:Logistic Regression Imported successfully -2022-06-21 18:52:49,533:INFO:Starting cross validation -2022-06-21 18:52:49,535:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:49,728:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,755:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:49,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,071:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,098:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,111:INFO:Calculating mean and std -2022-06-21 18:52:50,112:INFO:Creating metrics dataframe -2022-06-21 18:52:50,118:INFO:Uploading results into container -2022-06-21 18:52:50,118:INFO:Uploading model into container now -2022-06-21 18:52:50,119:INFO:master_model_container: 1 -2022-06-21 18:52:50,119:INFO:display_container: 2 -2022-06-21 18:52:50,120:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=7253, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:52:50,120:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:50,361:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:50,368:INFO:Creating metrics dataframe -2022-06-21 18:52:50,376:INFO:Initializing K Neighbors Classifier -2022-06-21 18:52:50,378:INFO:Total runtime is 0.014568793773651124 minutes -2022-06-21 18:52:50,383:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:50,384:INFO:Initializing create_model() -2022-06-21 18:52:50,384:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:50,384:INFO:Checking exceptions -2022-06-21 18:52:50,387:INFO:Importing libraries -2022-06-21 18:52:50,396:INFO:Copying training dataset -2022-06-21 18:52:50,402:INFO:Defining folds -2022-06-21 18:52:50,402:INFO:Declaring metric variables -2022-06-21 18:52:50,403:INFO:Importing untrained model -2022-06-21 18:52:50,404:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:52:50,413:INFO:Starting cross validation -2022-06-21 18:52:50,414:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:50,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,608:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,695:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:50,780:INFO:Calculating mean and std -2022-06-21 18:52:50,781:INFO:Creating metrics dataframe -2022-06-21 18:52:50,787:INFO:Uploading results into container -2022-06-21 18:52:50,788:INFO:Uploading model into container now -2022-06-21 18:52:50,789:INFO:master_model_container: 2 -2022-06-21 18:52:50,789:INFO:display_container: 2 -2022-06-21 18:52:50,790:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:52:50,790:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:51,011:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:51,011:INFO:Creating metrics dataframe -2022-06-21 18:52:51,018:INFO:Initializing Naive Bayes -2022-06-21 18:52:51,018:INFO:Total runtime is 0.02523794968922933 minutes -2022-06-21 18:52:51,019:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:51,020:INFO:Initializing create_model() -2022-06-21 18:52:51,020:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:51,020:INFO:Checking exceptions -2022-06-21 18:52:51,023:INFO:Importing libraries -2022-06-21 18:52:51,024:INFO:Copying training dataset -2022-06-21 18:52:51,027:INFO:Defining folds -2022-06-21 18:52:51,028:INFO:Declaring metric variables -2022-06-21 18:52:51,028:INFO:Importing untrained model -2022-06-21 18:52:51,029:INFO:Naive Bayes Imported successfully -2022-06-21 18:52:51,030:INFO:Starting cross validation -2022-06-21 18:52:51,031:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:51,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,082:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,142:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,151:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,174:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,185:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,194:INFO:Calculating mean and std -2022-06-21 18:52:51,195:INFO:Creating metrics dataframe -2022-06-21 18:52:51,200:INFO:Uploading results into container -2022-06-21 18:52:51,200:INFO:Uploading model into container now -2022-06-21 18:52:51,201:INFO:master_model_container: 3 -2022-06-21 18:52:51,201:INFO:display_container: 2 -2022-06-21 18:52:51,202:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:52:51,202:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:51,423:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:51,424:INFO:Creating metrics dataframe -2022-06-21 18:52:51,433:INFO:Initializing Decision Tree Classifier -2022-06-21 18:52:51,434:INFO:Total runtime is 0.03215731382369995 minutes -2022-06-21 18:52:51,434:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:51,435:INFO:Initializing create_model() -2022-06-21 18:52:51,435:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:51,436:INFO:Checking exceptions -2022-06-21 18:52:51,439:INFO:Importing libraries -2022-06-21 18:52:51,439:INFO:Copying training dataset -2022-06-21 18:52:51,443:INFO:Defining folds -2022-06-21 18:52:51,443:INFO:Declaring metric variables -2022-06-21 18:52:51,443:INFO:Importing untrained model -2022-06-21 18:52:51,444:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:52:51,446:INFO:Starting cross validation -2022-06-21 18:52:51,447:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:51,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,487:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,560:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,569:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,638:INFO:Calculating mean and std -2022-06-21 18:52:51,639:INFO:Creating metrics dataframe -2022-06-21 18:52:51,647:INFO:Uploading results into container -2022-06-21 18:52:51,648:INFO:Uploading model into container now -2022-06-21 18:52:51,649:INFO:master_model_container: 4 -2022-06-21 18:52:51,649:INFO:display_container: 2 -2022-06-21 18:52:51,650:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=7253, splitter='best') -2022-06-21 18:52:51,651:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:51,911:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:51,911:INFO:Creating metrics dataframe -2022-06-21 18:52:51,923:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:52:51,923:INFO:Total runtime is 0.04031300147374471 minutes -2022-06-21 18:52:51,924:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:51,925:INFO:Initializing create_model() -2022-06-21 18:52:51,925:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:51,926:INFO:Checking exceptions -2022-06-21 18:52:51,929:INFO:Importing libraries -2022-06-21 18:52:51,929:INFO:Copying training dataset -2022-06-21 18:52:51,937:INFO:Defining folds -2022-06-21 18:52:51,937:INFO:Declaring metric variables -2022-06-21 18:52:51,940:INFO:Importing untrained model -2022-06-21 18:52:51,941:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:52:51,945:INFO:Starting cross validation -2022-06-21 18:52:51,947:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:51,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:51,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,003:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,004:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,015:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,016:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:52:52,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:52:52,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,040:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,075:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,094:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,104:INFO:Calculating mean and std -2022-06-21 18:52:52,105:INFO:Creating metrics dataframe -2022-06-21 18:52:52,110:INFO:Uploading results into container -2022-06-21 18:52:52,111:INFO:Uploading model into container now -2022-06-21 18:52:52,111:INFO:master_model_container: 5 -2022-06-21 18:52:52,112:INFO:display_container: 2 -2022-06-21 18:52:52,112:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=7253, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:52:52,113:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:52,331:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:52,331:INFO:Creating metrics dataframe -2022-06-21 18:52:52,339:INFO:Initializing Ridge Classifier -2022-06-21 18:52:52,339:INFO:Total runtime is 0.04725069204966227 minutes -2022-06-21 18:52:52,341:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:52,342:INFO:Initializing create_model() -2022-06-21 18:52:52,342:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:52,343:INFO:Checking exceptions -2022-06-21 18:52:52,345:INFO:Importing libraries -2022-06-21 18:52:52,345:INFO:Copying training dataset -2022-06-21 18:52:52,349:INFO:Defining folds -2022-06-21 18:52:52,349:INFO:Declaring metric variables -2022-06-21 18:52:52,350:INFO:Importing untrained model -2022-06-21 18:52:52,351:INFO:Ridge Classifier Imported successfully -2022-06-21 18:52:52,353:INFO:Starting cross validation -2022-06-21 18:52:52,354:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:52,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,410:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,469:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,469:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,482:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:52,488:INFO:Calculating mean and std -2022-06-21 18:52:52,489:INFO:Creating metrics dataframe -2022-06-21 18:52:52,498:INFO:Uploading results into container -2022-06-21 18:52:52,500:INFO:Uploading model into container now -2022-06-21 18:52:52,502:INFO:master_model_container: 6 -2022-06-21 18:52:52,503:INFO:display_container: 2 -2022-06-21 18:52:52,504:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=7253, solver='auto', tol=0.001) -2022-06-21 18:52:52,505:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:52,746:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:52,746:INFO:Creating metrics dataframe -2022-06-21 18:52:52,753:INFO:Initializing Random Forest Classifier -2022-06-21 18:52:52,753:INFO:Total runtime is 0.054154296716054276 minutes -2022-06-21 18:52:52,754:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:52,755:INFO:Initializing create_model() -2022-06-21 18:52:52,755:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:52,755:INFO:Checking exceptions -2022-06-21 18:52:52,759:INFO:Importing libraries -2022-06-21 18:52:52,759:INFO:Copying training dataset -2022-06-21 18:52:52,763:INFO:Defining folds -2022-06-21 18:52:52,763:INFO:Declaring metric variables -2022-06-21 18:52:52,763:INFO:Importing untrained model -2022-06-21 18:52:52,764:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:52:52,765:INFO:Starting cross validation -2022-06-21 18:52:52,767:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:53,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,422:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,491:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:53,865:INFO:Calculating mean and std -2022-06-21 18:52:53,866:INFO:Creating metrics dataframe -2022-06-21 18:52:53,871:INFO:Uploading results into container -2022-06-21 18:52:53,872:INFO:Uploading model into container now -2022-06-21 18:52:53,872:INFO:master_model_container: 7 -2022-06-21 18:52:53,873:INFO:display_container: 2 -2022-06-21 18:52:53,873:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=7253, verbose=0, warm_start=False) -2022-06-21 18:52:53,874:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:54,089:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:54,089:INFO:Creating metrics dataframe -2022-06-21 18:52:54,096:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:52:54,097:INFO:Total runtime is 0.07653962771097819 minutes -2022-06-21 18:52:54,097:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:54,098:INFO:Initializing create_model() -2022-06-21 18:52:54,098:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:54,098:INFO:Checking exceptions -2022-06-21 18:52:54,102:INFO:Importing libraries -2022-06-21 18:52:54,102:INFO:Copying training dataset -2022-06-21 18:52:54,105:INFO:Defining folds -2022-06-21 18:52:54,105:INFO:Declaring metric variables -2022-06-21 18:52:54,106:INFO:Importing untrained model -2022-06-21 18:52:54,107:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:52:54,109:INFO:Starting cross validation -2022-06-21 18:52:54,110:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:54,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,165:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,165:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,174:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,212:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,216:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,229:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,262:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,274:INFO:Calculating mean and std -2022-06-21 18:52:54,275:INFO:Creating metrics dataframe -2022-06-21 18:52:54,281:INFO:Uploading results into container -2022-06-21 18:52:54,282:INFO:Uploading model into container now -2022-06-21 18:52:54,282:INFO:master_model_container: 8 -2022-06-21 18:52:54,283:INFO:display_container: 2 -2022-06-21 18:52:54,283:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:52:54,283:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:54,504:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:54,504:INFO:Creating metrics dataframe -2022-06-21 18:52:54,523:INFO:Initializing Ada Boost Classifier -2022-06-21 18:52:54,524:INFO:Total runtime is 0.08366573651631673 minutes -2022-06-21 18:52:54,526:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:54,527:INFO:Initializing create_model() -2022-06-21 18:52:54,529:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:54,531:INFO:Checking exceptions -2022-06-21 18:52:54,538:INFO:Importing libraries -2022-06-21 18:52:54,539:INFO:Copying training dataset -2022-06-21 18:52:54,551:INFO:Defining folds -2022-06-21 18:52:54,551:INFO:Declaring metric variables -2022-06-21 18:52:54,552:INFO:Importing untrained model -2022-06-21 18:52:54,553:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:52:54,555:INFO:Starting cross validation -2022-06-21 18:52:54,556:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:54,738:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,756:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,779:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,940:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,971:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:54,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,003:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,094:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,121:INFO:Calculating mean and std -2022-06-21 18:52:55,122:INFO:Creating metrics dataframe -2022-06-21 18:52:55,127:INFO:Uploading results into container -2022-06-21 18:52:55,128:INFO:Uploading model into container now -2022-06-21 18:52:55,128:INFO:master_model_container: 9 -2022-06-21 18:52:55,129:INFO:display_container: 2 -2022-06-21 18:52:55,130:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=7253) -2022-06-21 18:52:55,131:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:55,347:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:55,347:INFO:Creating metrics dataframe -2022-06-21 18:52:55,357:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:52:55,357:INFO:Total runtime is 0.09755063851674398 minutes -2022-06-21 18:52:55,358:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:55,358:INFO:Initializing create_model() -2022-06-21 18:52:55,359:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:55,360:INFO:Checking exceptions -2022-06-21 18:52:55,363:INFO:Importing libraries -2022-06-21 18:52:55,363:INFO:Copying training dataset -2022-06-21 18:52:55,367:INFO:Defining folds -2022-06-21 18:52:55,367:INFO:Declaring metric variables -2022-06-21 18:52:55,368:INFO:Importing untrained model -2022-06-21 18:52:55,369:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:52:55,370:INFO:Starting cross validation -2022-06-21 18:52:55,371:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:55,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,807:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,878:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:55,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,003:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,018:INFO:Calculating mean and std -2022-06-21 18:52:56,019:INFO:Creating metrics dataframe -2022-06-21 18:52:56,024:INFO:Uploading results into container -2022-06-21 18:52:56,025:INFO:Uploading model into container now -2022-06-21 18:52:56,026:INFO:master_model_container: 10 -2022-06-21 18:52:56,026:INFO:display_container: 2 -2022-06-21 18:52:56,026:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=7253, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:52:56,027:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:56,280:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:56,281:INFO:Creating metrics dataframe -2022-06-21 18:52:56,289:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:52:56,289:INFO:Total runtime is 0.11308470169703165 minutes -2022-06-21 18:52:56,291:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:56,292:INFO:Initializing create_model() -2022-06-21 18:52:56,292:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:56,293:INFO:Checking exceptions -2022-06-21 18:52:56,296:INFO:Importing libraries -2022-06-21 18:52:56,296:INFO:Copying training dataset -2022-06-21 18:52:56,300:INFO:Defining folds -2022-06-21 18:52:56,300:INFO:Declaring metric variables -2022-06-21 18:52:56,301:INFO:Importing untrained model -2022-06-21 18:52:56,303:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:52:56,304:INFO:Starting cross validation -2022-06-21 18:52:56,305:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:56,352:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,364:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,368:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:56,500:INFO:Calculating mean and std -2022-06-21 18:52:56,502:INFO:Creating metrics dataframe -2022-06-21 18:52:56,510:INFO:Uploading results into container -2022-06-21 18:52:56,511:INFO:Uploading model into container now -2022-06-21 18:52:56,512:INFO:master_model_container: 11 -2022-06-21 18:52:56,512:INFO:display_container: 2 -2022-06-21 18:52:56,513:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:52:56,514:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:56,754:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:56,754:INFO:Creating metrics dataframe -2022-06-21 18:52:56,762:INFO:Initializing Extra Trees Classifier -2022-06-21 18:52:56,762:INFO:Total runtime is 0.12096215486526489 minutes -2022-06-21 18:52:56,763:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:56,763:INFO:Initializing create_model() -2022-06-21 18:52:56,765:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:56,765:INFO:Checking exceptions -2022-06-21 18:52:56,767:INFO:Importing libraries -2022-06-21 18:52:56,767:INFO:Copying training dataset -2022-06-21 18:52:56,771:INFO:Defining folds -2022-06-21 18:52:56,771:INFO:Declaring metric variables -2022-06-21 18:52:56,772:INFO:Importing untrained model -2022-06-21 18:52:56,773:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:52:56,775:INFO:Starting cross validation -2022-06-21 18:52:56,777:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:57,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,055:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,361:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,673:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:57,727:INFO:Calculating mean and std -2022-06-21 18:52:57,729:INFO:Creating metrics dataframe -2022-06-21 18:52:57,735:INFO:Uploading results into container -2022-06-21 18:52:57,736:INFO:Uploading model into container now -2022-06-21 18:52:57,736:INFO:master_model_container: 12 -2022-06-21 18:52:57,737:INFO:display_container: 2 -2022-06-21 18:52:57,738:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=7253, verbose=0, warm_start=False) -2022-06-21 18:52:57,738:INFO:create_model() successfully completed...................................... -2022-06-21 18:52:57,966:INFO:SubProcess create_model() end ================================== -2022-06-21 18:52:57,966:INFO:Creating metrics dataframe -2022-06-21 18:52:57,972:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:52:57,973:INFO:Total runtime is 0.1411383310953776 minutes -2022-06-21 18:52:57,973:INFO:SubProcess create_model() called ================================== -2022-06-21 18:52:57,973:INFO:Initializing create_model() -2022-06-21 18:52:57,974:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:52:57,974:INFO:Checking exceptions -2022-06-21 18:52:57,976:INFO:Importing libraries -2022-06-21 18:52:57,976:INFO:Copying training dataset -2022-06-21 18:52:57,979:INFO:Defining folds -2022-06-21 18:52:57,980:INFO:Declaring metric variables -2022-06-21 18:52:57,980:INFO:Importing untrained model -2022-06-21 18:52:57,981:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:52:57,982:INFO:Starting cross validation -2022-06-21 18:52:57,982:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:52:58,006:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:52:58,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:52:58,026:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:52:58,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:52:58,864:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:58,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:58,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:58,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:58,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:52:59,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:59,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:59,349:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:59,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:59,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:52:59,612:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:59,618:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:59,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:59,629:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:59,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:52:59,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:59,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:59,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:59,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:59,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:59,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:59,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:52:59,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:52:59,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:52:59,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:00,776:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:00,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:00,795:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:00,809:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:00,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:01,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:01,418:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:01,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:01,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:01,843:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:01,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:01,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:01,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:01,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:01,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:01,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:01,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:01,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:01,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:02,005:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:02,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:02,058:INFO:Calculating mean and std -2022-06-21 18:53:02,059:INFO:Creating metrics dataframe -2022-06-21 18:53:02,064:INFO:Uploading results into container -2022-06-21 18:53:02,065:INFO:Uploading model into container now -2022-06-21 18:53:02,066:INFO:master_model_container: 13 -2022-06-21 18:53:02,066:INFO:display_container: 2 -2022-06-21 18:53:02,067:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=7253, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:53:02,067:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:02,307:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:02,308:INFO:Creating metrics dataframe -2022-06-21 18:53:02,315:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:53:02,315:INFO:Total runtime is 0.21351532141367593 minutes -2022-06-21 18:53:02,316:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:02,317:INFO:Initializing create_model() -2022-06-21 18:53:02,317:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:02,317:INFO:Checking exceptions -2022-06-21 18:53:02,319:INFO:Importing libraries -2022-06-21 18:53:02,319:INFO:Copying training dataset -2022-06-21 18:53:02,322:INFO:Defining folds -2022-06-21 18:53:02,322:INFO:Declaring metric variables -2022-06-21 18:53:02,323:INFO:Importing untrained model -2022-06-21 18:53:02,324:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:53:02,324:INFO:Starting cross validation -2022-06-21 18:53:02,325:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:03,320:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:03,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:04,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:04,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:04,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:05,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:05,033:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:05,095:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:05,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:05,637:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:06,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:06,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:06,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:06,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:07,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:07,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:07,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:07,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:07,720:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:07,726:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:07,737:INFO:Calculating mean and std -2022-06-21 18:53:07,738:INFO:Creating metrics dataframe -2022-06-21 18:53:07,743:INFO:Uploading results into container -2022-06-21 18:53:07,743:INFO:Uploading model into container now -2022-06-21 18:53:07,744:INFO:master_model_container: 14 -2022-06-21 18:53:07,744:INFO:display_container: 2 -2022-06-21 18:53:07,744:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=7253, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:53:07,745:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:07,960:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:07,960:INFO:Creating metrics dataframe -2022-06-21 18:53:07,966:INFO:Initializing CatBoost Classifier -2022-06-21 18:53:07,966:INFO:Total runtime is 0.30769714117050173 minutes -2022-06-21 18:53:07,967:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:07,967:INFO:Initializing create_model() -2022-06-21 18:53:07,967:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:07,967:INFO:Checking exceptions -2022-06-21 18:53:07,969:INFO:Importing libraries -2022-06-21 18:53:07,970:INFO:Copying training dataset -2022-06-21 18:53:07,973:INFO:Defining folds -2022-06-21 18:53:07,973:INFO:Declaring metric variables -2022-06-21 18:53:07,974:INFO:Importing untrained model -2022-06-21 18:53:07,974:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:53:07,975:INFO:Starting cross validation -2022-06-21 18:53:07,976:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:11,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:11,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:12,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:12,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:12,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:12,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:12,729:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:12,775:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:15,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:15,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:15,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:15,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:17,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:17,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:17,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:17,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,438:INFO:Calculating mean and std -2022-06-21 18:53:18,439:INFO:Creating metrics dataframe -2022-06-21 18:53:18,445:INFO:Uploading results into container -2022-06-21 18:53:18,446:INFO:Uploading model into container now -2022-06-21 18:53:18,447:INFO:master_model_container: 15 -2022-06-21 18:53:18,447:INFO:display_container: 2 -2022-06-21 18:53:18,447:INFO: -2022-06-21 18:53:18,447:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:18,705:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:18,705:INFO:Creating metrics dataframe -2022-06-21 18:53:18,715:INFO:Initializing Dummy Classifier -2022-06-21 18:53:18,715:INFO:Total runtime is 0.48685090144475307 minutes -2022-06-21 18:53:18,716:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:18,717:INFO:Initializing create_model() -2022-06-21 18:53:18,717:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:18,718:INFO:Checking exceptions -2022-06-21 18:53:18,721:INFO:Importing libraries -2022-06-21 18:53:18,721:INFO:Copying training dataset -2022-06-21 18:53:18,724:INFO:Defining folds -2022-06-21 18:53:18,724:INFO:Declaring metric variables -2022-06-21 18:53:18,725:INFO:Importing untrained model -2022-06-21 18:53:18,726:INFO:Dummy Classifier Imported successfully -2022-06-21 18:53:18,729:INFO:Starting cross validation -2022-06-21 18:53:18,730:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:18,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,772:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,779:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,823:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,833:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,841:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:18,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:53:18,866:INFO:Calculating mean and std -2022-06-21 18:53:18,867:INFO:Creating metrics dataframe -2022-06-21 18:53:18,872:INFO:Uploading results into container -2022-06-21 18:53:18,873:INFO:Uploading model into container now -2022-06-21 18:53:18,873:INFO:master_model_container: 16 -2022-06-21 18:53:18,874:INFO:display_container: 2 -2022-06-21 18:53:18,874:INFO:DummyClassifier(constant=None, random_state=7253, strategy='prior') -2022-06-21 18:53:18,875:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:19,087:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:19,088:INFO:Creating metrics dataframe -2022-06-21 18:53:19,101:INFO:Initializing create_model() -2022-06-21 18:53:19,101:INFO:create_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=7253, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:53:19,102:INFO:Checking exceptions -2022-06-21 18:53:19,105:INFO:Importing libraries -2022-06-21 18:53:19,105:INFO:Copying training dataset -2022-06-21 18:53:19,110:INFO:Defining folds -2022-06-21 18:53:19,111:INFO:Declaring metric variables -2022-06-21 18:53:19,112:INFO:Importing untrained model -2022-06-21 18:53:19,113:INFO:Declaring custom model -2022-06-21 18:53:19,114:INFO:Logistic Regression Imported successfully -2022-06-21 18:53:19,116:INFO:Cross validation set to False -2022-06-21 18:53:19,117:INFO:Fitting Model -2022-06-21 18:53:19,183:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=7253, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:53:19,183:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:19,421:INFO: Model Accuracy AUC Recall Prec. \ -lr Logistic Regression 0.7825 0.8564 0.6120 0.7201 -ridge Ridge Classifier 0.7806 0.0000 0.6012 0.7199 -lda Linear Discriminant Analysis 0.7806 0.8611 0.6012 0.7199 -nb Naive Bayes 0.7767 0.8361 0.6430 0.6990 -rf Random Forest Classifier 0.7712 0.8310 0.5892 0.7099 -qda Quadratic Discriminant Analysis 0.7655 0.8332 0.6111 0.6823 -et Extra Trees Classifier 0.7619 0.8230 0.5734 0.6937 -catboost CatBoost Classifier 0.7601 0.8316 0.6108 0.6773 -gbc Gradient Boosting Classifier 0.7563 0.8343 0.5947 0.6762 -ada Ada Boost Classifier 0.7544 0.8229 0.6050 0.6699 -knn K Neighbors Classifier 0.7488 0.7736 0.5734 0.6718 -lightgbm Light Gradient Boosting Machine 0.7470 0.8070 0.6058 0.6663 -xgboost Extreme Gradient Boosting 0.7359 0.7911 0.6000 0.6337 -dt Decision Tree Classifier 0.6986 0.6670 0.5626 0.5684 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.6239 0.0000 0.2807 0.4448 - - F1 Kappa MCC TT (Sec) -lr 0.6571 0.5011 0.5074 0.058 -ridge 0.6504 0.4945 0.5014 0.013 -lda 0.6504 0.4945 0.5014 0.020 -nb 0.6664 0.4998 0.5034 0.016 -rf 0.6424 0.4765 0.4820 0.110 -qda 0.6392 0.4683 0.4734 0.016 -et 0.6258 0.4541 0.4596 0.095 -catboost 0.6375 0.4600 0.4645 1.046 -gbc 0.6304 0.4501 0.4539 0.065 -ada 0.6335 0.4497 0.4527 0.056 -knn 0.6138 0.4303 0.4366 0.037 -lightgbm 0.6266 0.4372 0.4443 0.541 -xgboost 0.6144 0.4140 0.4160 0.408 -dt 0.5635 0.3339 0.3352 0.019 -dummy 0.0000 0.0000 0.0000 0.013 -svm 0.2862 0.1028 0.1231 0.016 -2022-06-21 18:53:19,422:INFO:master_model_container: 16 -2022-06-21 18:53:19,422:INFO:display_container: 2 -2022-06-21 18:53:19,423:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=7253, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:53:19,423:INFO:compare_models() successfully completed...................................... -2022-06-21 18:53:19,426:INFO:Initializing evaluate_model() -2022-06-21 18:53:19,428:INFO:evaluate_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=7253, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 18:53:19,445:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 18:53:19,448:INFO:Initializing plot_model() -2022-06-21 18:53:19,449:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=7253, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 18:53:19,451:INFO:Checking exceptions -2022-06-21 18:53:19,455:INFO:Preloading libraries -2022-06-21 18:53:19,456:INFO:Copying training dataset -2022-06-21 18:53:19,456:INFO:Plot type: auc -2022-06-21 18:53:19,489:INFO:Fitting Model -2022-06-21 18:53:19,490:WARNING:X does not have valid feature names, but LogisticRegression was fitted with feature names - -2022-06-21 18:53:19,493:INFO:Scoring test/hold-out set -2022-06-21 18:53:19,555:INFO:Saving 'images/AUC.png' -2022-06-21 18:53:43,230:INFO:PyCaret ClassificationExperiment -2022-06-21 18:53:43,231:INFO:Logging name: clf-default-name -2022-06-21 18:53:43,233:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:53:43,234:INFO:version 3.0.0.rc1 -2022-06-21 18:53:43,235:INFO:Initializing setup() -2022-06-21 18:53:43,235:INFO:self.USI: dfef -2022-06-21 18:53:43,236:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:53:43,236:INFO:Checking environment -2022-06-21 18:53:43,237:INFO:python_version: 3.9.7 -2022-06-21 18:53:43,238:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:53:43,238:INFO:machine: x86_64 -2022-06-21 18:53:43,239:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:53:43,240:INFO:Memory: svmem(total=8230690816, available=1265393664, percent=84.6, used=5868531712, free=223469568, active=3158614016, inactive=4092977152, buffers=75718656, cached=2062970880, shared=810246144, slab=367951872) -2022-06-21 18:53:43,244:INFO:Physical Core: 2 -2022-06-21 18:53:43,246:INFO:Logical Core: 4 -2022-06-21 18:53:43,250:INFO:Checking libraries -2022-06-21 18:53:43,250:INFO: -System: -2022-06-21 18:53:43,251:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:53:43,252:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:53:43,252:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:53:43,253:INFO: -PyCaret required dependencies: -2022-06-21 18:53:43,256:INFO: pip: 22.1.2 -2022-06-21 18:53:43,257:INFO: setuptools: 58.0.4 -2022-06-21 18:53:43,258:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:53:43,261:INFO: ipython: Not installed -2022-06-21 18:53:43,261:INFO: ipywidgets: 7.6.5 -2022-06-21 18:53:43,263:INFO: tqdm: 4.62.3 -2022-06-21 18:53:43,264:INFO: numpy: 1.21.5 -2022-06-21 18:53:43,265:INFO: pandas: 1.3.5 -2022-06-21 18:53:43,267:INFO: jinja2: 3.0.3 -2022-06-21 18:53:43,271:INFO: scipy: 1.7.1 -2022-06-21 18:53:43,271:INFO: joblib: 1.1.0 -2022-06-21 18:53:43,271:INFO: sklearn: 1.1.1 -2022-06-21 18:53:43,272:INFO: pyod: Installed but version unavailable -2022-06-21 18:53:43,273:INFO: imblearn: 0.9.1 -2022-06-21 18:53:43,276:INFO: category_encoders: 2.5.0 -2022-06-21 18:53:43,276:INFO: lightgbm: 3.2.1 -2022-06-21 18:53:43,277:INFO: numba: 0.55.2 -2022-06-21 18:53:43,278:INFO: requests: 2.27.1 -2022-06-21 18:53:43,279:INFO: matplotlib: 3.4.3 -2022-06-21 18:53:43,280:INFO: scikitplot: 0.3.7 -2022-06-21 18:53:43,282:INFO: yellowbrick: 1.4 -2022-06-21 18:53:43,283:INFO: plotly: 5.5.0 -2022-06-21 18:53:43,283:INFO: kaleido: 0.2.1 -2022-06-21 18:53:43,284:INFO: statsmodels: 0.12.2 -2022-06-21 18:53:43,286:INFO: sktime: 0.11.4 -2022-06-21 18:53:43,288:INFO: tbats: Installed but version unavailable -2022-06-21 18:53:43,288:INFO: pmdarima: 1.8.5 -2022-06-21 18:53:43,288:INFO: psutil: 5.9.0 -2022-06-21 18:53:43,289:INFO: -PyCaret optional dependencies: -2022-06-21 18:53:43,290:INFO: shap: 0.39.0 -2022-06-21 18:53:43,291:INFO: interpret: 0.2.7 -2022-06-21 18:53:43,291:INFO: umap: 0.5.3 -2022-06-21 18:53:43,291:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:53:43,291:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:53:43,292:INFO: autoviz: 0.1.39 -2022-06-21 18:53:43,293:INFO: fairlearn: 0.7.0 -2022-06-21 18:53:43,293:INFO: xgboost: 1.4.0 -2022-06-21 18:53:43,294:INFO: catboost: 1.0.6 -2022-06-21 18:53:43,295:INFO: kmodes: 0.12.1 -2022-06-21 18:53:43,298:INFO: mlxtend: 0.20.0 -2022-06-21 18:53:43,302:INFO: statsforecast: 0.5.5 -2022-06-21 18:53:43,303:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:53:43,303:INFO: ray: 1.12.1 -2022-06-21 18:53:43,304:INFO: hyperopt: 0.2.7 -2022-06-21 18:53:43,304:INFO: optuna: 2.10.0 -2022-06-21 18:53:43,304:INFO: skopt: 0.9.0 -2022-06-21 18:53:43,305:INFO: mlflow: 1.26.1 -2022-06-21 18:53:43,305:INFO: gradio: 3.0.11 -2022-06-21 18:53:43,305:INFO: fastapi: 0.75.2 -2022-06-21 18:53:43,306:INFO: uvicorn: 0.17.6 -2022-06-21 18:53:43,306:INFO: m2cgen: 0.10.0 -2022-06-21 18:53:43,306:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:53:43,306:INFO: nltk: 3.6.5 -2022-06-21 18:53:43,307:INFO: pyLDAvis: Not installed -2022-06-21 18:53:43,307:INFO: gensim: Not installed -2022-06-21 18:53:43,307:INFO: spacy: Not installed -2022-06-21 18:53:43,308:INFO: wordcloud: 1.8.1 -2022-06-21 18:53:43,308:INFO: textblob: 0.17.1 -2022-06-21 18:53:43,308:INFO: fugue: 0.6.6 -2022-06-21 18:53:43,312:INFO: streamlit: 1.10.0 -2022-06-21 18:53:43,314:INFO: prophet: Not installed -2022-06-21 18:53:43,319:INFO:None -2022-06-21 18:53:43,320:INFO:Set up data. -2022-06-21 18:53:43,344:INFO:Set up train/test split. -2022-06-21 18:53:43,364:INFO:Assigning column types. -2022-06-21 18:53:43,389:INFO:Set up folding strategy. -2022-06-21 18:53:43,390:INFO:Preparing preprocessing pipeline... -2022-06-21 18:53:43,393:INFO:Set up simple imputation. -2022-06-21 18:53:43,479:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:53:43,483:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:53:43,484:INFO:Creating final display dataframe. -2022-06-21 18:53:43,631:INFO:Setup display_container: Description Value -0 Session id 1632 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI dfef -2022-06-21 18:53:43,641:INFO: Description Value -0 Session id 1632 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI dfef -2022-06-21 18:53:43,810:INFO:setup() successfully completed in 0.58s............... -2022-06-21 18:53:43,810:INFO:Initializing compare_models() -2022-06-21 18:53:43,810:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:53:43,811:INFO:Checking exceptions -2022-06-21 18:53:43,815:INFO:Preparing display monitor -2022-06-21 18:53:43,819:INFO:Initializing Logistic Regression -2022-06-21 18:53:43,819:INFO:Total runtime is 4.589557647705078e-06 minutes -2022-06-21 18:53:43,821:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:43,821:INFO:Initializing create_model() -2022-06-21 18:53:43,822:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:43,822:INFO:Checking exceptions -2022-06-21 18:53:43,824:INFO:Importing libraries -2022-06-21 18:53:43,824:INFO:Copying training dataset -2022-06-21 18:53:43,828:INFO:Defining folds -2022-06-21 18:53:43,828:INFO:Declaring metric variables -2022-06-21 18:53:43,830:INFO:Importing untrained model -2022-06-21 18:53:43,832:INFO:Logistic Regression Imported successfully -2022-06-21 18:53:43,833:INFO:Starting cross validation -2022-06-21 18:53:43,835:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:44,001:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,029:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,045:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,217:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,238:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,305:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,376:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,388:INFO:Calculating mean and std -2022-06-21 18:53:44,389:INFO:Creating metrics dataframe -2022-06-21 18:53:44,395:INFO:Uploading results into container -2022-06-21 18:53:44,396:INFO:Uploading model into container now -2022-06-21 18:53:44,397:INFO:master_model_container: 1 -2022-06-21 18:53:44,397:INFO:display_container: 2 -2022-06-21 18:53:44,398:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=1632, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:53:44,399:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:44,656:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:44,656:INFO:Creating metrics dataframe -2022-06-21 18:53:44,664:INFO:Initializing K Neighbors Classifier -2022-06-21 18:53:44,665:INFO:Total runtime is 0.014097015062967936 minutes -2022-06-21 18:53:44,665:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:44,666:INFO:Initializing create_model() -2022-06-21 18:53:44,666:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:44,666:INFO:Checking exceptions -2022-06-21 18:53:44,670:INFO:Importing libraries -2022-06-21 18:53:44,670:INFO:Copying training dataset -2022-06-21 18:53:44,674:INFO:Defining folds -2022-06-21 18:53:44,674:INFO:Declaring metric variables -2022-06-21 18:53:44,675:INFO:Importing untrained model -2022-06-21 18:53:44,676:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:53:44,676:INFO:Starting cross validation -2022-06-21 18:53:44,678:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:44,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,717:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,753:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,809:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:44,880:INFO:Calculating mean and std -2022-06-21 18:53:44,881:INFO:Creating metrics dataframe -2022-06-21 18:53:44,887:INFO:Uploading results into container -2022-06-21 18:53:44,888:INFO:Uploading model into container now -2022-06-21 18:53:44,888:INFO:master_model_container: 2 -2022-06-21 18:53:44,889:INFO:display_container: 2 -2022-06-21 18:53:44,889:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:53:44,890:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:45,106:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:45,106:INFO:Creating metrics dataframe -2022-06-21 18:53:45,113:INFO:Initializing Naive Bayes -2022-06-21 18:53:45,114:INFO:Total runtime is 0.021580715974171955 minutes -2022-06-21 18:53:45,114:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:45,116:INFO:Initializing create_model() -2022-06-21 18:53:45,117:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:45,117:INFO:Checking exceptions -2022-06-21 18:53:45,119:INFO:Importing libraries -2022-06-21 18:53:45,119:INFO:Copying training dataset -2022-06-21 18:53:45,122:INFO:Defining folds -2022-06-21 18:53:45,123:INFO:Declaring metric variables -2022-06-21 18:53:45,123:INFO:Importing untrained model -2022-06-21 18:53:45,124:INFO:Naive Bayes Imported successfully -2022-06-21 18:53:45,126:INFO:Starting cross validation -2022-06-21 18:53:45,127:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:45,153:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,170:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,216:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,277:INFO:Calculating mean and std -2022-06-21 18:53:45,278:INFO:Creating metrics dataframe -2022-06-21 18:53:45,283:INFO:Uploading results into container -2022-06-21 18:53:45,283:INFO:Uploading model into container now -2022-06-21 18:53:45,284:INFO:master_model_container: 3 -2022-06-21 18:53:45,285:INFO:display_container: 2 -2022-06-21 18:53:45,285:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:53:45,285:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:45,505:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:45,505:INFO:Creating metrics dataframe -2022-06-21 18:53:45,519:INFO:Initializing Decision Tree Classifier -2022-06-21 18:53:45,520:INFO:Total runtime is 0.02835409641265869 minutes -2022-06-21 18:53:45,521:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:45,522:INFO:Initializing create_model() -2022-06-21 18:53:45,523:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:45,523:INFO:Checking exceptions -2022-06-21 18:53:45,527:INFO:Importing libraries -2022-06-21 18:53:45,528:INFO:Copying training dataset -2022-06-21 18:53:45,540:INFO:Defining folds -2022-06-21 18:53:45,540:INFO:Declaring metric variables -2022-06-21 18:53:45,541:INFO:Importing untrained model -2022-06-21 18:53:45,542:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:53:45,543:INFO:Starting cross validation -2022-06-21 18:53:45,544:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:45,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,612:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,626:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,633:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,651:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,700:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,713:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,720:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:45,757:INFO:Calculating mean and std -2022-06-21 18:53:45,757:INFO:Creating metrics dataframe -2022-06-21 18:53:45,763:INFO:Uploading results into container -2022-06-21 18:53:45,764:INFO:Uploading model into container now -2022-06-21 18:53:45,765:INFO:master_model_container: 4 -2022-06-21 18:53:45,765:INFO:display_container: 2 -2022-06-21 18:53:45,766:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=1632, splitter='best') -2022-06-21 18:53:45,766:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:45,982:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:45,983:INFO:Creating metrics dataframe -2022-06-21 18:53:45,992:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:53:45,992:INFO:Total runtime is 0.03622008959452311 minutes -2022-06-21 18:53:45,993:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:45,993:INFO:Initializing create_model() -2022-06-21 18:53:45,994:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:45,995:INFO:Checking exceptions -2022-06-21 18:53:45,997:INFO:Importing libraries -2022-06-21 18:53:45,998:INFO:Copying training dataset -2022-06-21 18:53:46,001:INFO:Defining folds -2022-06-21 18:53:46,001:INFO:Declaring metric variables -2022-06-21 18:53:46,002:INFO:Importing untrained model -2022-06-21 18:53:46,003:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:53:46,005:INFO:Starting cross validation -2022-06-21 18:53:46,006:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:46,053:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,095:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,100:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,120:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,130:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,132:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,139:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,147:INFO:Calculating mean and std -2022-06-21 18:53:46,148:INFO:Creating metrics dataframe -2022-06-21 18:53:46,155:INFO:Uploading results into container -2022-06-21 18:53:46,155:INFO:Uploading model into container now -2022-06-21 18:53:46,156:INFO:master_model_container: 5 -2022-06-21 18:53:46,156:INFO:display_container: 2 -2022-06-21 18:53:46,157:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=1632, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:53:46,158:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:46,374:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:46,375:INFO:Creating metrics dataframe -2022-06-21 18:53:46,384:INFO:Initializing Ridge Classifier -2022-06-21 18:53:46,384:INFO:Total runtime is 0.04275734027226766 minutes -2022-06-21 18:53:46,385:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:46,385:INFO:Initializing create_model() -2022-06-21 18:53:46,387:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:46,387:INFO:Checking exceptions -2022-06-21 18:53:46,389:INFO:Importing libraries -2022-06-21 18:53:46,389:INFO:Copying training dataset -2022-06-21 18:53:46,393:INFO:Defining folds -2022-06-21 18:53:46,394:INFO:Declaring metric variables -2022-06-21 18:53:46,394:INFO:Importing untrained model -2022-06-21 18:53:46,395:INFO:Ridge Classifier Imported successfully -2022-06-21 18:53:46,397:INFO:Starting cross validation -2022-06-21 18:53:46,398:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:46,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,469:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,487:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,496:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,510:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:46,561:INFO:Calculating mean and std -2022-06-21 18:53:46,562:INFO:Creating metrics dataframe -2022-06-21 18:53:46,572:INFO:Uploading results into container -2022-06-21 18:53:46,573:INFO:Uploading model into container now -2022-06-21 18:53:46,574:INFO:master_model_container: 6 -2022-06-21 18:53:46,575:INFO:display_container: 2 -2022-06-21 18:53:46,576:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=1632, solver='auto', tol=0.001) -2022-06-21 18:53:46,577:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:46,859:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:46,859:INFO:Creating metrics dataframe -2022-06-21 18:53:46,868:INFO:Initializing Random Forest Classifier -2022-06-21 18:53:46,868:INFO:Total runtime is 0.05082845687866211 minutes -2022-06-21 18:53:46,869:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:46,870:INFO:Initializing create_model() -2022-06-21 18:53:46,871:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:46,872:INFO:Checking exceptions -2022-06-21 18:53:46,875:INFO:Importing libraries -2022-06-21 18:53:46,875:INFO:Copying training dataset -2022-06-21 18:53:46,879:INFO:Defining folds -2022-06-21 18:53:46,880:INFO:Declaring metric variables -2022-06-21 18:53:46,883:INFO:Importing untrained model -2022-06-21 18:53:46,885:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:53:46,889:INFO:Starting cross validation -2022-06-21 18:53:46,890:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:47,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,383:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,397:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,415:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,626:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,694:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,813:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:47,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,141:INFO:Calculating mean and std -2022-06-21 18:53:48,142:INFO:Creating metrics dataframe -2022-06-21 18:53:48,148:INFO:Uploading results into container -2022-06-21 18:53:48,148:INFO:Uploading model into container now -2022-06-21 18:53:48,149:INFO:master_model_container: 7 -2022-06-21 18:53:48,150:INFO:display_container: 2 -2022-06-21 18:53:48,151:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=1632, verbose=0, warm_start=False) -2022-06-21 18:53:48,151:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:48,372:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:48,372:INFO:Creating metrics dataframe -2022-06-21 18:53:48,380:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:53:48,380:INFO:Total runtime is 0.07602814038594563 minutes -2022-06-21 18:53:48,383:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:48,384:INFO:Initializing create_model() -2022-06-21 18:53:48,384:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:48,385:INFO:Checking exceptions -2022-06-21 18:53:48,387:INFO:Importing libraries -2022-06-21 18:53:48,387:INFO:Copying training dataset -2022-06-21 18:53:48,391:INFO:Defining folds -2022-06-21 18:53:48,391:INFO:Declaring metric variables -2022-06-21 18:53:48,393:INFO:Importing untrained model -2022-06-21 18:53:48,395:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:53:48,396:INFO:Starting cross validation -2022-06-21 18:53:48,398:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:48,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,556:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:48,596:INFO:Calculating mean and std -2022-06-21 18:53:48,597:INFO:Creating metrics dataframe -2022-06-21 18:53:48,606:INFO:Uploading results into container -2022-06-21 18:53:48,606:INFO:Uploading model into container now -2022-06-21 18:53:48,607:INFO:master_model_container: 8 -2022-06-21 18:53:48,608:INFO:display_container: 2 -2022-06-21 18:53:48,609:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:53:48,609:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:48,835:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:48,835:INFO:Creating metrics dataframe -2022-06-21 18:53:48,842:INFO:Initializing Ada Boost Classifier -2022-06-21 18:53:48,843:INFO:Total runtime is 0.08373061418533324 minutes -2022-06-21 18:53:48,843:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:48,845:INFO:Initializing create_model() -2022-06-21 18:53:48,845:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:48,845:INFO:Checking exceptions -2022-06-21 18:53:48,847:INFO:Importing libraries -2022-06-21 18:53:48,847:INFO:Copying training dataset -2022-06-21 18:53:48,851:INFO:Defining folds -2022-06-21 18:53:48,851:INFO:Declaring metric variables -2022-06-21 18:53:48,852:INFO:Importing untrained model -2022-06-21 18:53:48,853:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:53:48,855:INFO:Starting cross validation -2022-06-21 18:53:48,856:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:49,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,212:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,226:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,297:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,380:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,396:INFO:Calculating mean and std -2022-06-21 18:53:49,396:INFO:Creating metrics dataframe -2022-06-21 18:53:49,401:INFO:Uploading results into container -2022-06-21 18:53:49,402:INFO:Uploading model into container now -2022-06-21 18:53:49,403:INFO:master_model_container: 9 -2022-06-21 18:53:49,403:INFO:display_container: 2 -2022-06-21 18:53:49,403:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=1632) -2022-06-21 18:53:49,404:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:49,662:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:49,662:INFO:Creating metrics dataframe -2022-06-21 18:53:49,669:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:53:49,669:INFO:Total runtime is 0.09751102129618326 minutes -2022-06-21 18:53:49,670:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:49,672:INFO:Initializing create_model() -2022-06-21 18:53:49,672:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:49,672:INFO:Checking exceptions -2022-06-21 18:53:49,674:INFO:Importing libraries -2022-06-21 18:53:49,674:INFO:Copying training dataset -2022-06-21 18:53:49,678:INFO:Defining folds -2022-06-21 18:53:49,678:INFO:Declaring metric variables -2022-06-21 18:53:49,679:INFO:Importing untrained model -2022-06-21 18:53:49,680:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:53:49,682:INFO:Starting cross validation -2022-06-21 18:53:49,683:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:49,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,901:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,901:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:49,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,152:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,219:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,326:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,331:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,340:INFO:Calculating mean and std -2022-06-21 18:53:50,341:INFO:Creating metrics dataframe -2022-06-21 18:53:50,347:INFO:Uploading results into container -2022-06-21 18:53:50,348:INFO:Uploading model into container now -2022-06-21 18:53:50,348:INFO:master_model_container: 10 -2022-06-21 18:53:50,349:INFO:display_container: 2 -2022-06-21 18:53:50,349:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=1632, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:53:50,350:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:50,644:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:50,645:INFO:Creating metrics dataframe -2022-06-21 18:53:50,651:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:53:50,652:INFO:Total runtime is 0.11388279994328816 minutes -2022-06-21 18:53:50,652:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:50,653:INFO:Initializing create_model() -2022-06-21 18:53:50,653:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:50,654:INFO:Checking exceptions -2022-06-21 18:53:50,657:INFO:Importing libraries -2022-06-21 18:53:50,657:INFO:Copying training dataset -2022-06-21 18:53:50,661:INFO:Defining folds -2022-06-21 18:53:50,661:INFO:Declaring metric variables -2022-06-21 18:53:50,662:INFO:Importing untrained model -2022-06-21 18:53:50,663:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:53:50,664:INFO:Starting cross validation -2022-06-21 18:53:50,666:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:50,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,708:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,720:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,734:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,738:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,763:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,807:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,813:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,813:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:50,827:INFO:Calculating mean and std -2022-06-21 18:53:50,828:INFO:Creating metrics dataframe -2022-06-21 18:53:50,833:INFO:Uploading results into container -2022-06-21 18:53:50,834:INFO:Uploading model into container now -2022-06-21 18:53:50,834:INFO:master_model_container: 11 -2022-06-21 18:53:50,835:INFO:display_container: 2 -2022-06-21 18:53:50,835:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:53:50,836:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:51,100:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:51,100:INFO:Creating metrics dataframe -2022-06-21 18:53:51,110:INFO:Initializing Extra Trees Classifier -2022-06-21 18:53:51,110:INFO:Total runtime is 0.12152092059453327 minutes -2022-06-21 18:53:51,111:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:51,111:INFO:Initializing create_model() -2022-06-21 18:53:51,112:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:51,112:INFO:Checking exceptions -2022-06-21 18:53:51,115:INFO:Importing libraries -2022-06-21 18:53:51,115:INFO:Copying training dataset -2022-06-21 18:53:51,118:INFO:Defining folds -2022-06-21 18:53:51,118:INFO:Declaring metric variables -2022-06-21 18:53:51,119:INFO:Importing untrained model -2022-06-21 18:53:51,120:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:53:51,121:INFO:Starting cross validation -2022-06-21 18:53:51,123:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:51,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,368:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,734:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:51,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:52,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:52,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:52,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:52,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:52,097:INFO:Calculating mean and std -2022-06-21 18:53:52,098:INFO:Creating metrics dataframe -2022-06-21 18:53:52,103:INFO:Uploading results into container -2022-06-21 18:53:52,104:INFO:Uploading model into container now -2022-06-21 18:53:52,104:INFO:master_model_container: 12 -2022-06-21 18:53:52,105:INFO:display_container: 2 -2022-06-21 18:53:52,105:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=1632, verbose=0, warm_start=False) -2022-06-21 18:53:52,106:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:52,354:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:52,354:INFO:Creating metrics dataframe -2022-06-21 18:53:52,367:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:53:52,368:INFO:Total runtime is 0.1424899180730184 minutes -2022-06-21 18:53:52,370:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:52,371:INFO:Initializing create_model() -2022-06-21 18:53:52,371:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:52,372:INFO:Checking exceptions -2022-06-21 18:53:52,374:INFO:Importing libraries -2022-06-21 18:53:52,374:INFO:Copying training dataset -2022-06-21 18:53:52,377:INFO:Defining folds -2022-06-21 18:53:52,378:INFO:Declaring metric variables -2022-06-21 18:53:52,379:INFO:Importing untrained model -2022-06-21 18:53:52,383:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:53:52,384:INFO:Starting cross validation -2022-06-21 18:53:52,385:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:52,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:52,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:52,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:52,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:54,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:54,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:54,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:54,137:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:54,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:54,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:54,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:54,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:54,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:54,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:54,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:54,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:54,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:54,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:54,614:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:54,897:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:54,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:54,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:54,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:55,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:56,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:56,079:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:56,089:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:56,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:56,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:56,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:56,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:56,596:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:56,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:56,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:53:56,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:56,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:56,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:56,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:56,978:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:56,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:56,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:56,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:57,353:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:57,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:57,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:57,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:57,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:57,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:57,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:57,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:53:57,467:INFO:Calculating mean and std -2022-06-21 18:53:57,468:INFO:Creating metrics dataframe -2022-06-21 18:53:57,473:INFO:Uploading results into container -2022-06-21 18:53:57,474:INFO:Uploading model into container now -2022-06-21 18:53:57,474:INFO:master_model_container: 13 -2022-06-21 18:53:57,475:INFO:display_container: 2 -2022-06-21 18:53:57,476:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=1632, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:53:57,476:INFO:create_model() successfully completed...................................... -2022-06-21 18:53:57,822:INFO:SubProcess create_model() end ================================== -2022-06-21 18:53:57,823:INFO:Creating metrics dataframe -2022-06-21 18:53:57,832:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:53:57,832:INFO:Total runtime is 0.23356138865152995 minutes -2022-06-21 18:53:57,833:INFO:SubProcess create_model() called ================================== -2022-06-21 18:53:57,834:INFO:Initializing create_model() -2022-06-21 18:53:57,835:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:53:57,835:INFO:Checking exceptions -2022-06-21 18:53:57,837:INFO:Importing libraries -2022-06-21 18:53:57,838:INFO:Copying training dataset -2022-06-21 18:53:57,841:INFO:Defining folds -2022-06-21 18:53:57,841:INFO:Declaring metric variables -2022-06-21 18:53:57,842:INFO:Importing untrained model -2022-06-21 18:53:57,843:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:53:57,845:INFO:Starting cross validation -2022-06-21 18:53:57,847:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:53:58,394:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:58,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:59,076:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:59,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:59,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:59,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:59,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:53:59,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:00,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:00,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:00,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:00,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:00,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:00,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:01,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:01,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:01,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:01,655:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:01,897:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:01,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:01,922:INFO:Calculating mean and std -2022-06-21 18:54:01,922:INFO:Creating metrics dataframe -2022-06-21 18:54:01,930:INFO:Uploading results into container -2022-06-21 18:54:01,931:INFO:Uploading model into container now -2022-06-21 18:54:01,932:INFO:master_model_container: 14 -2022-06-21 18:54:01,932:INFO:display_container: 2 -2022-06-21 18:54:01,933:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=1632, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:54:01,934:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:02,242:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:02,243:INFO:Creating metrics dataframe -2022-06-21 18:54:02,250:INFO:Initializing CatBoost Classifier -2022-06-21 18:54:02,251:INFO:Total runtime is 0.3072085698445638 minutes -2022-06-21 18:54:02,253:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:02,254:INFO:Initializing create_model() -2022-06-21 18:54:02,254:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:02,254:INFO:Checking exceptions -2022-06-21 18:54:02,258:INFO:Importing libraries -2022-06-21 18:54:02,258:INFO:Copying training dataset -2022-06-21 18:54:02,263:INFO:Defining folds -2022-06-21 18:54:02,263:INFO:Declaring metric variables -2022-06-21 18:54:02,265:INFO:Importing untrained model -2022-06-21 18:54:02,266:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:54:02,268:INFO:Starting cross validation -2022-06-21 18:54:02,269:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:06,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:06,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:06,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:06,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:07,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:07,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:08,339:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:08,354:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:11,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:11,362:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:11,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:11,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:11,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:11,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:13,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:13,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:13,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:13,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:13,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:13,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:13,987:INFO:Calculating mean and std -2022-06-21 18:54:13,988:INFO:Creating metrics dataframe -2022-06-21 18:54:13,993:INFO:Uploading results into container -2022-06-21 18:54:13,994:INFO:Uploading model into container now -2022-06-21 18:54:13,994:INFO:master_model_container: 15 -2022-06-21 18:54:13,995:INFO:display_container: 2 -2022-06-21 18:54:13,995:INFO: -2022-06-21 18:54:13,995:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:14,221:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:14,221:INFO:Creating metrics dataframe -2022-06-21 18:54:14,232:INFO:Initializing Dummy Classifier -2022-06-21 18:54:14,232:INFO:Total runtime is 0.5068864901860555 minutes -2022-06-21 18:54:14,233:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:14,234:INFO:Initializing create_model() -2022-06-21 18:54:14,235:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:14,236:INFO:Checking exceptions -2022-06-21 18:54:14,238:INFO:Importing libraries -2022-06-21 18:54:14,238:INFO:Copying training dataset -2022-06-21 18:54:14,241:INFO:Defining folds -2022-06-21 18:54:14,241:INFO:Declaring metric variables -2022-06-21 18:54:14,242:INFO:Importing untrained model -2022-06-21 18:54:14,244:INFO:Dummy Classifier Imported successfully -2022-06-21 18:54:14,246:INFO:Starting cross validation -2022-06-21 18:54:14,248:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:14,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,298:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,304:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,320:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,334:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,339:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,354:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,372:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,376:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:14,380:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:14,386:INFO:Calculating mean and std -2022-06-21 18:54:14,386:INFO:Creating metrics dataframe -2022-06-21 18:54:14,391:INFO:Uploading results into container -2022-06-21 18:54:14,392:INFO:Uploading model into container now -2022-06-21 18:54:14,392:INFO:master_model_container: 16 -2022-06-21 18:54:14,393:INFO:display_container: 2 -2022-06-21 18:54:14,393:INFO:DummyClassifier(constant=None, random_state=1632, strategy='prior') -2022-06-21 18:54:14,393:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:14,644:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:14,644:INFO:Creating metrics dataframe -2022-06-21 18:54:14,655:INFO:Initializing create_model() -2022-06-21 18:54:14,655:INFO:create_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=1632, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:54:14,656:INFO:Checking exceptions -2022-06-21 18:54:14,659:INFO:Importing libraries -2022-06-21 18:54:14,659:INFO:Copying training dataset -2022-06-21 18:54:14,663:INFO:Defining folds -2022-06-21 18:54:14,663:INFO:Declaring metric variables -2022-06-21 18:54:14,665:INFO:Importing untrained model -2022-06-21 18:54:14,666:INFO:Declaring custom model -2022-06-21 18:54:14,667:INFO:Logistic Regression Imported successfully -2022-06-21 18:54:14,669:INFO:Cross validation set to False -2022-06-21 18:54:14,670:INFO:Fitting Model -2022-06-21 18:54:14,742:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=1632, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:54:14,742:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:14,985:INFO: Model Accuracy AUC Recall Prec. \ -lr Logistic Regression 0.7857 0.8420 0.6091 0.7269 -rf Random Forest Classifier 0.7767 0.8377 0.6108 0.7084 -ridge Ridge Classifier 0.7708 0.0000 0.5874 0.7016 -lda Linear Discriminant Analysis 0.7708 0.8434 0.5874 0.7016 -catboost CatBoost Classifier 0.7674 0.8364 0.6319 0.6797 -ada Ada Boost Classifier 0.7636 0.8041 0.5827 0.6970 -et Extra Trees Classifier 0.7599 0.8321 0.5678 0.6858 -lightgbm Light Gradient Boosting Machine 0.7561 0.8193 0.5991 0.6648 -nb Naive Bayes 0.7559 0.8232 0.6243 0.6579 -qda Quadratic Discriminant Analysis 0.7542 0.8229 0.5936 0.6632 -xgboost Extreme Gradient Boosting 0.7468 0.8076 0.6096 0.6509 -gbc Gradient Boosting Classifier 0.7337 0.8236 0.5664 0.6270 -knn K Neighbors Classifier 0.7226 0.7757 0.5401 0.6208 -dt Decision Tree Classifier 0.7209 0.6926 0.5994 0.6060 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5075 0.0000 0.5819 0.4653 - - F1 Kappa MCC TT (Sec) -lr 0.6556 0.5046 0.5129 0.055 -rf 0.6440 0.4867 0.4963 0.125 -ridge 0.6313 0.4699 0.4786 0.016 -lda 0.6313 0.4699 0.4786 0.016 -catboost 0.6448 0.4752 0.4825 1.172 -ada 0.6307 0.4596 0.4662 0.054 -et 0.6146 0.4454 0.4526 0.097 -lightgbm 0.6221 0.4456 0.4517 0.407 -nb 0.6294 0.4509 0.4585 0.015 -qda 0.6215 0.4419 0.4465 0.020 -xgboost 0.6213 0.4335 0.4397 0.508 -gbc 0.5879 0.3944 0.4004 0.066 -knn 0.5718 0.3696 0.3752 0.020 -dt 0.5980 0.3857 0.3889 0.021 -dummy 0.0000 0.0000 0.0000 0.014 -svm 0.4117 0.0516 0.0818 0.014 -2022-06-21 18:54:14,985:INFO:master_model_container: 16 -2022-06-21 18:54:14,985:INFO:display_container: 2 -2022-06-21 18:54:14,986:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=1632, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:54:14,986:INFO:compare_models() successfully completed...................................... -2022-06-21 18:54:14,990:INFO:Initializing evaluate_model() -2022-06-21 18:54:14,990:INFO:evaluate_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=1632, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 18:54:15,008:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 18:54:15,010:INFO:Initializing plot_model() -2022-06-21 18:54:15,011:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=1632, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 18:54:15,011:INFO:Checking exceptions -2022-06-21 18:54:15,018:INFO:Preloading libraries -2022-06-21 18:54:15,019:INFO:Copying training dataset -2022-06-21 18:54:15,019:INFO:Plot type: auc -2022-06-21 18:54:15,051:INFO:Fitting Model -2022-06-21 18:54:15,052:WARNING:X does not have valid feature names, but LogisticRegression was fitted with feature names - -2022-06-21 18:54:15,053:INFO:Scoring test/hold-out set -2022-06-21 18:54:15,086:INFO:Saving 'images/AUC.png' -2022-06-21 18:54:15,266:INFO:Visual Rendered Successfully -2022-06-21 18:54:15,471:INFO:plot_model() successfully completed...................................... -2022-06-21 18:54:21,190:INFO:PyCaret ClassificationExperiment -2022-06-21 18:54:21,190:INFO:Logging name: clf-default-name -2022-06-21 18:54:21,190:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:54:21,191:INFO:version 3.0.0.rc1 -2022-06-21 18:54:21,191:INFO:Initializing setup() -2022-06-21 18:54:21,200:INFO:self.USI: b7e9 -2022-06-21 18:54:21,205:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:54:21,206:INFO:Checking environment -2022-06-21 18:54:21,208:INFO:python_version: 3.9.7 -2022-06-21 18:54:21,210:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:54:21,211:INFO:machine: x86_64 -2022-06-21 18:54:21,212:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:54:21,214:INFO:Memory: svmem(total=8230690816, available=1222258688, percent=85.1, used=5909090304, free=177405952, active=3161382912, inactive=4091478016, buffers=76460032, cached=2067734528, shared=812916736, slab=368009216) -2022-06-21 18:54:21,217:INFO:Physical Core: 2 -2022-06-21 18:54:21,219:INFO:Logical Core: 4 -2022-06-21 18:54:21,220:INFO:Checking libraries -2022-06-21 18:54:21,221:INFO: -System: -2022-06-21 18:54:21,222:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:54:21,223:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:54:21,223:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:54:21,224:INFO: -PyCaret required dependencies: -2022-06-21 18:54:21,224:INFO: pip: 22.1.2 -2022-06-21 18:54:21,225:INFO: setuptools: 58.0.4 -2022-06-21 18:54:21,225:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:54:21,225:INFO: ipython: Not installed -2022-06-21 18:54:21,226:INFO: ipywidgets: 7.6.5 -2022-06-21 18:54:21,226:INFO: tqdm: 4.62.3 -2022-06-21 18:54:21,227:INFO: numpy: 1.21.5 -2022-06-21 18:54:21,228:INFO: pandas: 1.3.5 -2022-06-21 18:54:21,229:INFO: jinja2: 3.0.3 -2022-06-21 18:54:21,231:INFO: scipy: 1.7.1 -2022-06-21 18:54:21,232:INFO: joblib: 1.1.0 -2022-06-21 18:54:21,233:INFO: sklearn: 1.1.1 -2022-06-21 18:54:21,234:INFO: pyod: Installed but version unavailable -2022-06-21 18:54:21,235:INFO: imblearn: 0.9.1 -2022-06-21 18:54:21,235:INFO: category_encoders: 2.5.0 -2022-06-21 18:54:21,236:INFO: lightgbm: 3.2.1 -2022-06-21 18:54:21,236:INFO: numba: 0.55.2 -2022-06-21 18:54:21,237:INFO: requests: 2.27.1 -2022-06-21 18:54:21,237:INFO: matplotlib: 3.4.3 -2022-06-21 18:54:21,237:INFO: scikitplot: 0.3.7 -2022-06-21 18:54:21,238:INFO: yellowbrick: 1.4 -2022-06-21 18:54:21,238:INFO: plotly: 5.5.0 -2022-06-21 18:54:21,238:INFO: kaleido: 0.2.1 -2022-06-21 18:54:21,239:INFO: statsmodels: 0.12.2 -2022-06-21 18:54:21,239:INFO: sktime: 0.11.4 -2022-06-21 18:54:21,239:INFO: tbats: Installed but version unavailable -2022-06-21 18:54:21,239:INFO: pmdarima: 1.8.5 -2022-06-21 18:54:21,240:INFO: psutil: 5.9.0 -2022-06-21 18:54:21,240:INFO: -PyCaret optional dependencies: -2022-06-21 18:54:21,243:INFO: shap: 0.39.0 -2022-06-21 18:54:21,244:INFO: interpret: 0.2.7 -2022-06-21 18:54:21,245:INFO: umap: 0.5.3 -2022-06-21 18:54:21,246:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:54:21,248:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:54:21,249:INFO: autoviz: 0.1.39 -2022-06-21 18:54:21,251:INFO: fairlearn: 0.7.0 -2022-06-21 18:54:21,252:INFO: xgboost: 1.4.0 -2022-06-21 18:54:21,254:INFO: catboost: 1.0.6 -2022-06-21 18:54:21,255:INFO: kmodes: 0.12.1 -2022-06-21 18:54:21,256:INFO: mlxtend: 0.20.0 -2022-06-21 18:54:21,256:INFO: statsforecast: 0.5.5 -2022-06-21 18:54:21,256:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:54:21,257:INFO: ray: 1.12.1 -2022-06-21 18:54:21,257:INFO: hyperopt: 0.2.7 -2022-06-21 18:54:21,258:INFO: optuna: 2.10.0 -2022-06-21 18:54:21,258:INFO: skopt: 0.9.0 -2022-06-21 18:54:21,259:INFO: mlflow: 1.26.1 -2022-06-21 18:54:21,259:INFO: gradio: 3.0.11 -2022-06-21 18:54:21,259:INFO: fastapi: 0.75.2 -2022-06-21 18:54:21,259:INFO: uvicorn: 0.17.6 -2022-06-21 18:54:21,259:INFO: m2cgen: 0.10.0 -2022-06-21 18:54:21,259:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:54:21,259:INFO: nltk: 3.6.5 -2022-06-21 18:54:21,260:INFO: pyLDAvis: Not installed -2022-06-21 18:54:21,260:INFO: gensim: Not installed -2022-06-21 18:54:21,260:INFO: spacy: Not installed -2022-06-21 18:54:21,260:INFO: wordcloud: 1.8.1 -2022-06-21 18:54:21,260:INFO: textblob: 0.17.1 -2022-06-21 18:54:21,261:INFO: fugue: 0.6.6 -2022-06-21 18:54:21,261:INFO: streamlit: 1.10.0 -2022-06-21 18:54:21,261:INFO: prophet: Not installed -2022-06-21 18:54:21,262:INFO:None -2022-06-21 18:54:21,263:INFO:Set up data. -2022-06-21 18:54:21,280:INFO:Set up train/test split. -2022-06-21 18:54:21,292:INFO:Assigning column types. -2022-06-21 18:54:21,324:INFO:Set up folding strategy. -2022-06-21 18:54:21,325:INFO:Preparing preprocessing pipeline... -2022-06-21 18:54:21,327:INFO:Set up simple imputation. -2022-06-21 18:54:21,432:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:54:21,441:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:54:21,442:INFO:Creating final display dataframe. -2022-06-21 18:54:21,544:INFO:Setup display_container: Description Value -0 Session id 3855 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b7e9 -2022-06-21 18:54:21,561:INFO: Description Value -0 Session id 3855 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b7e9 -2022-06-21 18:54:21,763:INFO:setup() successfully completed in 0.57s............... -2022-06-21 18:54:21,763:INFO:Initializing compare_models() -2022-06-21 18:54:21,764:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:54:21,764:INFO:Checking exceptions -2022-06-21 18:54:21,768:INFO:Preparing display monitor -2022-06-21 18:54:21,771:INFO:Initializing Logistic Regression -2022-06-21 18:54:21,771:INFO:Total runtime is 6.691614786783854e-06 minutes -2022-06-21 18:54:21,773:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:21,773:INFO:Initializing create_model() -2022-06-21 18:54:21,774:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:21,774:INFO:Checking exceptions -2022-06-21 18:54:21,776:INFO:Importing libraries -2022-06-21 18:54:21,776:INFO:Copying training dataset -2022-06-21 18:54:21,780:INFO:Defining folds -2022-06-21 18:54:21,780:INFO:Declaring metric variables -2022-06-21 18:54:21,781:INFO:Importing untrained model -2022-06-21 18:54:21,783:INFO:Logistic Regression Imported successfully -2022-06-21 18:54:21,785:INFO:Starting cross validation -2022-06-21 18:54:21,786:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:21,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:21,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:21,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:21,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:21,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:21,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:21,978:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:21,988:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,275:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,297:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,301:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,310:INFO:Calculating mean and std -2022-06-21 18:54:22,311:INFO:Creating metrics dataframe -2022-06-21 18:54:22,315:INFO:Uploading results into container -2022-06-21 18:54:22,316:INFO:Uploading model into container now -2022-06-21 18:54:22,317:INFO:master_model_container: 1 -2022-06-21 18:54:22,317:INFO:display_container: 2 -2022-06-21 18:54:22,318:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3855, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:54:22,318:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:22,564:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:22,564:INFO:Creating metrics dataframe -2022-06-21 18:54:22,573:INFO:Initializing K Neighbors Classifier -2022-06-21 18:54:22,573:INFO:Total runtime is 0.0133710781733195 minutes -2022-06-21 18:54:22,574:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:22,576:INFO:Initializing create_model() -2022-06-21 18:54:22,576:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:22,577:INFO:Checking exceptions -2022-06-21 18:54:22,580:INFO:Importing libraries -2022-06-21 18:54:22,581:INFO:Copying training dataset -2022-06-21 18:54:22,585:INFO:Defining folds -2022-06-21 18:54:22,586:INFO:Declaring metric variables -2022-06-21 18:54:22,590:INFO:Importing untrained model -2022-06-21 18:54:22,593:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:54:22,594:INFO:Starting cross validation -2022-06-21 18:54:22,595:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:22,637:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,655:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,734:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:22,826:INFO:Calculating mean and std -2022-06-21 18:54:22,827:INFO:Creating metrics dataframe -2022-06-21 18:54:22,832:INFO:Uploading results into container -2022-06-21 18:54:22,833:INFO:Uploading model into container now -2022-06-21 18:54:22,833:INFO:master_model_container: 2 -2022-06-21 18:54:22,834:INFO:display_container: 2 -2022-06-21 18:54:22,835:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:54:22,835:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:23,054:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:23,055:INFO:Creating metrics dataframe -2022-06-21 18:54:23,064:INFO:Initializing Naive Bayes -2022-06-21 18:54:23,064:INFO:Total runtime is 0.021550540129343668 minutes -2022-06-21 18:54:23,065:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:23,066:INFO:Initializing create_model() -2022-06-21 18:54:23,066:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:23,067:INFO:Checking exceptions -2022-06-21 18:54:23,069:INFO:Importing libraries -2022-06-21 18:54:23,070:INFO:Copying training dataset -2022-06-21 18:54:23,073:INFO:Defining folds -2022-06-21 18:54:23,073:INFO:Declaring metric variables -2022-06-21 18:54:23,074:INFO:Importing untrained model -2022-06-21 18:54:23,074:INFO:Naive Bayes Imported successfully -2022-06-21 18:54:23,075:INFO:Starting cross validation -2022-06-21 18:54:23,076:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:23,106:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,117:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,247:INFO:Calculating mean and std -2022-06-21 18:54:23,247:INFO:Creating metrics dataframe -2022-06-21 18:54:23,254:INFO:Uploading results into container -2022-06-21 18:54:23,255:INFO:Uploading model into container now -2022-06-21 18:54:23,256:INFO:master_model_container: 3 -2022-06-21 18:54:23,257:INFO:display_container: 2 -2022-06-21 18:54:23,257:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:54:23,257:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:23,475:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:23,476:INFO:Creating metrics dataframe -2022-06-21 18:54:23,483:INFO:Initializing Decision Tree Classifier -2022-06-21 18:54:23,483:INFO:Total runtime is 0.028538254896799724 minutes -2022-06-21 18:54:23,484:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:23,485:INFO:Initializing create_model() -2022-06-21 18:54:23,486:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:23,486:INFO:Checking exceptions -2022-06-21 18:54:23,488:INFO:Importing libraries -2022-06-21 18:54:23,489:INFO:Copying training dataset -2022-06-21 18:54:23,492:INFO:Defining folds -2022-06-21 18:54:23,492:INFO:Declaring metric variables -2022-06-21 18:54:23,493:INFO:Importing untrained model -2022-06-21 18:54:23,493:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:54:23,496:INFO:Starting cross validation -2022-06-21 18:54:23,498:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:23,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,573:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,644:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,695:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:23,751:INFO:Calculating mean and std -2022-06-21 18:54:23,752:INFO:Creating metrics dataframe -2022-06-21 18:54:23,761:INFO:Uploading results into container -2022-06-21 18:54:23,762:INFO:Uploading model into container now -2022-06-21 18:54:23,763:INFO:master_model_container: 4 -2022-06-21 18:54:23,764:INFO:display_container: 2 -2022-06-21 18:54:23,765:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=3855, splitter='best') -2022-06-21 18:54:23,766:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:23,982:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:23,983:INFO:Creating metrics dataframe -2022-06-21 18:54:23,989:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:54:23,989:INFO:Total runtime is 0.036972451210021975 minutes -2022-06-21 18:54:23,990:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:23,990:INFO:Initializing create_model() -2022-06-21 18:54:23,990:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:23,990:INFO:Checking exceptions -2022-06-21 18:54:23,992:INFO:Importing libraries -2022-06-21 18:54:23,992:INFO:Copying training dataset -2022-06-21 18:54:23,996:INFO:Defining folds -2022-06-21 18:54:23,996:INFO:Declaring metric variables -2022-06-21 18:54:23,997:INFO:Importing untrained model -2022-06-21 18:54:23,997:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:54:23,998:INFO:Starting cross validation -2022-06-21 18:54:23,998:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:24,024:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,028:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,035:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,071:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,075:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,079:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,114:INFO:Calculating mean and std -2022-06-21 18:54:24,115:INFO:Creating metrics dataframe -2022-06-21 18:54:24,119:INFO:Uploading results into container -2022-06-21 18:54:24,120:INFO:Uploading model into container now -2022-06-21 18:54:24,121:INFO:master_model_container: 5 -2022-06-21 18:54:24,121:INFO:display_container: 2 -2022-06-21 18:54:24,121:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=3855, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:54:24,122:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:24,310:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:24,310:INFO:Creating metrics dataframe -2022-06-21 18:54:24,317:INFO:Initializing Ridge Classifier -2022-06-21 18:54:24,318:INFO:Total runtime is 0.042443692684173584 minutes -2022-06-21 18:54:24,318:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:24,319:INFO:Initializing create_model() -2022-06-21 18:54:24,320:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:24,320:INFO:Checking exceptions -2022-06-21 18:54:24,322:INFO:Importing libraries -2022-06-21 18:54:24,322:INFO:Copying training dataset -2022-06-21 18:54:24,325:INFO:Defining folds -2022-06-21 18:54:24,325:INFO:Declaring metric variables -2022-06-21 18:54:24,326:INFO:Importing untrained model -2022-06-21 18:54:24,326:INFO:Ridge Classifier Imported successfully -2022-06-21 18:54:24,327:INFO:Starting cross validation -2022-06-21 18:54:24,328:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:24,352:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,358:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,359:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,363:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,364:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,372:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,385:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,431:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,441:INFO:Calculating mean and std -2022-06-21 18:54:24,441:INFO:Creating metrics dataframe -2022-06-21 18:54:24,445:INFO:Uploading results into container -2022-06-21 18:54:24,446:INFO:Uploading model into container now -2022-06-21 18:54:24,446:INFO:master_model_container: 6 -2022-06-21 18:54:24,447:INFO:display_container: 2 -2022-06-21 18:54:24,447:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=3855, solver='auto', tol=0.001) -2022-06-21 18:54:24,447:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:24,674:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:24,675:INFO:Creating metrics dataframe -2022-06-21 18:54:24,681:INFO:Initializing Random Forest Classifier -2022-06-21 18:54:24,681:INFO:Total runtime is 0.048507157961527506 minutes -2022-06-21 18:54:24,682:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:24,682:INFO:Initializing create_model() -2022-06-21 18:54:24,683:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:24,683:INFO:Checking exceptions -2022-06-21 18:54:24,685:INFO:Importing libraries -2022-06-21 18:54:24,686:INFO:Copying training dataset -2022-06-21 18:54:24,688:INFO:Defining folds -2022-06-21 18:54:24,688:INFO:Declaring metric variables -2022-06-21 18:54:24,689:INFO:Importing untrained model -2022-06-21 18:54:24,690:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:54:24,690:INFO:Starting cross validation -2022-06-21 18:54:24,691:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:24,980:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:24,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,029:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,352:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,376:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,418:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,730:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,779:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,816:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:25,878:INFO:Calculating mean and std -2022-06-21 18:54:25,880:INFO:Creating metrics dataframe -2022-06-21 18:54:25,889:INFO:Uploading results into container -2022-06-21 18:54:25,890:INFO:Uploading model into container now -2022-06-21 18:54:25,890:INFO:master_model_container: 7 -2022-06-21 18:54:25,890:INFO:display_container: 2 -2022-06-21 18:54:25,891:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=3855, verbose=0, warm_start=False) -2022-06-21 18:54:25,892:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:26,156:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:26,156:INFO:Creating metrics dataframe -2022-06-21 18:54:26,166:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:54:26,167:INFO:Total runtime is 0.07325954834620158 minutes -2022-06-21 18:54:26,167:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:26,168:INFO:Initializing create_model() -2022-06-21 18:54:26,168:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:26,168:INFO:Checking exceptions -2022-06-21 18:54:26,170:INFO:Importing libraries -2022-06-21 18:54:26,170:INFO:Copying training dataset -2022-06-21 18:54:26,173:INFO:Defining folds -2022-06-21 18:54:26,174:INFO:Declaring metric variables -2022-06-21 18:54:26,174:INFO:Importing untrained model -2022-06-21 18:54:26,175:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:54:26,175:INFO:Starting cross validation -2022-06-21 18:54:26,176:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:26,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,242:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,242:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,276:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,279:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,290:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,322:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,326:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,326:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,333:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,356:INFO:Calculating mean and std -2022-06-21 18:54:26,357:INFO:Creating metrics dataframe -2022-06-21 18:54:26,361:INFO:Uploading results into container -2022-06-21 18:54:26,362:INFO:Uploading model into container now -2022-06-21 18:54:26,363:INFO:master_model_container: 8 -2022-06-21 18:54:26,364:INFO:display_container: 2 -2022-06-21 18:54:26,365:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:54:26,365:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:26,585:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:26,586:INFO:Creating metrics dataframe -2022-06-21 18:54:26,595:INFO:Initializing Ada Boost Classifier -2022-06-21 18:54:26,596:INFO:Total runtime is 0.08041292826334635 minutes -2022-06-21 18:54:26,596:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:26,598:INFO:Initializing create_model() -2022-06-21 18:54:26,599:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:26,599:INFO:Checking exceptions -2022-06-21 18:54:26,604:INFO:Importing libraries -2022-06-21 18:54:26,605:INFO:Copying training dataset -2022-06-21 18:54:26,612:INFO:Defining folds -2022-06-21 18:54:26,612:INFO:Declaring metric variables -2022-06-21 18:54:26,613:INFO:Importing untrained model -2022-06-21 18:54:26,614:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:54:26,615:INFO:Starting cross validation -2022-06-21 18:54:26,618:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:26,808:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:26,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,075:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,280:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,339:INFO:Calculating mean and std -2022-06-21 18:54:27,340:INFO:Creating metrics dataframe -2022-06-21 18:54:27,344:INFO:Uploading results into container -2022-06-21 18:54:27,344:INFO:Uploading model into container now -2022-06-21 18:54:27,345:INFO:master_model_container: 9 -2022-06-21 18:54:27,345:INFO:display_container: 2 -2022-06-21 18:54:27,345:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=3855) -2022-06-21 18:54:27,345:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:27,672:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:27,673:INFO:Creating metrics dataframe -2022-06-21 18:54:27,685:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:54:27,685:INFO:Total runtime is 0.09857187271118165 minutes -2022-06-21 18:54:27,686:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:27,686:INFO:Initializing create_model() -2022-06-21 18:54:27,687:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:27,687:INFO:Checking exceptions -2022-06-21 18:54:27,689:INFO:Importing libraries -2022-06-21 18:54:27,689:INFO:Copying training dataset -2022-06-21 18:54:27,696:INFO:Defining folds -2022-06-21 18:54:27,696:INFO:Declaring metric variables -2022-06-21 18:54:27,697:INFO:Importing untrained model -2022-06-21 18:54:27,699:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:54:27,699:INFO:Starting cross validation -2022-06-21 18:54:27,700:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:27,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:27,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,345:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,378:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,403:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,454:INFO:Calculating mean and std -2022-06-21 18:54:28,455:INFO:Creating metrics dataframe -2022-06-21 18:54:28,459:INFO:Uploading results into container -2022-06-21 18:54:28,459:INFO:Uploading model into container now -2022-06-21 18:54:28,460:INFO:master_model_container: 10 -2022-06-21 18:54:28,460:INFO:display_container: 2 -2022-06-21 18:54:28,461:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=3855, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:54:28,461:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:28,747:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:28,748:INFO:Creating metrics dataframe -2022-06-21 18:54:28,754:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:54:28,754:INFO:Total runtime is 0.1163899580637614 minutes -2022-06-21 18:54:28,755:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:28,755:INFO:Initializing create_model() -2022-06-21 18:54:28,756:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:28,756:INFO:Checking exceptions -2022-06-21 18:54:28,758:INFO:Importing libraries -2022-06-21 18:54:28,758:INFO:Copying training dataset -2022-06-21 18:54:28,761:INFO:Defining folds -2022-06-21 18:54:28,761:INFO:Declaring metric variables -2022-06-21 18:54:28,762:INFO:Importing untrained model -2022-06-21 18:54:28,763:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:54:28,763:INFO:Starting cross validation -2022-06-21 18:54:28,764:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:28,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,841:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:28,891:INFO:Calculating mean and std -2022-06-21 18:54:28,892:INFO:Creating metrics dataframe -2022-06-21 18:54:28,896:INFO:Uploading results into container -2022-06-21 18:54:28,897:INFO:Uploading model into container now -2022-06-21 18:54:28,897:INFO:master_model_container: 11 -2022-06-21 18:54:28,897:INFO:display_container: 2 -2022-06-21 18:54:28,898:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:54:28,898:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:29,090:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:29,090:INFO:Creating metrics dataframe -2022-06-21 18:54:29,100:INFO:Initializing Extra Trees Classifier -2022-06-21 18:54:29,100:INFO:Total runtime is 0.12215050458908082 minutes -2022-06-21 18:54:29,101:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:29,101:INFO:Initializing create_model() -2022-06-21 18:54:29,102:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:29,102:INFO:Checking exceptions -2022-06-21 18:54:29,104:INFO:Importing libraries -2022-06-21 18:54:29,104:INFO:Copying training dataset -2022-06-21 18:54:29,108:INFO:Defining folds -2022-06-21 18:54:29,109:INFO:Declaring metric variables -2022-06-21 18:54:29,110:INFO:Importing untrained model -2022-06-21 18:54:29,112:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:54:29,114:INFO:Starting cross validation -2022-06-21 18:54:29,115:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:29,333:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,353:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:29,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:30,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:30,043:INFO:Calculating mean and std -2022-06-21 18:54:30,043:INFO:Creating metrics dataframe -2022-06-21 18:54:30,047:INFO:Uploading results into container -2022-06-21 18:54:30,048:INFO:Uploading model into container now -2022-06-21 18:54:30,049:INFO:master_model_container: 12 -2022-06-21 18:54:30,049:INFO:display_container: 2 -2022-06-21 18:54:30,049:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=3855, verbose=0, warm_start=False) -2022-06-21 18:54:30,049:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:30,238:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:30,239:INFO:Creating metrics dataframe -2022-06-21 18:54:30,247:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:54:30,247:INFO:Total runtime is 0.14127475420633953 minutes -2022-06-21 18:54:30,248:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:30,248:INFO:Initializing create_model() -2022-06-21 18:54:30,248:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:30,249:INFO:Checking exceptions -2022-06-21 18:54:30,251:INFO:Importing libraries -2022-06-21 18:54:30,251:INFO:Copying training dataset -2022-06-21 18:54:30,254:INFO:Defining folds -2022-06-21 18:54:30,254:INFO:Declaring metric variables -2022-06-21 18:54:30,254:INFO:Importing untrained model -2022-06-21 18:54:30,255:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:54:30,256:INFO:Starting cross validation -2022-06-21 18:54:30,257:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:30,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:30,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:30,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:30,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:31,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:31,158:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:31,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:31,165:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:31,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:31,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:31,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:31,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:31,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:31,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:31,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:31,707:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:31,717:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:31,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:31,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:31,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:31,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:31,775:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:31,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:31,887:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:32,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:32,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:32,098:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:32,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:32,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:32,468:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:32,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:32,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:32,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:32,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:54:32,894:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:32,899:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:32,901:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:32,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:32,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:32,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:32,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:32,961:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:33,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:33,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:33,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:33,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:33,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:33,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:33,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:33,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:54:33,483:INFO:Calculating mean and std -2022-06-21 18:54:33,485:INFO:Creating metrics dataframe -2022-06-21 18:54:33,490:INFO:Uploading results into container -2022-06-21 18:54:33,490:INFO:Uploading model into container now -2022-06-21 18:54:33,491:INFO:master_model_container: 13 -2022-06-21 18:54:33,491:INFO:display_container: 2 -2022-06-21 18:54:33,492:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=3855, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:54:33,493:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:33,736:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:33,736:INFO:Creating metrics dataframe -2022-06-21 18:54:33,745:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:54:33,745:INFO:Total runtime is 0.1995674769083659 minutes -2022-06-21 18:54:33,746:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:33,746:INFO:Initializing create_model() -2022-06-21 18:54:33,746:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:33,747:INFO:Checking exceptions -2022-06-21 18:54:33,751:INFO:Importing libraries -2022-06-21 18:54:33,751:INFO:Copying training dataset -2022-06-21 18:54:33,754:INFO:Defining folds -2022-06-21 18:54:33,754:INFO:Declaring metric variables -2022-06-21 18:54:33,755:INFO:Importing untrained model -2022-06-21 18:54:33,756:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:54:33,756:INFO:Starting cross validation -2022-06-21 18:54:33,759:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:35,095:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:35,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:35,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:35,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:35,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:35,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:35,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:35,809:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:35,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:35,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:37,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:37,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:37,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:37,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:37,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:37,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:38,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:38,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:38,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:38,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:38,321:INFO:Calculating mean and std -2022-06-21 18:54:38,329:INFO:Creating metrics dataframe -2022-06-21 18:54:38,337:INFO:Uploading results into container -2022-06-21 18:54:38,338:INFO:Uploading model into container now -2022-06-21 18:54:38,340:INFO:master_model_container: 14 -2022-06-21 18:54:38,342:INFO:display_container: 2 -2022-06-21 18:54:38,344:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=3855, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:54:38,345:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:38,617:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:38,617:INFO:Creating metrics dataframe -2022-06-21 18:54:38,624:INFO:Initializing CatBoost Classifier -2022-06-21 18:54:38,625:INFO:Total runtime is 0.2808943788210551 minutes -2022-06-21 18:54:38,625:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:38,626:INFO:Initializing create_model() -2022-06-21 18:54:38,626:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:38,626:INFO:Checking exceptions -2022-06-21 18:54:38,630:INFO:Importing libraries -2022-06-21 18:54:38,630:INFO:Copying training dataset -2022-06-21 18:54:38,634:INFO:Defining folds -2022-06-21 18:54:38,634:INFO:Declaring metric variables -2022-06-21 18:54:38,634:INFO:Importing untrained model -2022-06-21 18:54:38,635:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:54:38,636:INFO:Starting cross validation -2022-06-21 18:54:38,637:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:41,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:41,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:42,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:42,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:42,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:42,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:44,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:44,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:45,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:45,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:45,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:45,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:48,129:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:48,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:48,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:48,175:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,242:INFO:Calculating mean and std -2022-06-21 18:54:49,243:INFO:Creating metrics dataframe -2022-06-21 18:54:49,248:INFO:Uploading results into container -2022-06-21 18:54:49,249:INFO:Uploading model into container now -2022-06-21 18:54:49,249:INFO:master_model_container: 15 -2022-06-21 18:54:49,251:INFO:display_container: 2 -2022-06-21 18:54:49,251:INFO: -2022-06-21 18:54:49,252:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:49,506:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:49,506:INFO:Creating metrics dataframe -2022-06-21 18:54:49,514:INFO:Initializing Dummy Classifier -2022-06-21 18:54:49,515:INFO:Total runtime is 0.4623931487401327 minutes -2022-06-21 18:54:49,516:INFO:SubProcess create_model() called ================================== -2022-06-21 18:54:49,517:INFO:Initializing create_model() -2022-06-21 18:54:49,518:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:54:49,518:INFO:Checking exceptions -2022-06-21 18:54:49,520:INFO:Importing libraries -2022-06-21 18:54:49,520:INFO:Copying training dataset -2022-06-21 18:54:49,523:INFO:Defining folds -2022-06-21 18:54:49,524:INFO:Declaring metric variables -2022-06-21 18:54:49,524:INFO:Importing untrained model -2022-06-21 18:54:49,525:INFO:Dummy Classifier Imported successfully -2022-06-21 18:54:49,528:INFO:Starting cross validation -2022-06-21 18:54:49,531:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:54:49,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,605:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,623:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,625:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,639:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,654:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,728:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:54:49,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:54:49,740:INFO:Calculating mean and std -2022-06-21 18:54:49,741:INFO:Creating metrics dataframe -2022-06-21 18:54:49,748:INFO:Uploading results into container -2022-06-21 18:54:49,750:INFO:Uploading model into container now -2022-06-21 18:54:49,751:INFO:master_model_container: 16 -2022-06-21 18:54:49,751:INFO:display_container: 2 -2022-06-21 18:54:49,752:INFO:DummyClassifier(constant=None, random_state=3855, strategy='prior') -2022-06-21 18:54:49,753:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:49,971:INFO:SubProcess create_model() end ================================== -2022-06-21 18:54:49,971:INFO:Creating metrics dataframe -2022-06-21 18:54:49,985:INFO:Initializing create_model() -2022-06-21 18:54:49,985:INFO:create_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3855, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:54:49,986:INFO:Checking exceptions -2022-06-21 18:54:49,989:INFO:Importing libraries -2022-06-21 18:54:49,989:INFO:Copying training dataset -2022-06-21 18:54:49,992:INFO:Defining folds -2022-06-21 18:54:49,992:INFO:Declaring metric variables -2022-06-21 18:54:49,993:INFO:Importing untrained model -2022-06-21 18:54:49,994:INFO:Declaring custom model -2022-06-21 18:54:49,996:INFO:Logistic Regression Imported successfully -2022-06-21 18:54:49,997:INFO:Cross validation set to False -2022-06-21 18:54:49,997:INFO:Fitting Model -2022-06-21 18:54:50,061:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3855, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:54:50,061:INFO:create_model() successfully completed...................................... -2022-06-21 18:54:50,310:INFO: Model Accuracy AUC Recall Prec. \ -lr Logistic Regression 0.7615 0.8251 0.5509 0.7062 -ridge Ridge Classifier 0.7615 0.0000 0.5512 0.7063 -lda Linear Discriminant Analysis 0.7596 0.8244 0.5564 0.7010 -et Extra Trees Classifier 0.7505 0.8216 0.5462 0.6725 -catboost CatBoost Classifier 0.7503 0.8219 0.5778 0.6652 -rf Random Forest Classifier 0.7466 0.8158 0.5623 0.6618 -gbc Gradient Boosting Classifier 0.7391 0.8009 0.6041 0.6302 -nb Naive Bayes 0.7372 0.8053 0.5994 0.6340 -qda Quadratic Discriminant Analysis 0.7318 0.8059 0.5518 0.6374 -xgboost Extreme Gradient Boosting 0.7299 0.7867 0.5836 0.6213 -lightgbm Light Gradient Boosting Machine 0.7263 0.7824 0.5617 0.6187 -ada Ada Boost Classifier 0.7225 0.7673 0.5561 0.6144 -knn K Neighbors Classifier 0.6853 0.7229 0.5205 0.5537 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -dt Decision Tree Classifier 0.6312 0.5942 0.4713 0.4767 -svm SVM - Linear Kernel 0.5849 0.0000 0.4205 0.4747 - - F1 Kappa MCC TT (Sec) -lr 0.6094 0.4442 0.4570 0.052 -ridge 0.6087 0.4439 0.4574 0.011 -lda 0.6089 0.4418 0.4552 0.013 -et 0.5955 0.4203 0.4302 0.093 -catboost 0.6115 0.4305 0.4381 1.061 -rf 0.6002 0.4186 0.4279 0.119 -gbc 0.6124 0.4171 0.4208 0.075 -nb 0.6079 0.4127 0.4194 0.017 -qda 0.5840 0.3893 0.3972 0.018 -xgboost 0.5951 0.3948 0.4000 0.323 -lightgbm 0.5819 0.3813 0.3864 0.456 -ada 0.5792 0.3742 0.3783 0.072 -knn 0.5271 0.2946 0.3021 0.023 -dummy 0.0000 0.0000 0.0000 0.021 -dt 0.4689 0.1888 0.1912 0.025 -svm 0.3516 0.0959 0.1259 0.012 -2022-06-21 18:54:50,310:INFO:master_model_container: 16 -2022-06-21 18:54:50,311:INFO:display_container: 2 -2022-06-21 18:54:50,311:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3855, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:54:50,312:INFO:compare_models() successfully completed...................................... -2022-06-21 18:54:50,316:INFO:Initializing evaluate_model() -2022-06-21 18:54:50,316:INFO:evaluate_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3855, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 18:54:50,336:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 18:54:50,340:INFO:Initializing plot_model() -2022-06-21 18:54:50,340:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=3855, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 18:54:50,340:INFO:Checking exceptions -2022-06-21 18:54:50,344:INFO:Preloading libraries -2022-06-21 18:54:50,344:INFO:Copying training dataset -2022-06-21 18:54:50,345:INFO:Plot type: auc -2022-06-21 18:54:50,378:INFO:Fitting Model -2022-06-21 18:54:50,378:WARNING:X does not have valid feature names, but LogisticRegression was fitted with feature names - -2022-06-21 18:54:50,379:INFO:Scoring test/hold-out set -2022-06-21 18:54:50,414:INFO:Saving 'images/AUC.png' -2022-06-21 18:54:50,602:INFO:Visual Rendered Successfully -2022-06-21 18:54:50,856:INFO:plot_model() successfully completed...................................... -2022-06-21 18:55:00,933:INFO:PyCaret ClassificationExperiment -2022-06-21 18:55:00,935:INFO:Logging name: clf-default-name -2022-06-21 18:55:00,935:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:55:00,935:INFO:version 3.0.0.rc1 -2022-06-21 18:55:00,939:INFO:Initializing setup() -2022-06-21 18:55:00,940:INFO:self.USI: 2e3b -2022-06-21 18:55:00,940:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:55:00,941:INFO:Checking environment -2022-06-21 18:55:00,941:INFO:python_version: 3.9.7 -2022-06-21 18:55:00,941:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:55:00,941:INFO:machine: x86_64 -2022-06-21 18:55:00,942:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:55:00,942:INFO:Memory: svmem(total=8230690816, available=1224175616, percent=85.1, used=5904953344, free=168288256, active=3169267712, inactive=4118884352, buffers=77701120, cached=2079748096, shared=815173632, slab=368046080) -2022-06-21 18:55:00,944:INFO:Physical Core: 2 -2022-06-21 18:55:00,948:INFO:Logical Core: 4 -2022-06-21 18:55:00,948:INFO:Checking libraries -2022-06-21 18:55:00,965:INFO: -System: -2022-06-21 18:55:00,966:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:55:00,968:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:55:00,969:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:55:00,971:INFO: -PyCaret required dependencies: -2022-06-21 18:55:00,975:INFO: pip: 22.1.2 -2022-06-21 18:55:00,979:INFO: setuptools: 58.0.4 -2022-06-21 18:55:00,983:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:55:00,990:INFO: ipython: Not installed -2022-06-21 18:55:00,991:INFO: ipywidgets: 7.6.5 -2022-06-21 18:55:00,993:INFO: tqdm: 4.62.3 -2022-06-21 18:55:00,993:INFO: numpy: 1.21.5 -2022-06-21 18:55:00,994:INFO: pandas: 1.3.5 -2022-06-21 18:55:00,994:INFO: jinja2: 3.0.3 -2022-06-21 18:55:00,995:INFO: scipy: 1.7.1 -2022-06-21 18:55:00,995:INFO: joblib: 1.1.0 -2022-06-21 18:55:00,996:INFO: sklearn: 1.1.1 -2022-06-21 18:55:00,997:INFO: pyod: Installed but version unavailable -2022-06-21 18:55:01,000:INFO: imblearn: 0.9.1 -2022-06-21 18:55:01,000:INFO: category_encoders: 2.5.0 -2022-06-21 18:55:01,001:INFO: lightgbm: 3.2.1 -2022-06-21 18:55:01,001:INFO: numba: 0.55.2 -2022-06-21 18:55:01,001:INFO: requests: 2.27.1 -2022-06-21 18:55:01,002:INFO: matplotlib: 3.4.3 -2022-06-21 18:55:01,002:INFO: scikitplot: 0.3.7 -2022-06-21 18:55:01,002:INFO: yellowbrick: 1.4 -2022-06-21 18:55:01,003:INFO: plotly: 5.5.0 -2022-06-21 18:55:01,003:INFO: kaleido: 0.2.1 -2022-06-21 18:55:01,004:INFO: statsmodels: 0.12.2 -2022-06-21 18:55:01,004:INFO: sktime: 0.11.4 -2022-06-21 18:55:01,004:INFO: tbats: Installed but version unavailable -2022-06-21 18:55:01,005:INFO: pmdarima: 1.8.5 -2022-06-21 18:55:01,006:INFO: psutil: 5.9.0 -2022-06-21 18:55:01,007:INFO: -PyCaret optional dependencies: -2022-06-21 18:55:01,010:INFO: shap: 0.39.0 -2022-06-21 18:55:01,011:INFO: interpret: 0.2.7 -2022-06-21 18:55:01,011:INFO: umap: 0.5.3 -2022-06-21 18:55:01,012:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:55:01,012:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:55:01,015:INFO: autoviz: 0.1.39 -2022-06-21 18:55:01,016:INFO: fairlearn: 0.7.0 -2022-06-21 18:55:01,018:INFO: xgboost: 1.4.0 -2022-06-21 18:55:01,020:INFO: catboost: 1.0.6 -2022-06-21 18:55:01,021:INFO: kmodes: 0.12.1 -2022-06-21 18:55:01,021:INFO: mlxtend: 0.20.0 -2022-06-21 18:55:01,025:INFO: statsforecast: 0.5.5 -2022-06-21 18:55:01,025:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:55:01,026:INFO: ray: 1.12.1 -2022-06-21 18:55:01,026:INFO: hyperopt: 0.2.7 -2022-06-21 18:55:01,027:INFO: optuna: 2.10.0 -2022-06-21 18:55:01,028:INFO: skopt: 0.9.0 -2022-06-21 18:55:01,033:INFO: mlflow: 1.26.1 -2022-06-21 18:55:01,034:INFO: gradio: 3.0.11 -2022-06-21 18:55:01,036:INFO: fastapi: 0.75.2 -2022-06-21 18:55:01,036:INFO: uvicorn: 0.17.6 -2022-06-21 18:55:01,037:INFO: m2cgen: 0.10.0 -2022-06-21 18:55:01,037:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:55:01,037:INFO: nltk: 3.6.5 -2022-06-21 18:55:01,038:INFO: pyLDAvis: Not installed -2022-06-21 18:55:01,038:INFO: gensim: Not installed -2022-06-21 18:55:01,039:INFO: spacy: Not installed -2022-06-21 18:55:01,039:INFO: wordcloud: 1.8.1 -2022-06-21 18:55:01,040:INFO: textblob: 0.17.1 -2022-06-21 18:55:01,040:INFO: fugue: 0.6.6 -2022-06-21 18:55:01,040:INFO: streamlit: 1.10.0 -2022-06-21 18:55:01,041:INFO: prophet: Not installed -2022-06-21 18:55:01,042:INFO:None -2022-06-21 18:55:01,042:INFO:Set up data. -2022-06-21 18:55:01,055:INFO:Set up train/test split. -2022-06-21 18:55:01,079:INFO:Assigning column types. -2022-06-21 18:55:01,098:INFO:Set up folding strategy. -2022-06-21 18:55:01,098:INFO:Preparing preprocessing pipeline... -2022-06-21 18:55:01,104:INFO:Set up simple imputation. -2022-06-21 18:55:01,153:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:55:01,156:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:55:01,156:INFO:Creating final display dataframe. -2022-06-21 18:55:01,243:INFO:Setup display_container: Description Value -0 Session id 2098 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 2e3b -2022-06-21 18:55:01,255:INFO: Description Value -0 Session id 2098 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 2e3b -2022-06-21 18:55:01,433:INFO:setup() successfully completed in 0.5s............... -2022-06-21 18:55:01,434:INFO:Initializing compare_models() -2022-06-21 18:55:01,434:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:55:01,436:INFO:Checking exceptions -2022-06-21 18:55:01,440:INFO:Preparing display monitor -2022-06-21 18:55:01,444:INFO:Initializing Logistic Regression -2022-06-21 18:55:01,445:INFO:Total runtime is 6.763140360514323e-06 minutes -2022-06-21 18:55:01,446:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:01,447:INFO:Initializing create_model() -2022-06-21 18:55:01,447:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:01,449:INFO:Checking exceptions -2022-06-21 18:55:01,451:INFO:Importing libraries -2022-06-21 18:55:01,452:INFO:Copying training dataset -2022-06-21 18:55:01,457:INFO:Defining folds -2022-06-21 18:55:01,458:INFO:Declaring metric variables -2022-06-21 18:55:01,459:INFO:Importing untrained model -2022-06-21 18:55:01,460:INFO:Logistic Regression Imported successfully -2022-06-21 18:55:01,461:INFO:Starting cross validation -2022-06-21 18:55:01,463:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:01,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:01,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:01,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:01,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:01,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:01,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:01,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:01,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,006:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,124:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,130:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,133:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,142:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,142:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,305:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,314:INFO:Calculating mean and std -2022-06-21 18:55:02,315:INFO:Creating metrics dataframe -2022-06-21 18:55:02,321:INFO:Uploading results into container -2022-06-21 18:55:02,321:INFO:Uploading model into container now -2022-06-21 18:55:02,322:INFO:master_model_container: 1 -2022-06-21 18:55:02,322:INFO:display_container: 2 -2022-06-21 18:55:02,323:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=2098, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:55:02,323:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:02,550:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:02,551:INFO:Creating metrics dataframe -2022-06-21 18:55:02,557:INFO:Initializing K Neighbors Classifier -2022-06-21 18:55:02,557:INFO:Total runtime is 0.01854304869969686 minutes -2022-06-21 18:55:02,558:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:02,558:INFO:Initializing create_model() -2022-06-21 18:55:02,558:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:02,559:INFO:Checking exceptions -2022-06-21 18:55:02,562:INFO:Importing libraries -2022-06-21 18:55:02,563:INFO:Copying training dataset -2022-06-21 18:55:02,566:INFO:Defining folds -2022-06-21 18:55:02,567:INFO:Declaring metric variables -2022-06-21 18:55:02,568:INFO:Importing untrained model -2022-06-21 18:55:02,569:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:55:02,571:INFO:Starting cross validation -2022-06-21 18:55:02,573:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:02,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,618:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,708:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:02,778:INFO:Calculating mean and std -2022-06-21 18:55:02,779:INFO:Creating metrics dataframe -2022-06-21 18:55:02,787:INFO:Uploading results into container -2022-06-21 18:55:02,790:INFO:Uploading model into container now -2022-06-21 18:55:02,792:INFO:master_model_container: 2 -2022-06-21 18:55:02,793:INFO:display_container: 2 -2022-06-21 18:55:02,795:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:55:02,796:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:03,077:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:03,078:INFO:Creating metrics dataframe -2022-06-21 18:55:03,085:INFO:Initializing Naive Bayes -2022-06-21 18:55:03,085:INFO:Total runtime is 0.02734707593917847 minutes -2022-06-21 18:55:03,086:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:03,086:INFO:Initializing create_model() -2022-06-21 18:55:03,087:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:03,087:INFO:Checking exceptions -2022-06-21 18:55:03,090:INFO:Importing libraries -2022-06-21 18:55:03,090:INFO:Copying training dataset -2022-06-21 18:55:03,094:INFO:Defining folds -2022-06-21 18:55:03,094:INFO:Declaring metric variables -2022-06-21 18:55:03,095:INFO:Importing untrained model -2022-06-21 18:55:03,096:INFO:Naive Bayes Imported successfully -2022-06-21 18:55:03,097:INFO:Starting cross validation -2022-06-21 18:55:03,098:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:03,131:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,144:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,146:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,155:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,216:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,270:INFO:Calculating mean and std -2022-06-21 18:55:03,270:INFO:Creating metrics dataframe -2022-06-21 18:55:03,276:INFO:Uploading results into container -2022-06-21 18:55:03,277:INFO:Uploading model into container now -2022-06-21 18:55:03,277:INFO:master_model_container: 3 -2022-06-21 18:55:03,278:INFO:display_container: 2 -2022-06-21 18:55:03,279:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:55:03,280:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:03,520:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:03,520:INFO:Creating metrics dataframe -2022-06-21 18:55:03,529:INFO:Initializing Decision Tree Classifier -2022-06-21 18:55:03,529:INFO:Total runtime is 0.03474401632944743 minutes -2022-06-21 18:55:03,529:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:03,530:INFO:Initializing create_model() -2022-06-21 18:55:03,531:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:03,531:INFO:Checking exceptions -2022-06-21 18:55:03,535:INFO:Importing libraries -2022-06-21 18:55:03,535:INFO:Copying training dataset -2022-06-21 18:55:03,541:INFO:Defining folds -2022-06-21 18:55:03,542:INFO:Declaring metric variables -2022-06-21 18:55:03,546:INFO:Importing untrained model -2022-06-21 18:55:03,547:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:55:03,559:INFO:Starting cross validation -2022-06-21 18:55:03,563:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:03,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,652:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,655:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,666:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,726:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,734:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:03,779:INFO:Calculating mean and std -2022-06-21 18:55:03,779:INFO:Creating metrics dataframe -2022-06-21 18:55:03,785:INFO:Uploading results into container -2022-06-21 18:55:03,786:INFO:Uploading model into container now -2022-06-21 18:55:03,787:INFO:master_model_container: 4 -2022-06-21 18:55:03,787:INFO:display_container: 2 -2022-06-21 18:55:03,788:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=2098, splitter='best') -2022-06-21 18:55:03,788:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:04,010:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:04,010:INFO:Creating metrics dataframe -2022-06-21 18:55:04,022:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:55:04,023:INFO:Total runtime is 0.04297192494074504 minutes -2022-06-21 18:55:04,023:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:04,024:INFO:Initializing create_model() -2022-06-21 18:55:04,024:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:04,025:INFO:Checking exceptions -2022-06-21 18:55:04,028:INFO:Importing libraries -2022-06-21 18:55:04,028:INFO:Copying training dataset -2022-06-21 18:55:04,033:INFO:Defining folds -2022-06-21 18:55:04,033:INFO:Declaring metric variables -2022-06-21 18:55:04,034:INFO:Importing untrained model -2022-06-21 18:55:04,036:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:55:04,037:INFO:Starting cross validation -2022-06-21 18:55:04,038:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:04,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,139:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:04,141:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,174:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,184:INFO:Calculating mean and std -2022-06-21 18:55:04,185:INFO:Creating metrics dataframe -2022-06-21 18:55:04,189:INFO:Uploading results into container -2022-06-21 18:55:04,190:INFO:Uploading model into container now -2022-06-21 18:55:04,191:INFO:master_model_container: 5 -2022-06-21 18:55:04,191:INFO:display_container: 2 -2022-06-21 18:55:04,192:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=2098, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:55:04,192:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:04,416:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:04,417:INFO:Creating metrics dataframe -2022-06-21 18:55:04,423:INFO:Initializing Ridge Classifier -2022-06-21 18:55:04,423:INFO:Total runtime is 0.0496535340944926 minutes -2022-06-21 18:55:04,424:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:04,425:INFO:Initializing create_model() -2022-06-21 18:55:04,425:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:04,425:INFO:Checking exceptions -2022-06-21 18:55:04,429:INFO:Importing libraries -2022-06-21 18:55:04,429:INFO:Copying training dataset -2022-06-21 18:55:04,433:INFO:Defining folds -2022-06-21 18:55:04,434:INFO:Declaring metric variables -2022-06-21 18:55:04,434:INFO:Importing untrained model -2022-06-21 18:55:04,436:INFO:Ridge Classifier Imported successfully -2022-06-21 18:55:04,438:INFO:Starting cross validation -2022-06-21 18:55:04,439:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:04,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,487:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,491:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,493:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,498:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,510:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,536:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,569:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,584:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:04,593:INFO:Calculating mean and std -2022-06-21 18:55:04,594:INFO:Creating metrics dataframe -2022-06-21 18:55:04,609:INFO:Uploading results into container -2022-06-21 18:55:04,610:INFO:Uploading model into container now -2022-06-21 18:55:04,612:INFO:master_model_container: 6 -2022-06-21 18:55:04,612:INFO:display_container: 2 -2022-06-21 18:55:04,613:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=2098, solver='auto', tol=0.001) -2022-06-21 18:55:04,616:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:04,864:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:04,864:INFO:Creating metrics dataframe -2022-06-21 18:55:04,874:INFO:Initializing Random Forest Classifier -2022-06-21 18:55:04,875:INFO:Total runtime is 0.05717239379882813 minutes -2022-06-21 18:55:04,875:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:04,876:INFO:Initializing create_model() -2022-06-21 18:55:04,876:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:04,876:INFO:Checking exceptions -2022-06-21 18:55:04,880:INFO:Importing libraries -2022-06-21 18:55:04,880:INFO:Copying training dataset -2022-06-21 18:55:04,884:INFO:Defining folds -2022-06-21 18:55:04,884:INFO:Declaring metric variables -2022-06-21 18:55:04,885:INFO:Importing untrained model -2022-06-21 18:55:04,886:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:55:04,887:INFO:Starting cross validation -2022-06-21 18:55:04,888:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:05,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,211:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,290:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,732:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:05,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,132:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,199:INFO:Calculating mean and std -2022-06-21 18:55:06,200:INFO:Creating metrics dataframe -2022-06-21 18:55:06,205:INFO:Uploading results into container -2022-06-21 18:55:06,206:INFO:Uploading model into container now -2022-06-21 18:55:06,206:INFO:master_model_container: 7 -2022-06-21 18:55:06,206:INFO:display_container: 2 -2022-06-21 18:55:06,207:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2098, verbose=0, warm_start=False) -2022-06-21 18:55:06,208:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:06,432:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:06,432:INFO:Creating metrics dataframe -2022-06-21 18:55:06,440:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:55:06,440:INFO:Total runtime is 0.08327014446258546 minutes -2022-06-21 18:55:06,441:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:06,442:INFO:Initializing create_model() -2022-06-21 18:55:06,442:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:06,442:INFO:Checking exceptions -2022-06-21 18:55:06,446:INFO:Importing libraries -2022-06-21 18:55:06,446:INFO:Copying training dataset -2022-06-21 18:55:06,450:INFO:Defining folds -2022-06-21 18:55:06,450:INFO:Declaring metric variables -2022-06-21 18:55:06,450:INFO:Importing untrained model -2022-06-21 18:55:06,451:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:55:06,453:INFO:Starting cross validation -2022-06-21 18:55:06,455:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:06,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,512:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,600:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,608:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:06,652:INFO:Calculating mean and std -2022-06-21 18:55:06,653:INFO:Creating metrics dataframe -2022-06-21 18:55:06,660:INFO:Uploading results into container -2022-06-21 18:55:06,661:INFO:Uploading model into container now -2022-06-21 18:55:06,663:INFO:master_model_container: 8 -2022-06-21 18:55:06,665:INFO:display_container: 2 -2022-06-21 18:55:06,667:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:55:06,668:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:06,919:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:06,919:INFO:Creating metrics dataframe -2022-06-21 18:55:06,926:INFO:Initializing Ada Boost Classifier -2022-06-21 18:55:06,927:INFO:Total runtime is 0.09137235482533773 minutes -2022-06-21 18:55:06,928:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:06,929:INFO:Initializing create_model() -2022-06-21 18:55:06,930:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:06,930:INFO:Checking exceptions -2022-06-21 18:55:06,932:INFO:Importing libraries -2022-06-21 18:55:06,933:INFO:Copying training dataset -2022-06-21 18:55:06,936:INFO:Defining folds -2022-06-21 18:55:06,936:INFO:Declaring metric variables -2022-06-21 18:55:06,937:INFO:Importing untrained model -2022-06-21 18:55:06,938:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:55:06,939:INFO:Starting cross validation -2022-06-21 18:55:06,941:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:07,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,120:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,165:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,325:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,326:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,345:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,568:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:07,601:INFO:Calculating mean and std -2022-06-21 18:55:07,602:INFO:Creating metrics dataframe -2022-06-21 18:55:07,613:INFO:Uploading results into container -2022-06-21 18:55:07,616:INFO:Uploading model into container now -2022-06-21 18:55:07,618:INFO:master_model_container: 9 -2022-06-21 18:55:07,619:INFO:display_container: 2 -2022-06-21 18:55:07,619:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=2098) -2022-06-21 18:55:07,620:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:07,906:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:07,906:INFO:Creating metrics dataframe -2022-06-21 18:55:07,919:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:55:07,920:INFO:Total runtime is 0.10792160431543986 minutes -2022-06-21 18:55:07,921:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:07,922:INFO:Initializing create_model() -2022-06-21 18:55:07,923:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:07,923:INFO:Checking exceptions -2022-06-21 18:55:07,928:INFO:Importing libraries -2022-06-21 18:55:07,928:INFO:Copying training dataset -2022-06-21 18:55:07,943:INFO:Defining folds -2022-06-21 18:55:07,944:INFO:Declaring metric variables -2022-06-21 18:55:07,947:INFO:Importing untrained model -2022-06-21 18:55:07,951:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:55:07,956:INFO:Starting cross validation -2022-06-21 18:55:07,957:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:08,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,359:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,368:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,532:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,584:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,598:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:08,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,071:INFO:Calculating mean and std -2022-06-21 18:55:09,073:INFO:Creating metrics dataframe -2022-06-21 18:55:09,078:INFO:Uploading results into container -2022-06-21 18:55:09,079:INFO:Uploading model into container now -2022-06-21 18:55:09,080:INFO:master_model_container: 10 -2022-06-21 18:55:09,080:INFO:display_container: 2 -2022-06-21 18:55:09,081:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=2098, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:55:09,081:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:09,424:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:09,428:INFO:Creating metrics dataframe -2022-06-21 18:55:09,441:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:55:09,442:INFO:Total runtime is 0.13329339027404785 minutes -2022-06-21 18:55:09,443:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:09,443:INFO:Initializing create_model() -2022-06-21 18:55:09,444:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:09,444:INFO:Checking exceptions -2022-06-21 18:55:09,447:INFO:Importing libraries -2022-06-21 18:55:09,447:INFO:Copying training dataset -2022-06-21 18:55:09,458:INFO:Defining folds -2022-06-21 18:55:09,459:INFO:Declaring metric variables -2022-06-21 18:55:09,465:INFO:Importing untrained model -2022-06-21 18:55:09,467:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:55:09,468:INFO:Starting cross validation -2022-06-21 18:55:09,469:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:09,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,605:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,698:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,749:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,763:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:09,804:INFO:Calculating mean and std -2022-06-21 18:55:09,805:INFO:Creating metrics dataframe -2022-06-21 18:55:09,814:INFO:Uploading results into container -2022-06-21 18:55:09,817:INFO:Uploading model into container now -2022-06-21 18:55:09,819:INFO:master_model_container: 11 -2022-06-21 18:55:09,820:INFO:display_container: 2 -2022-06-21 18:55:09,821:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:55:09,821:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:10,082:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:10,082:INFO:Creating metrics dataframe -2022-06-21 18:55:10,096:INFO:Initializing Extra Trees Classifier -2022-06-21 18:55:10,096:INFO:Total runtime is 0.1441989262898763 minutes -2022-06-21 18:55:10,098:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:10,099:INFO:Initializing create_model() -2022-06-21 18:55:10,099:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:10,100:INFO:Checking exceptions -2022-06-21 18:55:10,104:INFO:Importing libraries -2022-06-21 18:55:10,105:INFO:Copying training dataset -2022-06-21 18:55:10,110:INFO:Defining folds -2022-06-21 18:55:10,110:INFO:Declaring metric variables -2022-06-21 18:55:10,111:INFO:Importing untrained model -2022-06-21 18:55:10,113:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:55:10,115:INFO:Starting cross validation -2022-06-21 18:55:10,117:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:10,615:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:10,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:10,623:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:10,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:10,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:10,730:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:10,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:10,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,235:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,240:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,240:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:11,563:INFO:Calculating mean and std -2022-06-21 18:55:11,565:INFO:Creating metrics dataframe -2022-06-21 18:55:11,582:INFO:Uploading results into container -2022-06-21 18:55:11,583:INFO:Uploading model into container now -2022-06-21 18:55:11,585:INFO:master_model_container: 12 -2022-06-21 18:55:11,586:INFO:display_container: 2 -2022-06-21 18:55:11,588:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2098, verbose=0, warm_start=False) -2022-06-21 18:55:11,590:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:11,850:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:11,851:INFO:Creating metrics dataframe -2022-06-21 18:55:11,860:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:55:11,861:INFO:Total runtime is 0.17360748449961344 minutes -2022-06-21 18:55:11,862:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:11,862:INFO:Initializing create_model() -2022-06-21 18:55:11,863:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:11,863:INFO:Checking exceptions -2022-06-21 18:55:11,867:INFO:Importing libraries -2022-06-21 18:55:11,868:INFO:Copying training dataset -2022-06-21 18:55:11,871:INFO:Defining folds -2022-06-21 18:55:11,872:INFO:Declaring metric variables -2022-06-21 18:55:11,873:INFO:Importing untrained model -2022-06-21 18:55:11,876:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:55:11,877:INFO:Starting cross validation -2022-06-21 18:55:11,878:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:11,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:11,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:11,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:11,971:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:12,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:12,871:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:12,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:12,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:12,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:13,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:13,403:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:13,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:13,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:13,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:13,482:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:13,512:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:13,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:13,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:13,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:13,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:13,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:13,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:13,938:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:14,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:14,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:14,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:14,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:14,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:14,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:15,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:15,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:15,274:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:15,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:15,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:55:15,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:15,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:15,479:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:15,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:15,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:15,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:15,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:15,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:16,165:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:16,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:16,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:16,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:16,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:16,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:16,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:16,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:55:16,456:INFO:Calculating mean and std -2022-06-21 18:55:16,457:INFO:Creating metrics dataframe -2022-06-21 18:55:16,464:INFO:Uploading results into container -2022-06-21 18:55:16,466:INFO:Uploading model into container now -2022-06-21 18:55:16,467:INFO:master_model_container: 13 -2022-06-21 18:55:16,467:INFO:display_container: 2 -2022-06-21 18:55:16,468:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=2098, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:55:16,472:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:16,725:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:16,725:INFO:Creating metrics dataframe -2022-06-21 18:55:16,733:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:55:16,733:INFO:Total runtime is 0.25481105645497637 minutes -2022-06-21 18:55:16,734:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:16,734:INFO:Initializing create_model() -2022-06-21 18:55:16,736:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:16,736:INFO:Checking exceptions -2022-06-21 18:55:16,739:INFO:Importing libraries -2022-06-21 18:55:16,740:INFO:Copying training dataset -2022-06-21 18:55:16,743:INFO:Defining folds -2022-06-21 18:55:16,743:INFO:Declaring metric variables -2022-06-21 18:55:16,746:INFO:Importing untrained model -2022-06-21 18:55:16,749:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:55:16,752:INFO:Starting cross validation -2022-06-21 18:55:16,753:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:18,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:18,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:18,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:18,362:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:18,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:18,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:18,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:18,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:20,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:20,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:21,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:21,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:21,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:21,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:21,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:21,841:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:22,317:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:22,336:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:22,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:22,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:22,397:INFO:Calculating mean and std -2022-06-21 18:55:22,398:INFO:Creating metrics dataframe -2022-06-21 18:55:22,403:INFO:Uploading results into container -2022-06-21 18:55:22,406:INFO:Uploading model into container now -2022-06-21 18:55:22,407:INFO:master_model_container: 14 -2022-06-21 18:55:22,407:INFO:display_container: 2 -2022-06-21 18:55:22,408:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=2098, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:55:22,409:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:22,709:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:22,709:INFO:Creating metrics dataframe -2022-06-21 18:55:22,719:INFO:Initializing CatBoost Classifier -2022-06-21 18:55:22,719:INFO:Total runtime is 0.3545862714449564 minutes -2022-06-21 18:55:22,720:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:22,721:INFO:Initializing create_model() -2022-06-21 18:55:22,721:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:22,721:INFO:Checking exceptions -2022-06-21 18:55:22,725:INFO:Importing libraries -2022-06-21 18:55:22,725:INFO:Copying training dataset -2022-06-21 18:55:22,729:INFO:Defining folds -2022-06-21 18:55:22,729:INFO:Declaring metric variables -2022-06-21 18:55:22,730:INFO:Importing untrained model -2022-06-21 18:55:22,733:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:55:22,735:INFO:Starting cross validation -2022-06-21 18:55:22,737:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:25,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:25,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:27,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:27,281:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:27,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:27,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:29,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:29,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:29,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:29,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:29,941:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:29,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:32,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:32,496:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:32,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:32,608:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,158:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,165:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,576:INFO:Calculating mean and std -2022-06-21 18:55:33,578:INFO:Creating metrics dataframe -2022-06-21 18:55:33,587:INFO:Uploading results into container -2022-06-21 18:55:33,593:INFO:Uploading model into container now -2022-06-21 18:55:33,595:INFO:master_model_container: 15 -2022-06-21 18:55:33,595:INFO:display_container: 2 -2022-06-21 18:55:33,595:INFO: -2022-06-21 18:55:33,596:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:33,852:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:33,853:INFO:Creating metrics dataframe -2022-06-21 18:55:33,862:INFO:Initializing Dummy Classifier -2022-06-21 18:55:33,862:INFO:Total runtime is 0.540298875172933 minutes -2022-06-21 18:55:33,863:INFO:SubProcess create_model() called ================================== -2022-06-21 18:55:33,864:INFO:Initializing create_model() -2022-06-21 18:55:33,864:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:55:33,864:INFO:Checking exceptions -2022-06-21 18:55:33,868:INFO:Importing libraries -2022-06-21 18:55:33,868:INFO:Copying training dataset -2022-06-21 18:55:33,871:INFO:Defining folds -2022-06-21 18:55:33,872:INFO:Declaring metric variables -2022-06-21 18:55:33,873:INFO:Importing untrained model -2022-06-21 18:55:33,874:INFO:Dummy Classifier Imported successfully -2022-06-21 18:55:33,875:INFO:Starting cross validation -2022-06-21 18:55:33,877:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:55:33,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:33,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:33,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:33,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,964:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:33,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:33,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:33,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,984:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,988:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:33,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:33,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:55:34,003:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:34,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:34,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:55:34,012:INFO:Calculating mean and std -2022-06-21 18:55:34,013:INFO:Creating metrics dataframe -2022-06-21 18:55:34,018:INFO:Uploading results into container -2022-06-21 18:55:34,019:INFO:Uploading model into container now -2022-06-21 18:55:34,020:INFO:master_model_container: 16 -2022-06-21 18:55:34,020:INFO:display_container: 2 -2022-06-21 18:55:34,020:INFO:DummyClassifier(constant=None, random_state=2098, strategy='prior') -2022-06-21 18:55:34,021:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:34,239:INFO:SubProcess create_model() end ================================== -2022-06-21 18:55:34,240:INFO:Creating metrics dataframe -2022-06-21 18:55:34,252:INFO:Initializing create_model() -2022-06-21 18:55:34,253:INFO:create_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2098, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:55:34,254:INFO:Checking exceptions -2022-06-21 18:55:34,258:INFO:Importing libraries -2022-06-21 18:55:34,258:INFO:Copying training dataset -2022-06-21 18:55:34,265:INFO:Defining folds -2022-06-21 18:55:34,265:INFO:Declaring metric variables -2022-06-21 18:55:34,267:INFO:Importing untrained model -2022-06-21 18:55:34,267:INFO:Declaring custom model -2022-06-21 18:55:34,269:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:55:34,272:INFO:Cross validation set to False -2022-06-21 18:55:34,273:INFO:Fitting Model -2022-06-21 18:55:34,487:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2098, verbose=0, warm_start=False) -2022-06-21 18:55:34,487:INFO:create_model() successfully completed...................................... -2022-06-21 18:55:34,758:INFO: Model Accuracy AUC Recall Prec. \ -rf Random Forest Classifier 0.7770 0.8231 0.6117 0.7113 -et Extra Trees Classifier 0.7639 0.8214 0.5465 0.7123 -lda Linear Discriminant Analysis 0.7637 0.8309 0.5459 0.7123 -lr Logistic Regression 0.7619 0.8296 0.5459 0.7085 -ridge Ridge Classifier 0.7619 0.0000 0.5406 0.7109 -catboost CatBoost Classifier 0.7564 0.8254 0.6158 0.6614 -gbc Gradient Boosting Classifier 0.7546 0.8232 0.6266 0.6621 -knn K Neighbors Classifier 0.7527 0.7575 0.5737 0.6706 -ada Ada Boost Classifier 0.7489 0.8206 0.6096 0.6616 -nb Naive Bayes 0.7453 0.8123 0.5789 0.6575 -lightgbm Light Gradient Boosting Machine 0.7397 0.7968 0.6108 0.6311 -xgboost Extreme Gradient Boosting 0.7396 0.7996 0.6099 0.6311 -qda Quadratic Discriminant Analysis 0.7321 0.8079 0.5623 0.6328 -dt Decision Tree Classifier 0.6985 0.6681 0.5675 0.5648 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5811 0.0000 0.5465 0.4835 - - F1 Kappa MCC TT (Sec) -rf 0.6534 0.4915 0.4976 0.131 -et 0.6126 0.4486 0.4601 0.145 -lda 0.6109 0.4476 0.4596 0.033 -lr 0.6093 0.4442 0.4560 0.085 -ridge 0.6075 0.4430 0.4551 0.015 -catboost 0.6342 0.4527 0.4563 1.084 -gbc 0.6363 0.4528 0.4595 0.111 -knn 0.6151 0.4356 0.4404 0.020 -ada 0.6269 0.4395 0.4472 0.066 -nb 0.6078 0.4222 0.4292 0.017 -lightgbm 0.6169 0.4208 0.4240 0.564 -xgboost 0.6140 0.4193 0.4246 0.458 -qda 0.5927 0.3947 0.3981 0.020 -dt 0.5622 0.3336 0.3363 0.022 -dummy 0.0000 0.0000 0.0000 0.013 -svm 0.4131 0.1447 0.1865 0.015 -2022-06-21 18:55:34,758:INFO:master_model_container: 16 -2022-06-21 18:55:34,758:INFO:display_container: 2 -2022-06-21 18:55:34,759:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2098, verbose=0, warm_start=False) -2022-06-21 18:55:34,760:INFO:compare_models() successfully completed...................................... -2022-06-21 18:55:34,763:INFO:Initializing evaluate_model() -2022-06-21 18:55:34,764:INFO:evaluate_model(self=, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2098, verbose=0, warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 18:55:34,780:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 18:55:34,783:INFO:Initializing plot_model() -2022-06-21 18:55:34,785:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2098, verbose=0, warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 18:55:34,786:INFO:Checking exceptions -2022-06-21 18:55:34,809:INFO:Preloading libraries -2022-06-21 18:55:34,822:INFO:Copying training dataset -2022-06-21 18:55:34,822:INFO:Plot type: auc -2022-06-21 18:55:34,853:INFO:Fitting Model -2022-06-21 18:55:34,855:WARNING:X does not have valid feature names, but RandomForestClassifier was fitted with feature names - -2022-06-21 18:55:34,857:INFO:Scoring test/hold-out set -2022-06-21 18:55:34,936:INFO:Saving 'images/AUC.png' -2022-06-21 18:55:35,110:INFO:Visual Rendered Successfully -2022-06-21 18:55:35,344:INFO:plot_model() successfully completed...................................... -2022-06-21 18:58:25,821:INFO:PyCaret ClassificationExperiment -2022-06-21 18:58:25,833:INFO:Logging name: clf-default-name -2022-06-21 18:58:25,834:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 18:58:25,834:INFO:version 3.0.0.rc1 -2022-06-21 18:58:25,835:INFO:Initializing setup() -2022-06-21 18:58:25,836:INFO:self.USI: b44e -2022-06-21 18:58:25,836:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 18:58:25,837:INFO:Checking environment -2022-06-21 18:58:25,837:INFO:python_version: 3.9.7 -2022-06-21 18:58:25,838:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 18:58:25,838:INFO:machine: x86_64 -2022-06-21 18:58:25,839:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:58:25,844:INFO:Memory: svmem(total=8230690816, available=1294557184, percent=84.3, used=5858144256, free=257220608, active=3160068096, inactive=4057018368, buffers=65912832, cached=2049413120, shared=790433792, slab=366551040) -2022-06-21 18:58:25,845:INFO:Physical Core: 2 -2022-06-21 18:58:25,846:INFO:Logical Core: 4 -2022-06-21 18:58:25,847:INFO:Checking libraries -2022-06-21 18:58:25,847:INFO: -System: -2022-06-21 18:58:25,851:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 18:58:25,858:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 18:58:25,858:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 18:58:25,858:INFO: -PyCaret required dependencies: -2022-06-21 18:58:25,859:INFO: pip: 22.1.2 -2022-06-21 18:58:25,860:INFO: setuptools: 58.0.4 -2022-06-21 18:58:25,860:INFO: pycaret: 3.0.0.rc1 -2022-06-21 18:58:25,860:INFO: ipython: Not installed -2022-06-21 18:58:25,861:INFO: ipywidgets: 7.6.5 -2022-06-21 18:58:25,861:INFO: tqdm: 4.62.3 -2022-06-21 18:58:25,862:INFO: numpy: 1.21.5 -2022-06-21 18:58:25,863:INFO: pandas: 1.3.5 -2022-06-21 18:58:25,863:INFO: jinja2: 3.0.3 -2022-06-21 18:58:25,864:INFO: scipy: 1.7.1 -2022-06-21 18:58:25,864:INFO: joblib: 1.1.0 -2022-06-21 18:58:25,865:INFO: sklearn: 1.1.1 -2022-06-21 18:58:25,866:INFO: pyod: Installed but version unavailable -2022-06-21 18:58:25,866:INFO: imblearn: 0.9.1 -2022-06-21 18:58:25,866:INFO: category_encoders: 2.5.0 -2022-06-21 18:58:25,867:INFO: lightgbm: 3.2.1 -2022-06-21 18:58:25,868:INFO: numba: 0.55.2 -2022-06-21 18:58:25,869:INFO: requests: 2.27.1 -2022-06-21 18:58:25,870:INFO: matplotlib: 3.4.3 -2022-06-21 18:58:25,870:INFO: scikitplot: 0.3.7 -2022-06-21 18:58:25,871:INFO: yellowbrick: 1.4 -2022-06-21 18:58:25,871:INFO: plotly: 5.5.0 -2022-06-21 18:58:25,871:INFO: kaleido: 0.2.1 -2022-06-21 18:58:25,871:INFO: statsmodels: 0.12.2 -2022-06-21 18:58:25,871:INFO: sktime: 0.11.4 -2022-06-21 18:58:25,872:INFO: tbats: Installed but version unavailable -2022-06-21 18:58:25,872:INFO: pmdarima: 1.8.5 -2022-06-21 18:58:25,872:INFO: psutil: 5.9.0 -2022-06-21 18:58:25,872:INFO: -PyCaret optional dependencies: -2022-06-21 18:58:25,873:INFO: shap: 0.39.0 -2022-06-21 18:58:25,873:INFO: interpret: 0.2.7 -2022-06-21 18:58:25,874:INFO: umap: 0.5.3 -2022-06-21 18:58:25,874:INFO: pandas_profiling: 3.2.0 -2022-06-21 18:58:25,874:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 18:58:25,874:INFO: autoviz: 0.1.39 -2022-06-21 18:58:25,874:INFO: fairlearn: 0.7.0 -2022-06-21 18:58:25,874:INFO: xgboost: 1.4.0 -2022-06-21 18:58:25,874:INFO: catboost: 1.0.6 -2022-06-21 18:58:25,874:INFO: kmodes: 0.12.1 -2022-06-21 18:58:25,874:INFO: mlxtend: 0.20.0 -2022-06-21 18:58:25,874:INFO: statsforecast: 0.5.5 -2022-06-21 18:58:25,874:INFO: tune_sklearn: 0.4.3 -2022-06-21 18:58:25,874:INFO: ray: 1.12.1 -2022-06-21 18:58:25,874:INFO: hyperopt: 0.2.7 -2022-06-21 18:58:25,875:INFO: optuna: 2.10.0 -2022-06-21 18:58:25,875:INFO: skopt: 0.9.0 -2022-06-21 18:58:25,875:INFO: mlflow: 1.26.1 -2022-06-21 18:58:25,875:INFO: gradio: 3.0.11 -2022-06-21 18:58:25,875:INFO: fastapi: 0.75.2 -2022-06-21 18:58:25,875:INFO: uvicorn: 0.17.6 -2022-06-21 18:58:25,875:INFO: m2cgen: 0.10.0 -2022-06-21 18:58:25,875:INFO: evidently: 0.1.51.dev0 -2022-06-21 18:58:25,875:INFO: nltk: 3.6.5 -2022-06-21 18:58:25,875:INFO: pyLDAvis: Not installed -2022-06-21 18:58:25,875:INFO: gensim: Not installed -2022-06-21 18:58:25,875:INFO: spacy: Not installed -2022-06-21 18:58:25,875:INFO: wordcloud: 1.8.1 -2022-06-21 18:58:25,875:INFO: textblob: 0.17.1 -2022-06-21 18:58:25,876:INFO: fugue: 0.6.6 -2022-06-21 18:58:25,876:INFO: streamlit: 1.10.0 -2022-06-21 18:58:25,876:INFO: prophet: Not installed -2022-06-21 18:58:25,876:INFO:None -2022-06-21 18:58:25,876:INFO:Set up data. -2022-06-21 18:58:25,887:INFO:Set up train/test split. -2022-06-21 18:58:25,897:INFO:Assigning column types. -2022-06-21 18:58:25,911:INFO:Set up folding strategy. -2022-06-21 18:58:25,911:INFO:Preparing preprocessing pipeline... -2022-06-21 18:58:25,913:INFO:Set up simple imputation. -2022-06-21 18:58:25,972:INFO:Finished creating preprocessing pipeline. -2022-06-21 18:58:25,983:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 18:58:25,983:INFO:Creating final display dataframe. -2022-06-21 18:58:26,061:INFO:Setup display_container: Description Value -0 Session id 4617 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b44e -2022-06-21 18:58:26,072:INFO: Description Value -0 Session id 4617 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b44e -2022-06-21 18:58:26,247:INFO:setup() successfully completed in 0.43s............... -2022-06-21 18:58:26,247:INFO:Initializing compare_models() -2022-06-21 18:58:26,248:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 18:58:26,248:INFO:Checking exceptions -2022-06-21 18:58:26,252:INFO:Preparing display monitor -2022-06-21 18:58:26,256:INFO:Initializing Logistic Regression -2022-06-21 18:58:26,257:INFO:Total runtime is 6.222724914550782e-06 minutes -2022-06-21 18:58:26,257:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:26,260:INFO:Initializing create_model() -2022-06-21 18:58:26,261:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:26,261:INFO:Checking exceptions -2022-06-21 18:58:26,269:INFO:Importing libraries -2022-06-21 18:58:26,269:INFO:Copying training dataset -2022-06-21 18:58:26,271:INFO:Defining folds -2022-06-21 18:58:26,272:INFO:Declaring metric variables -2022-06-21 18:58:26,272:INFO:Importing untrained model -2022-06-21 18:58:26,273:INFO:Logistic Regression Imported successfully -2022-06-21 18:58:26,274:INFO:Starting cross validation -2022-06-21 18:58:26,275:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:26,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,618:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,632:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:26,771:INFO:Calculating mean and std -2022-06-21 18:58:26,774:INFO:Creating metrics dataframe -2022-06-21 18:58:26,781:INFO:Uploading results into container -2022-06-21 18:58:26,784:INFO:Uploading model into container now -2022-06-21 18:58:26,785:INFO:master_model_container: 1 -2022-06-21 18:58:26,786:INFO:display_container: 2 -2022-06-21 18:58:26,788:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=4617, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 18:58:26,789:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:27,005:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:27,005:INFO:Creating metrics dataframe -2022-06-21 18:58:27,010:INFO:Initializing K Neighbors Classifier -2022-06-21 18:58:27,011:INFO:Total runtime is 0.012571485837300618 minutes -2022-06-21 18:58:27,011:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:27,012:INFO:Initializing create_model() -2022-06-21 18:58:27,012:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:27,012:INFO:Checking exceptions -2022-06-21 18:58:27,016:INFO:Importing libraries -2022-06-21 18:58:27,016:INFO:Copying training dataset -2022-06-21 18:58:27,020:INFO:Defining folds -2022-06-21 18:58:27,020:INFO:Declaring metric variables -2022-06-21 18:58:27,022:INFO:Importing untrained model -2022-06-21 18:58:27,024:INFO:K Neighbors Classifier Imported successfully -2022-06-21 18:58:27,027:INFO:Starting cross validation -2022-06-21 18:58:27,028:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:27,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,124:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,217:INFO:Calculating mean and std -2022-06-21 18:58:27,218:INFO:Creating metrics dataframe -2022-06-21 18:58:27,224:INFO:Uploading results into container -2022-06-21 18:58:27,225:INFO:Uploading model into container now -2022-06-21 18:58:27,226:INFO:master_model_container: 2 -2022-06-21 18:58:27,226:INFO:display_container: 2 -2022-06-21 18:58:27,227:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 18:58:27,227:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:27,429:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:27,429:INFO:Creating metrics dataframe -2022-06-21 18:58:27,439:INFO:Initializing Naive Bayes -2022-06-21 18:58:27,439:INFO:Total runtime is 0.019707473119099934 minutes -2022-06-21 18:58:27,440:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:27,440:INFO:Initializing create_model() -2022-06-21 18:58:27,441:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:27,441:INFO:Checking exceptions -2022-06-21 18:58:27,446:INFO:Importing libraries -2022-06-21 18:58:27,448:INFO:Copying training dataset -2022-06-21 18:58:27,454:INFO:Defining folds -2022-06-21 18:58:27,454:INFO:Declaring metric variables -2022-06-21 18:58:27,455:INFO:Importing untrained model -2022-06-21 18:58:27,455:INFO:Naive Bayes Imported successfully -2022-06-21 18:58:27,456:INFO:Starting cross validation -2022-06-21 18:58:27,457:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:27,487:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,587:INFO:Calculating mean and std -2022-06-21 18:58:27,587:INFO:Creating metrics dataframe -2022-06-21 18:58:27,591:INFO:Uploading results into container -2022-06-21 18:58:27,592:INFO:Uploading model into container now -2022-06-21 18:58:27,593:INFO:master_model_container: 3 -2022-06-21 18:58:27,593:INFO:display_container: 2 -2022-06-21 18:58:27,594:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 18:58:27,594:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:27,818:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:27,818:INFO:Creating metrics dataframe -2022-06-21 18:58:27,829:INFO:Initializing Decision Tree Classifier -2022-06-21 18:58:27,829:INFO:Total runtime is 0.02621245781580607 minutes -2022-06-21 18:58:27,830:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:27,830:INFO:Initializing create_model() -2022-06-21 18:58:27,830:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:27,831:INFO:Checking exceptions -2022-06-21 18:58:27,834:INFO:Importing libraries -2022-06-21 18:58:27,834:INFO:Copying training dataset -2022-06-21 18:58:27,838:INFO:Defining folds -2022-06-21 18:58:27,838:INFO:Declaring metric variables -2022-06-21 18:58:27,839:INFO:Importing untrained model -2022-06-21 18:58:27,839:INFO:Decision Tree Classifier Imported successfully -2022-06-21 18:58:27,841:INFO:Starting cross validation -2022-06-21 18:58:27,842:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:27,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,885:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,894:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,901:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:27,981:INFO:Calculating mean and std -2022-06-21 18:58:27,982:INFO:Creating metrics dataframe -2022-06-21 18:58:27,987:INFO:Uploading results into container -2022-06-21 18:58:27,987:INFO:Uploading model into container now -2022-06-21 18:58:27,988:INFO:master_model_container: 4 -2022-06-21 18:58:27,988:INFO:display_container: 2 -2022-06-21 18:58:27,989:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=4617, splitter='best') -2022-06-21 18:58:27,989:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:28,192:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:28,193:INFO:Creating metrics dataframe -2022-06-21 18:58:28,203:INFO:Initializing SVM - Linear Kernel -2022-06-21 18:58:28,203:INFO:Total runtime is 0.03244088093439738 minutes -2022-06-21 18:58:28,205:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:28,207:INFO:Initializing create_model() -2022-06-21 18:58:28,207:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:28,208:INFO:Checking exceptions -2022-06-21 18:58:28,214:INFO:Importing libraries -2022-06-21 18:58:28,214:INFO:Copying training dataset -2022-06-21 18:58:28,218:INFO:Defining folds -2022-06-21 18:58:28,218:INFO:Declaring metric variables -2022-06-21 18:58:28,218:INFO:Importing untrained model -2022-06-21 18:58:28,219:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 18:58:28,220:INFO:Starting cross validation -2022-06-21 18:58:28,221:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:28,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,261:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,264:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,279:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:28,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,345:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,351:INFO:Calculating mean and std -2022-06-21 18:58:28,352:INFO:Creating metrics dataframe -2022-06-21 18:58:28,356:INFO:Uploading results into container -2022-06-21 18:58:28,357:INFO:Uploading model into container now -2022-06-21 18:58:28,357:INFO:master_model_container: 5 -2022-06-21 18:58:28,358:INFO:display_container: 2 -2022-06-21 18:58:28,358:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=4617, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 18:58:28,359:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:28,560:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:28,560:INFO:Creating metrics dataframe -2022-06-21 18:58:28,567:INFO:Initializing Ridge Classifier -2022-06-21 18:58:28,567:INFO:Total runtime is 0.038514200846354166 minutes -2022-06-21 18:58:28,568:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:28,569:INFO:Initializing create_model() -2022-06-21 18:58:28,569:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:28,570:INFO:Checking exceptions -2022-06-21 18:58:28,577:INFO:Importing libraries -2022-06-21 18:58:28,578:INFO:Copying training dataset -2022-06-21 18:58:28,582:INFO:Defining folds -2022-06-21 18:58:28,582:INFO:Declaring metric variables -2022-06-21 18:58:28,583:INFO:Importing untrained model -2022-06-21 18:58:28,584:INFO:Ridge Classifier Imported successfully -2022-06-21 18:58:28,584:INFO:Starting cross validation -2022-06-21 18:58:28,585:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:28,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,625:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,633:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,637:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,684:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:28,715:INFO:Calculating mean and std -2022-06-21 18:58:28,716:INFO:Creating metrics dataframe -2022-06-21 18:58:28,722:INFO:Uploading results into container -2022-06-21 18:58:28,724:INFO:Uploading model into container now -2022-06-21 18:58:28,725:INFO:master_model_container: 6 -2022-06-21 18:58:28,725:INFO:display_container: 2 -2022-06-21 18:58:28,725:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=4617, solver='auto', tol=0.001) -2022-06-21 18:58:28,726:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:28,958:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:28,958:INFO:Creating metrics dataframe -2022-06-21 18:58:28,967:INFO:Initializing Random Forest Classifier -2022-06-21 18:58:28,967:INFO:Total runtime is 0.04517535765965779 minutes -2022-06-21 18:58:28,968:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:28,968:INFO:Initializing create_model() -2022-06-21 18:58:28,969:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:28,969:INFO:Checking exceptions -2022-06-21 18:58:28,973:INFO:Importing libraries -2022-06-21 18:58:28,973:INFO:Copying training dataset -2022-06-21 18:58:28,976:INFO:Defining folds -2022-06-21 18:58:28,976:INFO:Declaring metric variables -2022-06-21 18:58:28,977:INFO:Importing untrained model -2022-06-21 18:58:28,978:INFO:Random Forest Classifier Imported successfully -2022-06-21 18:58:28,979:INFO:Starting cross validation -2022-06-21 18:58:28,980:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:29,264:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,297:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,301:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,316:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,324:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,602:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,644:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:29,998:INFO:Calculating mean and std -2022-06-21 18:58:29,999:INFO:Creating metrics dataframe -2022-06-21 18:58:30,005:INFO:Uploading results into container -2022-06-21 18:58:30,006:INFO:Uploading model into container now -2022-06-21 18:58:30,007:INFO:master_model_container: 7 -2022-06-21 18:58:30,007:INFO:display_container: 2 -2022-06-21 18:58:30,008:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=4617, verbose=0, warm_start=False) -2022-06-21 18:58:30,008:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:30,215:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:30,215:INFO:Creating metrics dataframe -2022-06-21 18:58:30,223:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 18:58:30,224:INFO:Total runtime is 0.06611715157826742 minutes -2022-06-21 18:58:30,227:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:30,228:INFO:Initializing create_model() -2022-06-21 18:58:30,230:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:30,231:INFO:Checking exceptions -2022-06-21 18:58:30,236:INFO:Importing libraries -2022-06-21 18:58:30,236:INFO:Copying training dataset -2022-06-21 18:58:30,239:INFO:Defining folds -2022-06-21 18:58:30,239:INFO:Declaring metric variables -2022-06-21 18:58:30,240:INFO:Importing untrained model -2022-06-21 18:58:30,241:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 18:58:30,242:INFO:Starting cross validation -2022-06-21 18:58:30,243:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:30,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,282:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,304:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,326:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,333:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,336:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,372:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,376:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,385:INFO:Calculating mean and std -2022-06-21 18:58:30,386:INFO:Creating metrics dataframe -2022-06-21 18:58:30,390:INFO:Uploading results into container -2022-06-21 18:58:30,391:INFO:Uploading model into container now -2022-06-21 18:58:30,392:INFO:master_model_container: 8 -2022-06-21 18:58:30,392:INFO:display_container: 2 -2022-06-21 18:58:30,392:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 18:58:30,393:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:30,595:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:30,595:INFO:Creating metrics dataframe -2022-06-21 18:58:30,604:INFO:Initializing Ada Boost Classifier -2022-06-21 18:58:30,604:INFO:Total runtime is 0.07246535221735637 minutes -2022-06-21 18:58:30,605:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:30,606:INFO:Initializing create_model() -2022-06-21 18:58:30,606:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:30,606:INFO:Checking exceptions -2022-06-21 18:58:30,611:INFO:Importing libraries -2022-06-21 18:58:30,612:INFO:Copying training dataset -2022-06-21 18:58:30,619:INFO:Defining folds -2022-06-21 18:58:30,619:INFO:Declaring metric variables -2022-06-21 18:58:30,620:INFO:Importing untrained model -2022-06-21 18:58:30,621:INFO:Ada Boost Classifier Imported successfully -2022-06-21 18:58:30,621:INFO:Starting cross validation -2022-06-21 18:58:30,622:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:30,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:30,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,040:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,217:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,219:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,255:INFO:Calculating mean and std -2022-06-21 18:58:31,256:INFO:Creating metrics dataframe -2022-06-21 18:58:31,260:INFO:Uploading results into container -2022-06-21 18:58:31,261:INFO:Uploading model into container now -2022-06-21 18:58:31,262:INFO:master_model_container: 9 -2022-06-21 18:58:31,262:INFO:display_container: 2 -2022-06-21 18:58:31,263:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=4617) -2022-06-21 18:58:31,263:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:31,463:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:31,463:INFO:Creating metrics dataframe -2022-06-21 18:58:31,472:INFO:Initializing Gradient Boosting Classifier -2022-06-21 18:58:31,472:INFO:Total runtime is 0.08692399660746257 minutes -2022-06-21 18:58:31,473:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:31,473:INFO:Initializing create_model() -2022-06-21 18:58:31,473:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:31,474:INFO:Checking exceptions -2022-06-21 18:58:31,477:INFO:Importing libraries -2022-06-21 18:58:31,477:INFO:Copying training dataset -2022-06-21 18:58:31,481:INFO:Defining folds -2022-06-21 18:58:31,481:INFO:Declaring metric variables -2022-06-21 18:58:31,482:INFO:Importing untrained model -2022-06-21 18:58:31,482:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 18:58:31,485:INFO:Starting cross validation -2022-06-21 18:58:31,490:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:31,684:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,704:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,922:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:31,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,041:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,072:INFO:Calculating mean and std -2022-06-21 18:58:32,073:INFO:Creating metrics dataframe -2022-06-21 18:58:32,078:INFO:Uploading results into container -2022-06-21 18:58:32,079:INFO:Uploading model into container now -2022-06-21 18:58:32,080:INFO:master_model_container: 10 -2022-06-21 18:58:32,080:INFO:display_container: 2 -2022-06-21 18:58:32,081:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=4617, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 18:58:32,081:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:32,295:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:32,296:INFO:Creating metrics dataframe -2022-06-21 18:58:32,305:INFO:Initializing Linear Discriminant Analysis -2022-06-21 18:58:32,306:INFO:Total runtime is 0.10083139340082804 minutes -2022-06-21 18:58:32,308:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:32,310:INFO:Initializing create_model() -2022-06-21 18:58:32,311:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:32,312:INFO:Checking exceptions -2022-06-21 18:58:32,316:INFO:Importing libraries -2022-06-21 18:58:32,316:INFO:Copying training dataset -2022-06-21 18:58:32,319:INFO:Defining folds -2022-06-21 18:58:32,320:INFO:Declaring metric variables -2022-06-21 18:58:32,320:INFO:Importing untrained model -2022-06-21 18:58:32,321:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 18:58:32,322:INFO:Starting cross validation -2022-06-21 18:58:32,323:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:32,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,380:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,386:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,386:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,470:INFO:Calculating mean and std -2022-06-21 18:58:32,471:INFO:Creating metrics dataframe -2022-06-21 18:58:32,476:INFO:Uploading results into container -2022-06-21 18:58:32,476:INFO:Uploading model into container now -2022-06-21 18:58:32,477:INFO:master_model_container: 11 -2022-06-21 18:58:32,477:INFO:display_container: 2 -2022-06-21 18:58:32,478:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 18:58:32,478:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:32,679:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:32,679:INFO:Creating metrics dataframe -2022-06-21 18:58:32,688:INFO:Initializing Extra Trees Classifier -2022-06-21 18:58:32,688:INFO:Total runtime is 0.10719319184621175 minutes -2022-06-21 18:58:32,689:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:32,689:INFO:Initializing create_model() -2022-06-21 18:58:32,690:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:32,690:INFO:Checking exceptions -2022-06-21 18:58:32,695:INFO:Importing libraries -2022-06-21 18:58:32,695:INFO:Copying training dataset -2022-06-21 18:58:32,703:INFO:Defining folds -2022-06-21 18:58:32,703:INFO:Declaring metric variables -2022-06-21 18:58:32,704:INFO:Importing untrained model -2022-06-21 18:58:32,705:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:58:32,705:INFO:Starting cross validation -2022-06-21 18:58:32,706:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:32,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:32,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,573:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,602:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,614:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:33,647:INFO:Calculating mean and std -2022-06-21 18:58:33,648:INFO:Creating metrics dataframe -2022-06-21 18:58:33,654:INFO:Uploading results into container -2022-06-21 18:58:33,655:INFO:Uploading model into container now -2022-06-21 18:58:33,656:INFO:master_model_container: 12 -2022-06-21 18:58:33,656:INFO:display_container: 2 -2022-06-21 18:58:33,657:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=4617, verbose=0, warm_start=False) -2022-06-21 18:58:33,657:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:33,858:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:33,859:INFO:Creating metrics dataframe -2022-06-21 18:58:33,865:INFO:Initializing Extreme Gradient Boosting -2022-06-21 18:58:33,866:INFO:Total runtime is 0.12681776682535806 minutes -2022-06-21 18:58:33,866:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:33,867:INFO:Initializing create_model() -2022-06-21 18:58:33,868:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:33,869:INFO:Checking exceptions -2022-06-21 18:58:33,877:INFO:Importing libraries -2022-06-21 18:58:33,877:INFO:Copying training dataset -2022-06-21 18:58:33,881:INFO:Defining folds -2022-06-21 18:58:33,881:INFO:Declaring metric variables -2022-06-21 18:58:33,881:INFO:Importing untrained model -2022-06-21 18:58:33,883:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 18:58:33,884:INFO:Starting cross validation -2022-06-21 18:58:33,884:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:33,917:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:33,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:33,934:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:33,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:34,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:34,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:34,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:34,631:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:34,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:34,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:34,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:34,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:34,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:34,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:34,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:34,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:34,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:34,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:34,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:34,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:34,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:34,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:34,885:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:34,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:35,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:35,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:35,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:35,491:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:35,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:35,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:35,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:35,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:35,836:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:35,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:35,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:35,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:35,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:35,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:35,892:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:35,899:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:35,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:35,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 18:58:36,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:36,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:36,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:36,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:36,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:36,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:36,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:36,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 18:58:36,206:INFO:Calculating mean and std -2022-06-21 18:58:36,207:INFO:Creating metrics dataframe -2022-06-21 18:58:36,213:INFO:Uploading results into container -2022-06-21 18:58:36,214:INFO:Uploading model into container now -2022-06-21 18:58:36,214:INFO:master_model_container: 13 -2022-06-21 18:58:36,215:INFO:display_container: 2 -2022-06-21 18:58:36,216:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=4617, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 18:58:36,216:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:36,497:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:36,497:INFO:Creating metrics dataframe -2022-06-21 18:58:36,505:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 18:58:36,505:INFO:Total runtime is 0.17080922524134318 minutes -2022-06-21 18:58:36,506:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:36,506:INFO:Initializing create_model() -2022-06-21 18:58:36,507:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:36,508:INFO:Checking exceptions -2022-06-21 18:58:36,510:INFO:Importing libraries -2022-06-21 18:58:36,511:INFO:Copying training dataset -2022-06-21 18:58:36,515:INFO:Defining folds -2022-06-21 18:58:36,516:INFO:Declaring metric variables -2022-06-21 18:58:36,519:INFO:Importing untrained model -2022-06-21 18:58:36,522:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 18:58:36,524:INFO:Starting cross validation -2022-06-21 18:58:36,525:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:37,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:37,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:37,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:38,020:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:38,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:38,279:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:38,281:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:38,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:38,359:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:38,387:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:38,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:38,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:39,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:39,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:39,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:39,933:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:40,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:40,152:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:40,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:40,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:40,248:INFO:Calculating mean and std -2022-06-21 18:58:40,249:INFO:Creating metrics dataframe -2022-06-21 18:58:40,254:INFO:Uploading results into container -2022-06-21 18:58:40,255:INFO:Uploading model into container now -2022-06-21 18:58:40,256:INFO:master_model_container: 14 -2022-06-21 18:58:40,256:INFO:display_container: 2 -2022-06-21 18:58:40,257:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=4617, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 18:58:40,257:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:40,543:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:40,543:INFO:Creating metrics dataframe -2022-06-21 18:58:40,551:INFO:Initializing CatBoost Classifier -2022-06-21 18:58:40,551:INFO:Total runtime is 0.2382495641708374 minutes -2022-06-21 18:58:40,552:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:40,553:INFO:Initializing create_model() -2022-06-21 18:58:40,554:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:40,555:INFO:Checking exceptions -2022-06-21 18:58:40,557:INFO:Importing libraries -2022-06-21 18:58:40,557:INFO:Copying training dataset -2022-06-21 18:58:40,561:INFO:Defining folds -2022-06-21 18:58:40,561:INFO:Declaring metric variables -2022-06-21 18:58:40,562:INFO:Importing untrained model -2022-06-21 18:58:40,563:INFO:CatBoost Classifier Imported successfully -2022-06-21 18:58:40,565:INFO:Starting cross validation -2022-06-21 18:58:40,566:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:45,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:45,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:45,553:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:45,560:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:45,560:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:45,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:46,264:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:46,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:49,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:49,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:50,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:50,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:50,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:50,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:51,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:51,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:52,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:52,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:52,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:52,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:52,925:INFO:Calculating mean and std -2022-06-21 18:58:52,926:INFO:Creating metrics dataframe -2022-06-21 18:58:52,930:INFO:Uploading results into container -2022-06-21 18:58:52,931:INFO:Uploading model into container now -2022-06-21 18:58:52,931:INFO:master_model_container: 15 -2022-06-21 18:58:52,932:INFO:display_container: 2 -2022-06-21 18:58:52,932:INFO: -2022-06-21 18:58:52,932:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:53,133:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:53,133:INFO:Creating metrics dataframe -2022-06-21 18:58:53,140:INFO:Initializing Dummy Classifier -2022-06-21 18:58:53,140:INFO:Total runtime is 0.4480634649594625 minutes -2022-06-21 18:58:53,141:INFO:SubProcess create_model() called ================================== -2022-06-21 18:58:53,142:INFO:Initializing create_model() -2022-06-21 18:58:53,142:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 18:58:53,143:INFO:Checking exceptions -2022-06-21 18:58:53,146:INFO:Importing libraries -2022-06-21 18:58:53,146:INFO:Copying training dataset -2022-06-21 18:58:53,153:INFO:Defining folds -2022-06-21 18:58:53,154:INFO:Declaring metric variables -2022-06-21 18:58:53,156:INFO:Importing untrained model -2022-06-21 18:58:53,157:INFO:Dummy Classifier Imported successfully -2022-06-21 18:58:53,158:INFO:Starting cross validation -2022-06-21 18:58:53,159:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 18:58:53,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,199:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,199:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,245:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,262:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,272:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,282:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 18:58:53,290:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 18:58:53,296:INFO:Calculating mean and std -2022-06-21 18:58:53,297:INFO:Creating metrics dataframe -2022-06-21 18:58:53,303:INFO:Uploading results into container -2022-06-21 18:58:53,304:INFO:Uploading model into container now -2022-06-21 18:58:53,304:INFO:master_model_container: 16 -2022-06-21 18:58:53,305:INFO:display_container: 2 -2022-06-21 18:58:53,305:INFO:DummyClassifier(constant=None, random_state=4617, strategy='prior') -2022-06-21 18:58:53,305:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:53,505:INFO:SubProcess create_model() end ================================== -2022-06-21 18:58:53,505:INFO:Creating metrics dataframe -2022-06-21 18:58:53,519:INFO:Initializing create_model() -2022-06-21 18:58:53,519:INFO:create_model(self=, estimator=ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=4617, verbose=0, warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 18:58:53,520:INFO:Checking exceptions -2022-06-21 18:58:53,523:INFO:Importing libraries -2022-06-21 18:58:53,523:INFO:Copying training dataset -2022-06-21 18:58:53,526:INFO:Defining folds -2022-06-21 18:58:53,526:INFO:Declaring metric variables -2022-06-21 18:58:53,528:INFO:Importing untrained model -2022-06-21 18:58:53,529:INFO:Declaring custom model -2022-06-21 18:58:53,531:INFO:Extra Trees Classifier Imported successfully -2022-06-21 18:58:53,532:INFO:Cross validation set to False -2022-06-21 18:58:53,533:INFO:Fitting Model -2022-06-21 18:58:53,696:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=4617, verbose=0, warm_start=False) -2022-06-21 18:58:53,696:INFO:create_model() successfully completed...................................... -2022-06-21 18:58:53,955:INFO: Model Accuracy AUC Recall Prec. \ -et Extra Trees Classifier 0.7600 0.8170 0.5728 0.6918 -catboost CatBoost Classifier 0.7599 0.8328 0.5781 0.6810 -ridge Ridge Classifier 0.7580 0.0000 0.5295 0.7019 -lr Logistic Regression 0.7542 0.8188 0.5348 0.6884 -lda Linear Discriminant Analysis 0.7524 0.8205 0.5348 0.6881 -nb Naive Bayes 0.7505 0.8135 0.5985 0.6433 -rf Random Forest Classifier 0.7488 0.8279 0.5570 0.6577 -gbc Gradient Boosting Classifier 0.7432 0.8182 0.5839 0.6429 -qda Quadratic Discriminant Analysis 0.7374 0.8189 0.5339 0.6434 -knn K Neighbors Classifier 0.7339 0.7558 0.5781 0.6238 -ada Ada Boost Classifier 0.7321 0.8132 0.5579 0.6257 -xgboost Extreme Gradient Boosting 0.7173 0.7930 0.5474 0.5968 -dt Decision Tree Classifier 0.7172 0.6896 0.5991 0.5894 -lightgbm Light Gradient Boosting Machine 0.7116 0.7923 0.5576 0.5832 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5740 0.0000 0.4629 0.4068 - - F1 Kappa MCC TT (Sec) -et 0.6061 0.4426 0.4566 0.094 -catboost 0.6113 0.4444 0.4545 1.236 -ridge 0.5810 0.4250 0.4427 0.013 -lr 0.5806 0.4194 0.4351 0.050 -lda 0.5777 0.4158 0.4329 0.015 -nb 0.6096 0.4312 0.4371 0.013 -rf 0.5888 0.4162 0.4250 0.102 -gbc 0.6050 0.4176 0.4229 0.058 -qda 0.5710 0.3898 0.3978 0.014 -knn 0.5969 0.3999 0.4024 0.019 -ada 0.5810 0.3883 0.3952 0.063 -xgboost 0.5601 0.3563 0.3638 0.232 -dt 0.5897 0.3750 0.3784 0.014 -lightgbm 0.5588 0.3485 0.3570 0.372 -dummy 0.0000 0.0000 0.0000 0.014 -svm 0.3603 0.0946 0.1155 0.013 -2022-06-21 18:58:53,955:INFO:master_model_container: 16 -2022-06-21 18:58:53,955:INFO:display_container: 2 -2022-06-21 18:58:53,956:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=4617, verbose=0, warm_start=False) -2022-06-21 18:58:53,956:INFO:compare_models() successfully completed...................................... -2022-06-21 18:58:53,959:INFO:Initializing evaluate_model() -2022-06-21 18:58:53,959:INFO:evaluate_model(self=, estimator=ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=4617, verbose=0, warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 18:58:53,979:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 18:58:53,980:INFO:Initializing plot_model() -2022-06-21 18:58:53,981:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=4617, verbose=0, warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 18:58:53,981:INFO:Checking exceptions -2022-06-21 18:58:54,008:INFO:Preloading libraries -2022-06-21 18:58:54,020:INFO:Copying training dataset -2022-06-21 18:58:54,020:INFO:Plot type: auc -2022-06-21 18:58:54,050:INFO:Fitting Model -2022-06-21 18:58:54,052:WARNING:X does not have valid feature names, but ExtraTreesClassifier was fitted with feature names - -2022-06-21 18:58:54,054:INFO:Scoring test/hold-out set -2022-06-21 18:58:54,121:INFO:Saving 'images/AUC.png' -2022-06-21 18:58:54,294:INFO:Visual Rendered Successfully -2022-06-21 18:58:54,488:INFO:plot_model() successfully completed...................................... -2022-06-21 19:01:13,207:INFO:PyCaret ClassificationExperiment -2022-06-21 19:01:13,208:INFO:Logging name: clf-default-name -2022-06-21 19:01:13,208:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 19:01:13,209:INFO:version 3.0.0.rc1 -2022-06-21 19:01:13,210:INFO:Initializing setup() -2022-06-21 19:01:13,212:INFO:self.USI: 5518 -2022-06-21 19:01:13,213:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 19:01:13,213:INFO:Checking environment -2022-06-21 19:01:13,213:INFO:python_version: 3.9.7 -2022-06-21 19:01:13,214:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:01:13,214:INFO:machine: x86_64 -2022-06-21 19:01:13,214:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:01:13,215:INFO:Memory: svmem(total=8230690816, available=1285869568, percent=84.4, used=5855240192, free=198389760, active=3153813504, inactive=4064657408, buffers=67993600, cached=2109067264, shared=790732800, slab=366379008) -2022-06-21 19:01:13,224:INFO:Physical Core: 2 -2022-06-21 19:01:13,226:INFO:Logical Core: 4 -2022-06-21 19:01:13,226:INFO:Checking libraries -2022-06-21 19:01:13,227:INFO: -System: -2022-06-21 19:01:13,227:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:01:13,228:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:01:13,229:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:01:13,230:INFO: -PyCaret required dependencies: -2022-06-21 19:01:13,231:INFO: pip: 22.1.2 -2022-06-21 19:01:13,231:INFO: setuptools: 58.0.4 -2022-06-21 19:01:13,232:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:01:13,232:INFO: ipython: Not installed -2022-06-21 19:01:13,232:INFO: ipywidgets: 7.6.5 -2022-06-21 19:01:13,233:INFO: tqdm: 4.62.3 -2022-06-21 19:01:13,233:INFO: numpy: 1.21.5 -2022-06-21 19:01:13,233:INFO: pandas: 1.3.5 -2022-06-21 19:01:13,234:INFO: jinja2: 3.0.3 -2022-06-21 19:01:13,235:INFO: scipy: 1.7.1 -2022-06-21 19:01:13,241:INFO: joblib: 1.1.0 -2022-06-21 19:01:13,241:INFO: sklearn: 1.1.1 -2022-06-21 19:01:13,242:INFO: pyod: Installed but version unavailable -2022-06-21 19:01:13,243:INFO: imblearn: 0.9.1 -2022-06-21 19:01:13,244:INFO: category_encoders: 2.5.0 -2022-06-21 19:01:13,245:INFO: lightgbm: 3.2.1 -2022-06-21 19:01:13,245:INFO: numba: 0.55.2 -2022-06-21 19:01:13,246:INFO: requests: 2.27.1 -2022-06-21 19:01:13,248:INFO: matplotlib: 3.4.3 -2022-06-21 19:01:13,249:INFO: scikitplot: 0.3.7 -2022-06-21 19:01:13,250:INFO: yellowbrick: 1.4 -2022-06-21 19:01:13,252:INFO: plotly: 5.5.0 -2022-06-21 19:01:13,254:INFO: kaleido: 0.2.1 -2022-06-21 19:01:13,254:INFO: statsmodels: 0.12.2 -2022-06-21 19:01:13,254:INFO: sktime: 0.11.4 -2022-06-21 19:01:13,255:INFO: tbats: Installed but version unavailable -2022-06-21 19:01:13,255:INFO: pmdarima: 1.8.5 -2022-06-21 19:01:13,257:INFO: psutil: 5.9.0 -2022-06-21 19:01:13,258:INFO: -PyCaret optional dependencies: -2022-06-21 19:01:13,259:INFO: shap: 0.39.0 -2022-06-21 19:01:13,260:INFO: interpret: 0.2.7 -2022-06-21 19:01:13,261:INFO: umap: 0.5.3 -2022-06-21 19:01:13,265:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:01:13,266:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:01:13,266:INFO: autoviz: 0.1.39 -2022-06-21 19:01:13,268:INFO: fairlearn: 0.7.0 -2022-06-21 19:01:13,270:INFO: xgboost: 1.4.0 -2022-06-21 19:01:13,272:INFO: catboost: 1.0.6 -2022-06-21 19:01:13,272:INFO: kmodes: 0.12.1 -2022-06-21 19:01:13,273:INFO: mlxtend: 0.20.0 -2022-06-21 19:01:13,273:INFO: statsforecast: 0.5.5 -2022-06-21 19:01:13,273:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:01:13,274:INFO: ray: 1.12.1 -2022-06-21 19:01:13,274:INFO: hyperopt: 0.2.7 -2022-06-21 19:01:13,274:INFO: optuna: 2.10.0 -2022-06-21 19:01:13,275:INFO: skopt: 0.9.0 -2022-06-21 19:01:13,275:INFO: mlflow: 1.26.1 -2022-06-21 19:01:13,275:INFO: gradio: 3.0.11 -2022-06-21 19:01:13,276:INFO: fastapi: 0.75.2 -2022-06-21 19:01:13,276:INFO: uvicorn: 0.17.6 -2022-06-21 19:01:13,276:INFO: m2cgen: 0.10.0 -2022-06-21 19:01:13,277:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:01:13,277:INFO: nltk: 3.6.5 -2022-06-21 19:01:13,277:INFO: pyLDAvis: Not installed -2022-06-21 19:01:13,278:INFO: gensim: Not installed -2022-06-21 19:01:13,278:INFO: spacy: Not installed -2022-06-21 19:01:13,278:INFO: wordcloud: 1.8.1 -2022-06-21 19:01:13,278:INFO: textblob: 0.17.1 -2022-06-21 19:01:13,279:INFO: fugue: 0.6.6 -2022-06-21 19:01:13,279:INFO: streamlit: 1.10.0 -2022-06-21 19:01:13,279:INFO: prophet: Not installed -2022-06-21 19:01:13,279:INFO:None -2022-06-21 19:01:13,280:INFO:Set up data. -2022-06-21 19:01:13,286:INFO:Set up train/test split. -2022-06-21 19:01:13,294:INFO:Assigning column types. -2022-06-21 19:01:13,312:INFO:Set up folding strategy. -2022-06-21 19:01:13,313:INFO:Preparing preprocessing pipeline... -2022-06-21 19:01:13,315:INFO:Set up simple imputation. -2022-06-21 19:01:13,372:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:01:13,379:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 19:01:13,380:INFO:Creating final display dataframe. -2022-06-21 19:01:13,528:INFO:Setup display_container: Description Value -0 Session id 5542 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 5518 -2022-06-21 19:01:13,539:INFO: Description Value -0 Session id 5542 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 5518 -2022-06-21 19:01:13,723:INFO:setup() successfully completed in 0.52s............... -2022-06-21 19:01:13,723:INFO:Initializing compare_models() -2022-06-21 19:01:13,723:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:01:13,724:INFO:Checking exceptions -2022-06-21 19:01:13,728:INFO:Preparing display monitor -2022-06-21 19:01:13,732:INFO:Initializing Logistic Regression -2022-06-21 19:01:13,732:INFO:Total runtime is 3.425280253092448e-06 minutes -2022-06-21 19:01:13,733:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:13,734:INFO:Initializing create_model() -2022-06-21 19:01:13,736:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:13,737:INFO:Checking exceptions -2022-06-21 19:01:13,739:INFO:Importing libraries -2022-06-21 19:01:13,740:INFO:Copying training dataset -2022-06-21 19:01:13,744:INFO:Defining folds -2022-06-21 19:01:13,745:INFO:Declaring metric variables -2022-06-21 19:01:13,746:INFO:Importing untrained model -2022-06-21 19:01:13,748:INFO:Logistic Regression Imported successfully -2022-06-21 19:01:13,749:INFO:Starting cross validation -2022-06-21 19:01:13,751:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:13,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:13,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:13,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:13,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,006:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,034:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,045:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,216:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,237:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,493:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,521:INFO:Calculating mean and std -2022-06-21 19:01:14,522:INFO:Creating metrics dataframe -2022-06-21 19:01:14,535:INFO:Uploading results into container -2022-06-21 19:01:14,539:INFO:Uploading model into container now -2022-06-21 19:01:14,541:INFO:master_model_container: 1 -2022-06-21 19:01:14,541:INFO:display_container: 2 -2022-06-21 19:01:14,542:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=5542, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:01:14,543:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:14,879:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:14,879:INFO:Creating metrics dataframe -2022-06-21 19:01:14,887:INFO:Initializing K Neighbors Classifier -2022-06-21 19:01:14,887:INFO:Total runtime is 0.019250619411468505 minutes -2022-06-21 19:01:14,888:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:14,888:INFO:Initializing create_model() -2022-06-21 19:01:14,889:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:14,889:INFO:Checking exceptions -2022-06-21 19:01:14,892:INFO:Importing libraries -2022-06-21 19:01:14,893:INFO:Copying training dataset -2022-06-21 19:01:14,896:INFO:Defining folds -2022-06-21 19:01:14,896:INFO:Declaring metric variables -2022-06-21 19:01:14,897:INFO:Importing untrained model -2022-06-21 19:01:14,898:INFO:K Neighbors Classifier Imported successfully -2022-06-21 19:01:14,899:INFO:Starting cross validation -2022-06-21 19:01:14,900:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:14,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,933:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,958:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:14,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,003:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,015:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,016:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,028:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,033:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,033:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,067:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,097:INFO:Calculating mean and std -2022-06-21 19:01:15,098:INFO:Creating metrics dataframe -2022-06-21 19:01:15,103:INFO:Uploading results into container -2022-06-21 19:01:15,104:INFO:Uploading model into container now -2022-06-21 19:01:15,105:INFO:master_model_container: 2 -2022-06-21 19:01:15,105:INFO:display_container: 2 -2022-06-21 19:01:15,105:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 19:01:15,106:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:15,314:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:15,315:INFO:Creating metrics dataframe -2022-06-21 19:01:15,322:INFO:Initializing Naive Bayes -2022-06-21 19:01:15,323:INFO:Total runtime is 0.02651173671086629 minutes -2022-06-21 19:01:15,324:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:15,325:INFO:Initializing create_model() -2022-06-21 19:01:15,326:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:15,326:INFO:Checking exceptions -2022-06-21 19:01:15,328:INFO:Importing libraries -2022-06-21 19:01:15,329:INFO:Copying training dataset -2022-06-21 19:01:15,333:INFO:Defining folds -2022-06-21 19:01:15,333:INFO:Declaring metric variables -2022-06-21 19:01:15,334:INFO:Importing untrained model -2022-06-21 19:01:15,336:INFO:Naive Bayes Imported successfully -2022-06-21 19:01:15,338:INFO:Starting cross validation -2022-06-21 19:01:15,339:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:15,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,383:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,390:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,430:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,443:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,464:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,492:INFO:Calculating mean and std -2022-06-21 19:01:15,493:INFO:Creating metrics dataframe -2022-06-21 19:01:15,498:INFO:Uploading results into container -2022-06-21 19:01:15,498:INFO:Uploading model into container now -2022-06-21 19:01:15,499:INFO:master_model_container: 3 -2022-06-21 19:01:15,499:INFO:display_container: 2 -2022-06-21 19:01:15,500:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 19:01:15,500:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:15,712:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:15,712:INFO:Creating metrics dataframe -2022-06-21 19:01:15,723:INFO:Initializing Decision Tree Classifier -2022-06-21 19:01:15,724:INFO:Total runtime is 0.03319328228632609 minutes -2022-06-21 19:01:15,724:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:15,725:INFO:Initializing create_model() -2022-06-21 19:01:15,725:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:15,726:INFO:Checking exceptions -2022-06-21 19:01:15,729:INFO:Importing libraries -2022-06-21 19:01:15,729:INFO:Copying training dataset -2022-06-21 19:01:15,732:INFO:Defining folds -2022-06-21 19:01:15,733:INFO:Declaring metric variables -2022-06-21 19:01:15,733:INFO:Importing untrained model -2022-06-21 19:01:15,734:INFO:Decision Tree Classifier Imported successfully -2022-06-21 19:01:15,735:INFO:Starting cross validation -2022-06-21 19:01:15,736:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:15,786:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,869:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,871:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,877:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:15,887:INFO:Calculating mean and std -2022-06-21 19:01:15,888:INFO:Creating metrics dataframe -2022-06-21 19:01:15,896:INFO:Uploading results into container -2022-06-21 19:01:15,897:INFO:Uploading model into container now -2022-06-21 19:01:15,898:INFO:master_model_container: 4 -2022-06-21 19:01:15,898:INFO:display_container: 2 -2022-06-21 19:01:15,899:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=5542, splitter='best') -2022-06-21 19:01:15,899:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:16,174:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:16,175:INFO:Creating metrics dataframe -2022-06-21 19:01:16,182:INFO:Initializing SVM - Linear Kernel -2022-06-21 19:01:16,183:INFO:Total runtime is 0.04085065126419068 minutes -2022-06-21 19:01:16,186:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:16,188:INFO:Initializing create_model() -2022-06-21 19:01:16,188:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:16,190:INFO:Checking exceptions -2022-06-21 19:01:16,196:INFO:Importing libraries -2022-06-21 19:01:16,196:INFO:Copying training dataset -2022-06-21 19:01:16,200:INFO:Defining folds -2022-06-21 19:01:16,200:INFO:Declaring metric variables -2022-06-21 19:01:16,201:INFO:Importing untrained model -2022-06-21 19:01:16,201:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 19:01:16,202:INFO:Starting cross validation -2022-06-21 19:01:16,203:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:16,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,272:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,276:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,295:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:16,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,357:INFO:Calculating mean and std -2022-06-21 19:01:16,357:INFO:Creating metrics dataframe -2022-06-21 19:01:16,362:INFO:Uploading results into container -2022-06-21 19:01:16,363:INFO:Uploading model into container now -2022-06-21 19:01:16,363:INFO:master_model_container: 5 -2022-06-21 19:01:16,364:INFO:display_container: 2 -2022-06-21 19:01:16,365:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=5542, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 19:01:16,365:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:16,616:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:16,616:INFO:Creating metrics dataframe -2022-06-21 19:01:16,634:INFO:Initializing Ridge Classifier -2022-06-21 19:01:16,635:INFO:Total runtime is 0.04837956428527832 minutes -2022-06-21 19:01:16,638:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:16,639:INFO:Initializing create_model() -2022-06-21 19:01:16,639:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:16,640:INFO:Checking exceptions -2022-06-21 19:01:16,642:INFO:Importing libraries -2022-06-21 19:01:16,643:INFO:Copying training dataset -2022-06-21 19:01:16,647:INFO:Defining folds -2022-06-21 19:01:16,648:INFO:Declaring metric variables -2022-06-21 19:01:16,648:INFO:Importing untrained model -2022-06-21 19:01:16,649:INFO:Ridge Classifier Imported successfully -2022-06-21 19:01:16,650:INFO:Starting cross validation -2022-06-21 19:01:16,651:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:16,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,688:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,708:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,729:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,733:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,753:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,776:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:16,780:INFO:Calculating mean and std -2022-06-21 19:01:16,781:INFO:Creating metrics dataframe -2022-06-21 19:01:16,786:INFO:Uploading results into container -2022-06-21 19:01:16,786:INFO:Uploading model into container now -2022-06-21 19:01:16,787:INFO:master_model_container: 6 -2022-06-21 19:01:16,787:INFO:display_container: 2 -2022-06-21 19:01:16,788:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=5542, solver='auto', tol=0.001) -2022-06-21 19:01:16,788:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:17,019:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:17,019:INFO:Creating metrics dataframe -2022-06-21 19:01:17,028:INFO:Initializing Random Forest Classifier -2022-06-21 19:01:17,028:INFO:Total runtime is 0.054938554763793945 minutes -2022-06-21 19:01:17,029:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:17,030:INFO:Initializing create_model() -2022-06-21 19:01:17,030:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:17,030:INFO:Checking exceptions -2022-06-21 19:01:17,035:INFO:Importing libraries -2022-06-21 19:01:17,035:INFO:Copying training dataset -2022-06-21 19:01:17,044:INFO:Defining folds -2022-06-21 19:01:17,044:INFO:Declaring metric variables -2022-06-21 19:01:17,045:INFO:Importing untrained model -2022-06-21 19:01:17,045:INFO:Random Forest Classifier Imported successfully -2022-06-21 19:01:17,046:INFO:Starting cross validation -2022-06-21 19:01:17,047:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:17,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,359:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,847:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:17,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,269:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,314:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,357:INFO:Calculating mean and std -2022-06-21 19:01:18,358:INFO:Creating metrics dataframe -2022-06-21 19:01:18,363:INFO:Uploading results into container -2022-06-21 19:01:18,363:INFO:Uploading model into container now -2022-06-21 19:01:18,364:INFO:master_model_container: 7 -2022-06-21 19:01:18,364:INFO:display_container: 2 -2022-06-21 19:01:18,365:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5542, verbose=0, warm_start=False) -2022-06-21 19:01:18,365:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:18,628:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:18,628:INFO:Creating metrics dataframe -2022-06-21 19:01:18,637:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 19:01:18,637:INFO:Total runtime is 0.0817516843477885 minutes -2022-06-21 19:01:18,638:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:18,639:INFO:Initializing create_model() -2022-06-21 19:01:18,639:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:18,639:INFO:Checking exceptions -2022-06-21 19:01:18,643:INFO:Importing libraries -2022-06-21 19:01:18,643:INFO:Copying training dataset -2022-06-21 19:01:18,646:INFO:Defining folds -2022-06-21 19:01:18,647:INFO:Declaring metric variables -2022-06-21 19:01:18,647:INFO:Importing untrained model -2022-06-21 19:01:18,648:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 19:01:18,649:INFO:Starting cross validation -2022-06-21 19:01:18,651:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:18,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,729:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,779:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,786:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:18,809:INFO:Calculating mean and std -2022-06-21 19:01:18,810:INFO:Creating metrics dataframe -2022-06-21 19:01:18,817:INFO:Uploading results into container -2022-06-21 19:01:18,818:INFO:Uploading model into container now -2022-06-21 19:01:18,820:INFO:master_model_container: 8 -2022-06-21 19:01:18,820:INFO:display_container: 2 -2022-06-21 19:01:18,821:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 19:01:18,821:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:19,043:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:19,043:INFO:Creating metrics dataframe -2022-06-21 19:01:19,053:INFO:Initializing Ada Boost Classifier -2022-06-21 19:01:19,053:INFO:Total runtime is 0.08868324359258016 minutes -2022-06-21 19:01:19,054:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:19,055:INFO:Initializing create_model() -2022-06-21 19:01:19,057:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:19,058:INFO:Checking exceptions -2022-06-21 19:01:19,067:INFO:Importing libraries -2022-06-21 19:01:19,067:INFO:Copying training dataset -2022-06-21 19:01:19,071:INFO:Defining folds -2022-06-21 19:01:19,071:INFO:Declaring metric variables -2022-06-21 19:01:19,072:INFO:Importing untrained model -2022-06-21 19:01:19,073:INFO:Ada Boost Classifier Imported successfully -2022-06-21 19:01:19,075:INFO:Starting cross validation -2022-06-21 19:01:19,076:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:19,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,474:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,479:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,625:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,636:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:19,651:INFO:Calculating mean and std -2022-06-21 19:01:19,652:INFO:Creating metrics dataframe -2022-06-21 19:01:19,657:INFO:Uploading results into container -2022-06-21 19:01:19,657:INFO:Uploading model into container now -2022-06-21 19:01:19,658:INFO:master_model_container: 9 -2022-06-21 19:01:19,659:INFO:display_container: 2 -2022-06-21 19:01:19,659:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=5542) -2022-06-21 19:01:19,659:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:19,983:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:19,983:INFO:Creating metrics dataframe -2022-06-21 19:01:19,993:INFO:Initializing Gradient Boosting Classifier -2022-06-21 19:01:19,993:INFO:Total runtime is 0.10435375372568767 minutes -2022-06-21 19:01:19,994:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:19,995:INFO:Initializing create_model() -2022-06-21 19:01:19,995:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:19,996:INFO:Checking exceptions -2022-06-21 19:01:19,999:INFO:Importing libraries -2022-06-21 19:01:19,999:INFO:Copying training dataset -2022-06-21 19:01:20,014:INFO:Defining folds -2022-06-21 19:01:20,014:INFO:Declaring metric variables -2022-06-21 19:01:20,015:INFO:Importing untrained model -2022-06-21 19:01:20,017:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 19:01:20,018:INFO:Starting cross validation -2022-06-21 19:01:20,019:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:20,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,493:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,500:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,618:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,695:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:20,890:INFO:Calculating mean and std -2022-06-21 19:01:20,890:INFO:Creating metrics dataframe -2022-06-21 19:01:20,895:INFO:Uploading results into container -2022-06-21 19:01:20,896:INFO:Uploading model into container now -2022-06-21 19:01:20,897:INFO:master_model_container: 10 -2022-06-21 19:01:20,897:INFO:display_container: 2 -2022-06-21 19:01:20,898:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=5542, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 19:01:20,898:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:21,196:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:21,197:INFO:Creating metrics dataframe -2022-06-21 19:01:21,210:INFO:Initializing Linear Discriminant Analysis -2022-06-21 19:01:21,211:INFO:Total runtime is 0.12465023199717204 minutes -2022-06-21 19:01:21,216:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:21,220:INFO:Initializing create_model() -2022-06-21 19:01:21,220:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:21,221:INFO:Checking exceptions -2022-06-21 19:01:21,223:INFO:Importing libraries -2022-06-21 19:01:21,224:INFO:Copying training dataset -2022-06-21 19:01:21,228:INFO:Defining folds -2022-06-21 19:01:21,229:INFO:Declaring metric variables -2022-06-21 19:01:21,229:INFO:Importing untrained model -2022-06-21 19:01:21,230:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 19:01:21,231:INFO:Starting cross validation -2022-06-21 19:01:21,232:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:21,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,281:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,383:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,376:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:21,433:INFO:Calculating mean and std -2022-06-21 19:01:21,434:INFO:Creating metrics dataframe -2022-06-21 19:01:21,439:INFO:Uploading results into container -2022-06-21 19:01:21,439:INFO:Uploading model into container now -2022-06-21 19:01:21,440:INFO:master_model_container: 11 -2022-06-21 19:01:21,441:INFO:display_container: 2 -2022-06-21 19:01:21,441:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 19:01:21,442:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:21,699:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:21,700:INFO:Creating metrics dataframe -2022-06-21 19:01:21,707:INFO:Initializing Extra Trees Classifier -2022-06-21 19:01:21,707:INFO:Total runtime is 0.13292170763015748 minutes -2022-06-21 19:01:21,708:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:21,709:INFO:Initializing create_model() -2022-06-21 19:01:21,709:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:21,709:INFO:Checking exceptions -2022-06-21 19:01:21,712:INFO:Importing libraries -2022-06-21 19:01:21,712:INFO:Copying training dataset -2022-06-21 19:01:21,719:INFO:Defining folds -2022-06-21 19:01:21,719:INFO:Declaring metric variables -2022-06-21 19:01:21,721:INFO:Importing untrained model -2022-06-21 19:01:21,725:INFO:Extra Trees Classifier Imported successfully -2022-06-21 19:01:21,729:INFO:Starting cross validation -2022-06-21 19:01:21,730:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:22,155:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,212:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,212:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,226:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,688:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,938:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:22,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:23,002:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:23,029:INFO:Calculating mean and std -2022-06-21 19:01:23,029:INFO:Creating metrics dataframe -2022-06-21 19:01:23,034:INFO:Uploading results into container -2022-06-21 19:01:23,034:INFO:Uploading model into container now -2022-06-21 19:01:23,035:INFO:master_model_container: 12 -2022-06-21 19:01:23,035:INFO:display_container: 2 -2022-06-21 19:01:23,036:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=5542, verbose=0, warm_start=False) -2022-06-21 19:01:23,036:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:23,291:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:23,291:INFO:Creating metrics dataframe -2022-06-21 19:01:23,300:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:01:23,300:INFO:Total runtime is 0.15946656465530396 minutes -2022-06-21 19:01:23,302:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:23,304:INFO:Initializing create_model() -2022-06-21 19:01:23,304:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:23,305:INFO:Checking exceptions -2022-06-21 19:01:23,313:INFO:Importing libraries -2022-06-21 19:01:23,313:INFO:Copying training dataset -2022-06-21 19:01:23,316:INFO:Defining folds -2022-06-21 19:01:23,316:INFO:Declaring metric variables -2022-06-21 19:01:23,317:INFO:Importing untrained model -2022-06-21 19:01:23,318:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:01:23,319:INFO:Starting cross validation -2022-06-21 19:01:23,320:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:23,362:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:23,378:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:23,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:23,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:24,238:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:24,248:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:24,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:24,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:24,301:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:24,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:24,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:24,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:24,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:24,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:24,717:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:24,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:24,786:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:24,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:24,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:24,897:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:24,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:24,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:24,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:24,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:25,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:25,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:25,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:25,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:25,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:25,499:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:25,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:25,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:25,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:25,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:01:26,006:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:26,012:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:26,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:26,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:26,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:26,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:26,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:26,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:26,275:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:26,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:26,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:26,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:26,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:26,553:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:26,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:26,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:01:26,569:INFO:Calculating mean and std -2022-06-21 19:01:26,570:INFO:Creating metrics dataframe -2022-06-21 19:01:26,577:INFO:Uploading results into container -2022-06-21 19:01:26,578:INFO:Uploading model into container now -2022-06-21 19:01:26,579:INFO:master_model_container: 13 -2022-06-21 19:01:26,580:INFO:display_container: 2 -2022-06-21 19:01:26,581:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=5542, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 19:01:26,581:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:26,841:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:26,842:INFO:Creating metrics dataframe -2022-06-21 19:01:26,853:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:01:26,853:INFO:Total runtime is 0.21868325471878053 minutes -2022-06-21 19:01:26,854:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:26,854:INFO:Initializing create_model() -2022-06-21 19:01:26,855:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:26,855:INFO:Checking exceptions -2022-06-21 19:01:26,857:INFO:Importing libraries -2022-06-21 19:01:26,857:INFO:Copying training dataset -2022-06-21 19:01:26,862:INFO:Defining folds -2022-06-21 19:01:26,862:INFO:Declaring metric variables -2022-06-21 19:01:26,863:INFO:Importing untrained model -2022-06-21 19:01:26,864:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:01:26,866:INFO:Starting cross validation -2022-06-21 19:01:26,869:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:27,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:27,734:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:28,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:28,652:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:28,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:28,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:28,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:28,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:29,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:29,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:29,917:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:29,947:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:30,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:30,282:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:30,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:30,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:30,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:30,632:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:30,894:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:30,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:30,953:INFO:Calculating mean and std -2022-06-21 19:01:30,954:INFO:Creating metrics dataframe -2022-06-21 19:01:30,961:INFO:Uploading results into container -2022-06-21 19:01:30,963:INFO:Uploading model into container now -2022-06-21 19:01:30,965:INFO:master_model_container: 14 -2022-06-21 19:01:30,965:INFO:display_container: 2 -2022-06-21 19:01:30,966:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=5542, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 19:01:30,968:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:31,297:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:31,297:INFO:Creating metrics dataframe -2022-06-21 19:01:31,306:INFO:Initializing CatBoost Classifier -2022-06-21 19:01:31,306:INFO:Total runtime is 0.2929004748662313 minutes -2022-06-21 19:01:31,307:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:31,310:INFO:Initializing create_model() -2022-06-21 19:01:31,310:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:31,311:INFO:Checking exceptions -2022-06-21 19:01:31,318:INFO:Importing libraries -2022-06-21 19:01:31,319:INFO:Copying training dataset -2022-06-21 19:01:31,322:INFO:Defining folds -2022-06-21 19:01:31,322:INFO:Declaring metric variables -2022-06-21 19:01:31,323:INFO:Importing untrained model -2022-06-21 19:01:31,323:INFO:CatBoost Classifier Imported successfully -2022-06-21 19:01:31,324:INFO:Starting cross validation -2022-06-21 19:01:31,325:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:36,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:36,228:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:36,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:36,964:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:37,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:37,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:37,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:37,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:41,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:41,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:41,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:41,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:42,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:42,468:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:42,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:42,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,002:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,026:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,082:INFO:Calculating mean and std -2022-06-21 19:01:45,093:INFO:Creating metrics dataframe -2022-06-21 19:01:45,110:INFO:Uploading results into container -2022-06-21 19:01:45,111:INFO:Uploading model into container now -2022-06-21 19:01:45,114:INFO:master_model_container: 15 -2022-06-21 19:01:45,116:INFO:display_container: 2 -2022-06-21 19:01:45,118:INFO: -2022-06-21 19:01:45,123:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:45,488:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:45,489:INFO:Creating metrics dataframe -2022-06-21 19:01:45,499:INFO:Initializing Dummy Classifier -2022-06-21 19:01:45,500:INFO:Total runtime is 0.5294607758522034 minutes -2022-06-21 19:01:45,501:INFO:SubProcess create_model() called ================================== -2022-06-21 19:01:45,502:INFO:Initializing create_model() -2022-06-21 19:01:45,503:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:01:45,503:INFO:Checking exceptions -2022-06-21 19:01:45,506:INFO:Importing libraries -2022-06-21 19:01:45,507:INFO:Copying training dataset -2022-06-21 19:01:45,513:INFO:Defining folds -2022-06-21 19:01:45,514:INFO:Declaring metric variables -2022-06-21 19:01:45,515:INFO:Importing untrained model -2022-06-21 19:01:45,518:INFO:Dummy Classifier Imported successfully -2022-06-21 19:01:45,521:INFO:Starting cross validation -2022-06-21 19:01:45,524:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:01:45,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,573:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,593:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,618:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,618:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,651:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,655:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,666:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,672:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,672:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,678:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:01:45,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,726:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:01:45,730:INFO:Calculating mean and std -2022-06-21 19:01:45,731:INFO:Creating metrics dataframe -2022-06-21 19:01:45,743:INFO:Uploading results into container -2022-06-21 19:01:45,745:INFO:Uploading model into container now -2022-06-21 19:01:45,746:INFO:master_model_container: 16 -2022-06-21 19:01:45,749:INFO:display_container: 2 -2022-06-21 19:01:45,750:INFO:DummyClassifier(constant=None, random_state=5542, strategy='prior') -2022-06-21 19:01:45,755:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:46,194:INFO:SubProcess create_model() end ================================== -2022-06-21 19:01:46,201:INFO:Creating metrics dataframe -2022-06-21 19:01:46,229:INFO:Initializing create_model() -2022-06-21 19:01:46,229:INFO:create_model(self=, estimator=LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:01:46,230:INFO:Checking exceptions -2022-06-21 19:01:46,234:INFO:Importing libraries -2022-06-21 19:01:46,235:INFO:Copying training dataset -2022-06-21 19:01:46,245:INFO:Defining folds -2022-06-21 19:01:46,246:INFO:Declaring metric variables -2022-06-21 19:01:46,247:INFO:Importing untrained model -2022-06-21 19:01:46,247:INFO:Declaring custom model -2022-06-21 19:01:46,249:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 19:01:46,251:INFO:Cross validation set to False -2022-06-21 19:01:46,252:INFO:Fitting Model -2022-06-21 19:01:46,343:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 19:01:46,343:INFO:create_model() successfully completed...................................... -2022-06-21 19:01:46,586:INFO: Model Accuracy AUC Recall Prec. \ -lda Linear Discriminant Analysis 0.7769 0.8332 0.5950 0.7288 -ridge Ridge Classifier 0.7751 0.0000 0.5845 0.7313 -lr Logistic Regression 0.7732 0.8342 0.5944 0.7255 -gbc Gradient Boosting Classifier 0.7731 0.8312 0.6155 0.7134 -xgboost Extreme Gradient Boosting 0.7657 0.8057 0.6102 0.7029 -et Extra Trees Classifier 0.7603 0.8159 0.5635 0.7082 -lightgbm Light Gradient Boosting Machine 0.7601 0.8076 0.6158 0.6900 -rf Random Forest Classifier 0.7583 0.8258 0.5944 0.6953 -catboost CatBoost Classifier 0.7583 0.8289 0.5942 0.6951 -knn K Neighbors Classifier 0.7508 0.7688 0.5728 0.6730 -nb Naive Bayes 0.7471 0.8138 0.6152 0.6642 -ada Ada Boost Classifier 0.7412 0.8069 0.5716 0.6535 -dt Decision Tree Classifier 0.7394 0.7055 0.5939 0.6379 -qda Quadratic Discriminant Analysis 0.7340 0.8111 0.5787 0.6398 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5678 0.0000 0.4839 0.4269 - - F1 Kappa MCC TT (Sec) -lda 0.6504 0.4896 0.4984 0.020 -ridge 0.6439 0.4833 0.4936 0.013 -lr 0.6479 0.4834 0.4927 0.077 -gbc 0.6543 0.4876 0.4953 0.087 -xgboost 0.6454 0.4726 0.4813 0.325 -et 0.6209 0.4499 0.4603 0.130 -lightgbm 0.6461 0.4658 0.4713 0.408 -rf 0.6345 0.4561 0.4640 0.131 -catboost 0.6336 0.4556 0.4639 1.376 -knn 0.6146 0.4328 0.4388 0.020 -nb 0.6336 0.4417 0.4461 0.015 -ada 0.6058 0.4149 0.4197 0.058 -dt 0.6102 0.4158 0.4204 0.015 -qda 0.6037 0.4049 0.4090 0.016 -dummy 0.0000 0.0000 0.0000 0.021 -svm 0.3840 0.1032 0.0894 0.015 -2022-06-21 19:01:46,586:INFO:master_model_container: 16 -2022-06-21 19:01:46,586:INFO:display_container: 2 -2022-06-21 19:01:46,587:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 19:01:46,587:INFO:compare_models() successfully completed...................................... -2022-06-21 19:01:46,591:INFO:Initializing evaluate_model() -2022-06-21 19:01:46,593:INFO:evaluate_model(self=, estimator=LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:01:46,619:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:01:46,624:INFO:Initializing plot_model() -2022-06-21 19:01:46,625:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:01:46,626:INFO:Checking exceptions -2022-06-21 19:01:46,641:INFO:Preloading libraries -2022-06-21 19:01:46,641:INFO:Copying training dataset -2022-06-21 19:01:46,642:INFO:Plot type: auc -2022-06-21 19:01:46,750:INFO:Fitting Model -2022-06-21 19:01:46,752:WARNING:X does not have valid feature names, but LinearDiscriminantAnalysis was fitted with feature names - -2022-06-21 19:01:46,754:INFO:Scoring test/hold-out set -2022-06-21 19:01:46,922:INFO:Saving 'images/AUC.png' -2022-06-21 19:01:47,356:INFO:Visual Rendered Successfully -2022-06-21 19:01:47,834:INFO:plot_model() successfully completed...................................... -2022-06-21 19:02:20,697:INFO:PyCaret ClassificationExperiment -2022-06-21 19:02:20,697:INFO:Logging name: clf-default-name -2022-06-21 19:02:20,698:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 19:02:20,699:INFO:version 3.0.0.rc1 -2022-06-21 19:02:20,699:INFO:Initializing setup() -2022-06-21 19:02:20,700:INFO:self.USI: 403d -2022-06-21 19:02:20,701:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 19:02:20,701:INFO:Checking environment -2022-06-21 19:02:20,702:INFO:python_version: 3.9.7 -2022-06-21 19:02:20,702:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:02:20,702:INFO:machine: x86_64 -2022-06-21 19:02:20,703:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:02:20,703:INFO:Memory: svmem(total=8230690816, available=1224667136, percent=85.1, used=5839507456, free=262557696, active=3173617664, inactive=4021772288, buffers=60526592, cached=2068099072, shared=868413440, slab=365490176) -2022-06-21 19:02:20,704:INFO:Physical Core: 2 -2022-06-21 19:02:20,704:INFO:Logical Core: 4 -2022-06-21 19:02:20,705:INFO:Checking libraries -2022-06-21 19:02:20,705:INFO: -System: -2022-06-21 19:02:20,706:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:02:20,706:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:02:20,708:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:02:20,709:INFO: -PyCaret required dependencies: -2022-06-21 19:02:20,713:INFO: pip: 22.1.2 -2022-06-21 19:02:20,714:INFO: setuptools: 58.0.4 -2022-06-21 19:02:20,715:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:02:20,715:INFO: ipython: Not installed -2022-06-21 19:02:20,715:INFO: ipywidgets: 7.6.5 -2022-06-21 19:02:20,715:INFO: tqdm: 4.62.3 -2022-06-21 19:02:20,716:INFO: numpy: 1.21.5 -2022-06-21 19:02:20,716:INFO: pandas: 1.3.5 -2022-06-21 19:02:20,716:INFO: jinja2: 3.0.3 -2022-06-21 19:02:20,717:INFO: scipy: 1.7.1 -2022-06-21 19:02:20,717:INFO: joblib: 1.1.0 -2022-06-21 19:02:20,717:INFO: sklearn: 1.1.1 -2022-06-21 19:02:20,717:INFO: pyod: Installed but version unavailable -2022-06-21 19:02:20,717:INFO: imblearn: 0.9.1 -2022-06-21 19:02:20,718:INFO: category_encoders: 2.5.0 -2022-06-21 19:02:20,718:INFO: lightgbm: 3.2.1 -2022-06-21 19:02:20,718:INFO: numba: 0.55.2 -2022-06-21 19:02:20,718:INFO: requests: 2.27.1 -2022-06-21 19:02:20,719:INFO: matplotlib: 3.4.3 -2022-06-21 19:02:20,719:INFO: scikitplot: 0.3.7 -2022-06-21 19:02:20,719:INFO: yellowbrick: 1.4 -2022-06-21 19:02:20,719:INFO: plotly: 5.5.0 -2022-06-21 19:02:20,719:INFO: kaleido: 0.2.1 -2022-06-21 19:02:20,720:INFO: statsmodels: 0.12.2 -2022-06-21 19:02:20,720:INFO: sktime: 0.11.4 -2022-06-21 19:02:20,720:INFO: tbats: Installed but version unavailable -2022-06-21 19:02:20,720:INFO: pmdarima: 1.8.5 -2022-06-21 19:02:20,721:INFO: psutil: 5.9.0 -2022-06-21 19:02:20,721:INFO: -PyCaret optional dependencies: -2022-06-21 19:02:20,722:INFO: shap: 0.39.0 -2022-06-21 19:02:20,722:INFO: interpret: 0.2.7 -2022-06-21 19:02:20,722:INFO: umap: 0.5.3 -2022-06-21 19:02:20,723:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:02:20,723:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:02:20,723:INFO: autoviz: 0.1.39 -2022-06-21 19:02:20,723:INFO: fairlearn: 0.7.0 -2022-06-21 19:02:20,724:INFO: xgboost: 1.4.0 -2022-06-21 19:02:20,724:INFO: catboost: 1.0.6 -2022-06-21 19:02:20,724:INFO: kmodes: 0.12.1 -2022-06-21 19:02:20,724:INFO: mlxtend: 0.20.0 -2022-06-21 19:02:20,725:INFO: statsforecast: 0.5.5 -2022-06-21 19:02:20,725:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:02:20,725:INFO: ray: 1.12.1 -2022-06-21 19:02:20,726:INFO: hyperopt: 0.2.7 -2022-06-21 19:02:20,726:INFO: optuna: 2.10.0 -2022-06-21 19:02:20,726:INFO: skopt: 0.9.0 -2022-06-21 19:02:20,727:INFO: mlflow: 1.26.1 -2022-06-21 19:02:20,727:INFO: gradio: 3.0.11 -2022-06-21 19:02:20,727:INFO: fastapi: 0.75.2 -2022-06-21 19:02:20,727:INFO: uvicorn: 0.17.6 -2022-06-21 19:02:20,728:INFO: m2cgen: 0.10.0 -2022-06-21 19:02:20,728:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:02:20,728:INFO: nltk: 3.6.5 -2022-06-21 19:02:20,728:INFO: pyLDAvis: Not installed -2022-06-21 19:02:20,729:INFO: gensim: Not installed -2022-06-21 19:02:20,729:INFO: spacy: Not installed -2022-06-21 19:02:20,729:INFO: wordcloud: 1.8.1 -2022-06-21 19:02:20,729:INFO: textblob: 0.17.1 -2022-06-21 19:02:20,730:INFO: fugue: 0.6.6 -2022-06-21 19:02:20,730:INFO: streamlit: 1.10.0 -2022-06-21 19:02:20,730:INFO: prophet: Not installed -2022-06-21 19:02:20,731:INFO:None -2022-06-21 19:02:20,731:INFO:Set up data. -2022-06-21 19:02:20,748:INFO:Set up train/test split. -2022-06-21 19:02:20,755:INFO:Assigning column types. -2022-06-21 19:02:20,769:INFO:Set up folding strategy. -2022-06-21 19:02:20,769:INFO:Preparing preprocessing pipeline... -2022-06-21 19:02:20,776:INFO:Set up simple imputation. -2022-06-21 19:02:20,832:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:02:20,839:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 19:02:20,840:INFO:Creating final display dataframe. -2022-06-21 19:02:20,958:INFO:Setup display_container: Description Value -0 Session id 4059 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 403d -2022-06-21 19:02:20,977:INFO: Description Value -0 Session id 4059 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 403d -2022-06-21 19:02:21,268:INFO:setup() successfully completed in 0.57s............... -2022-06-21 19:02:21,268:INFO:Initializing compare_models() -2022-06-21 19:02:21,268:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:02:21,269:INFO:Checking exceptions -2022-06-21 19:02:21,272:INFO:Preparing display monitor -2022-06-21 19:02:21,276:INFO:Initializing Logistic Regression -2022-06-21 19:02:21,276:INFO:Total runtime is 6.838639577229818e-06 minutes -2022-06-21 19:02:21,277:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:21,279:INFO:Initializing create_model() -2022-06-21 19:02:21,280:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:21,280:INFO:Checking exceptions -2022-06-21 19:02:21,287:INFO:Importing libraries -2022-06-21 19:02:21,288:INFO:Copying training dataset -2022-06-21 19:02:21,291:INFO:Defining folds -2022-06-21 19:02:21,291:INFO:Declaring metric variables -2022-06-21 19:02:21,292:INFO:Importing untrained model -2022-06-21 19:02:21,293:INFO:Logistic Regression Imported successfully -2022-06-21 19:02:21,294:INFO:Starting cross validation -2022-06-21 19:02:21,294:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:21,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,598:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:21,796:INFO:Calculating mean and std -2022-06-21 19:02:21,797:INFO:Creating metrics dataframe -2022-06-21 19:02:21,801:INFO:Uploading results into container -2022-06-21 19:02:21,802:INFO:Uploading model into container now -2022-06-21 19:02:21,802:INFO:master_model_container: 1 -2022-06-21 19:02:21,803:INFO:display_container: 2 -2022-06-21 19:02:21,803:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=4059, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:02:21,804:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:22,006:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:22,006:INFO:Creating metrics dataframe -2022-06-21 19:02:22,012:INFO:Initializing K Neighbors Classifier -2022-06-21 19:02:22,012:INFO:Total runtime is 0.01227661371231079 minutes -2022-06-21 19:02:22,013:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:22,013:INFO:Initializing create_model() -2022-06-21 19:02:22,014:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:22,014:INFO:Checking exceptions -2022-06-21 19:02:22,019:INFO:Importing libraries -2022-06-21 19:02:22,019:INFO:Copying training dataset -2022-06-21 19:02:22,028:INFO:Defining folds -2022-06-21 19:02:22,028:INFO:Declaring metric variables -2022-06-21 19:02:22,029:INFO:Importing untrained model -2022-06-21 19:02:22,029:INFO:K Neighbors Classifier Imported successfully -2022-06-21 19:02:22,030:INFO:Starting cross validation -2022-06-21 19:02:22,031:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:22,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,075:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,124:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,124:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,137:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,141:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,141:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,146:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,213:INFO:Calculating mean and std -2022-06-21 19:02:22,214:INFO:Creating metrics dataframe -2022-06-21 19:02:22,220:INFO:Uploading results into container -2022-06-21 19:02:22,221:INFO:Uploading model into container now -2022-06-21 19:02:22,221:INFO:master_model_container: 2 -2022-06-21 19:02:22,222:INFO:display_container: 2 -2022-06-21 19:02:22,222:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 19:02:22,222:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:22,426:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:22,426:INFO:Creating metrics dataframe -2022-06-21 19:02:22,433:INFO:Initializing Naive Bayes -2022-06-21 19:02:22,433:INFO:Total runtime is 0.01929016908009847 minutes -2022-06-21 19:02:22,434:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:22,434:INFO:Initializing create_model() -2022-06-21 19:02:22,435:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:22,435:INFO:Checking exceptions -2022-06-21 19:02:22,439:INFO:Importing libraries -2022-06-21 19:02:22,439:INFO:Copying training dataset -2022-06-21 19:02:22,449:INFO:Defining folds -2022-06-21 19:02:22,449:INFO:Declaring metric variables -2022-06-21 19:02:22,450:INFO:Importing untrained model -2022-06-21 19:02:22,450:INFO:Naive Bayes Imported successfully -2022-06-21 19:02:22,451:INFO:Starting cross validation -2022-06-21 19:02:22,452:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:22,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,493:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,496:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,569:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,598:INFO:Calculating mean and std -2022-06-21 19:02:22,599:INFO:Creating metrics dataframe -2022-06-21 19:02:22,603:INFO:Uploading results into container -2022-06-21 19:02:22,604:INFO:Uploading model into container now -2022-06-21 19:02:22,605:INFO:master_model_container: 3 -2022-06-21 19:02:22,605:INFO:display_container: 2 -2022-06-21 19:02:22,605:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 19:02:22,606:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:22,811:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:22,812:INFO:Creating metrics dataframe -2022-06-21 19:02:22,820:INFO:Initializing Decision Tree Classifier -2022-06-21 19:02:22,820:INFO:Total runtime is 0.025746023654937743 minutes -2022-06-21 19:02:22,821:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:22,822:INFO:Initializing create_model() -2022-06-21 19:02:22,822:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:22,822:INFO:Checking exceptions -2022-06-21 19:02:22,826:INFO:Importing libraries -2022-06-21 19:02:22,826:INFO:Copying training dataset -2022-06-21 19:02:22,830:INFO:Defining folds -2022-06-21 19:02:22,830:INFO:Declaring metric variables -2022-06-21 19:02:22,831:INFO:Importing untrained model -2022-06-21 19:02:22,832:INFO:Decision Tree Classifier Imported successfully -2022-06-21 19:02:22,834:INFO:Starting cross validation -2022-06-21 19:02:22,835:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:22,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,873:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,879:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,887:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,903:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,909:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:22,998:INFO:Calculating mean and std -2022-06-21 19:02:23,000:INFO:Creating metrics dataframe -2022-06-21 19:02:23,007:INFO:Uploading results into container -2022-06-21 19:02:23,008:INFO:Uploading model into container now -2022-06-21 19:02:23,009:INFO:master_model_container: 4 -2022-06-21 19:02:23,009:INFO:display_container: 2 -2022-06-21 19:02:23,010:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=4059, splitter='best') -2022-06-21 19:02:23,011:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:23,258:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:23,258:INFO:Creating metrics dataframe -2022-06-21 19:02:23,266:INFO:Initializing SVM - Linear Kernel -2022-06-21 19:02:23,266:INFO:Total runtime is 0.03317720095316569 minutes -2022-06-21 19:02:23,267:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:23,267:INFO:Initializing create_model() -2022-06-21 19:02:23,270:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:23,271:INFO:Checking exceptions -2022-06-21 19:02:23,279:INFO:Importing libraries -2022-06-21 19:02:23,280:INFO:Copying training dataset -2022-06-21 19:02:23,283:INFO:Defining folds -2022-06-21 19:02:23,283:INFO:Declaring metric variables -2022-06-21 19:02:23,283:INFO:Importing untrained model -2022-06-21 19:02:23,284:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 19:02:23,285:INFO:Starting cross validation -2022-06-21 19:02:23,286:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:23,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,325:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,329:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,364:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,379:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,383:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,387:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,413:INFO:Calculating mean and std -2022-06-21 19:02:23,414:INFO:Creating metrics dataframe -2022-06-21 19:02:23,418:INFO:Uploading results into container -2022-06-21 19:02:23,419:INFO:Uploading model into container now -2022-06-21 19:02:23,420:INFO:master_model_container: 5 -2022-06-21 19:02:23,420:INFO:display_container: 2 -2022-06-21 19:02:23,421:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=4059, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 19:02:23,421:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:23,621:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:23,621:INFO:Creating metrics dataframe -2022-06-21 19:02:23,630:INFO:Initializing Ridge Classifier -2022-06-21 19:02:23,630:INFO:Total runtime is 0.039240745703379314 minutes -2022-06-21 19:02:23,631:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:23,631:INFO:Initializing create_model() -2022-06-21 19:02:23,632:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:23,632:INFO:Checking exceptions -2022-06-21 19:02:23,635:INFO:Importing libraries -2022-06-21 19:02:23,636:INFO:Copying training dataset -2022-06-21 19:02:23,639:INFO:Defining folds -2022-06-21 19:02:23,640:INFO:Declaring metric variables -2022-06-21 19:02:23,642:INFO:Importing untrained model -2022-06-21 19:02:23,646:INFO:Ridge Classifier Imported successfully -2022-06-21 19:02:23,648:INFO:Starting cross validation -2022-06-21 19:02:23,649:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:23,680:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,695:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,708:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,730:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,775:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:23,779:INFO:Calculating mean and std -2022-06-21 19:02:23,780:INFO:Creating metrics dataframe -2022-06-21 19:02:23,784:INFO:Uploading results into container -2022-06-21 19:02:23,785:INFO:Uploading model into container now -2022-06-21 19:02:23,786:INFO:master_model_container: 6 -2022-06-21 19:02:23,786:INFO:display_container: 2 -2022-06-21 19:02:23,786:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=4059, solver='auto', tol=0.001) -2022-06-21 19:02:23,787:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:23,991:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:23,992:INFO:Creating metrics dataframe -2022-06-21 19:02:24,000:INFO:Initializing Random Forest Classifier -2022-06-21 19:02:24,000:INFO:Total runtime is 0.04541209141413371 minutes -2022-06-21 19:02:24,001:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:24,002:INFO:Initializing create_model() -2022-06-21 19:02:24,002:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:24,002:INFO:Checking exceptions -2022-06-21 19:02:24,005:INFO:Importing libraries -2022-06-21 19:02:24,005:INFO:Copying training dataset -2022-06-21 19:02:24,010:INFO:Defining folds -2022-06-21 19:02:24,010:INFO:Declaring metric variables -2022-06-21 19:02:24,011:INFO:Importing untrained model -2022-06-21 19:02:24,012:INFO:Random Forest Classifier Imported successfully -2022-06-21 19:02:24,013:INFO:Starting cross validation -2022-06-21 19:02:24,013:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:24,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,320:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,358:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,632:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,652:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,666:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,667:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,695:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,922:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:24,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,028:INFO:Calculating mean and std -2022-06-21 19:02:25,031:INFO:Creating metrics dataframe -2022-06-21 19:02:25,044:INFO:Uploading results into container -2022-06-21 19:02:25,047:INFO:Uploading model into container now -2022-06-21 19:02:25,049:INFO:master_model_container: 7 -2022-06-21 19:02:25,050:INFO:display_container: 2 -2022-06-21 19:02:25,052:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=4059, verbose=0, warm_start=False) -2022-06-21 19:02:25,054:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:25,270:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:25,270:INFO:Creating metrics dataframe -2022-06-21 19:02:25,280:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 19:02:25,280:INFO:Total runtime is 0.06673624118169148 minutes -2022-06-21 19:02:25,281:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:25,283:INFO:Initializing create_model() -2022-06-21 19:02:25,284:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:25,284:INFO:Checking exceptions -2022-06-21 19:02:25,286:INFO:Importing libraries -2022-06-21 19:02:25,287:INFO:Copying training dataset -2022-06-21 19:02:25,296:INFO:Defining folds -2022-06-21 19:02:25,296:INFO:Declaring metric variables -2022-06-21 19:02:25,297:INFO:Importing untrained model -2022-06-21 19:02:25,297:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 19:02:25,298:INFO:Starting cross validation -2022-06-21 19:02:25,299:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:25,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,345:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,349:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,353:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,415:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,443:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,459:INFO:Calculating mean and std -2022-06-21 19:02:25,460:INFO:Creating metrics dataframe -2022-06-21 19:02:25,467:INFO:Uploading results into container -2022-06-21 19:02:25,469:INFO:Uploading model into container now -2022-06-21 19:02:25,471:INFO:master_model_container: 8 -2022-06-21 19:02:25,471:INFO:display_container: 2 -2022-06-21 19:02:25,472:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 19:02:25,473:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:25,683:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:25,683:INFO:Creating metrics dataframe -2022-06-21 19:02:25,692:INFO:Initializing Ada Boost Classifier -2022-06-21 19:02:25,692:INFO:Total runtime is 0.07360935608545939 minutes -2022-06-21 19:02:25,693:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:25,694:INFO:Initializing create_model() -2022-06-21 19:02:25,694:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:25,694:INFO:Checking exceptions -2022-06-21 19:02:25,698:INFO:Importing libraries -2022-06-21 19:02:25,699:INFO:Copying training dataset -2022-06-21 19:02:25,707:INFO:Defining folds -2022-06-21 19:02:25,707:INFO:Declaring metric variables -2022-06-21 19:02:25,708:INFO:Importing untrained model -2022-06-21 19:02:25,709:INFO:Ada Boost Classifier Imported successfully -2022-06-21 19:02:25,709:INFO:Starting cross validation -2022-06-21 19:02:25,710:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:25,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,864:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,871:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,879:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:25,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,181:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,207:INFO:Calculating mean and std -2022-06-21 19:02:26,208:INFO:Creating metrics dataframe -2022-06-21 19:02:26,213:INFO:Uploading results into container -2022-06-21 19:02:26,214:INFO:Uploading model into container now -2022-06-21 19:02:26,215:INFO:master_model_container: 9 -2022-06-21 19:02:26,215:INFO:display_container: 2 -2022-06-21 19:02:26,216:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=4059) -2022-06-21 19:02:26,216:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:26,419:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:26,420:INFO:Creating metrics dataframe -2022-06-21 19:02:26,427:INFO:Initializing Gradient Boosting Classifier -2022-06-21 19:02:26,427:INFO:Total runtime is 0.0858577807744344 minutes -2022-06-21 19:02:26,428:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:26,428:INFO:Initializing create_model() -2022-06-21 19:02:26,428:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:26,429:INFO:Checking exceptions -2022-06-21 19:02:26,431:INFO:Importing libraries -2022-06-21 19:02:26,431:INFO:Copying training dataset -2022-06-21 19:02:26,440:INFO:Defining folds -2022-06-21 19:02:26,441:INFO:Declaring metric variables -2022-06-21 19:02:26,444:INFO:Importing untrained model -2022-06-21 19:02:26,445:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 19:02:26,446:INFO:Starting cross validation -2022-06-21 19:02:26,447:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:26,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,652:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,654:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,843:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,864:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,871:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:26,894:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,047:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,091:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,108:INFO:Calculating mean and std -2022-06-21 19:02:27,109:INFO:Creating metrics dataframe -2022-06-21 19:02:27,115:INFO:Uploading results into container -2022-06-21 19:02:27,116:INFO:Uploading model into container now -2022-06-21 19:02:27,117:INFO:master_model_container: 10 -2022-06-21 19:02:27,117:INFO:display_container: 2 -2022-06-21 19:02:27,118:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=4059, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 19:02:27,119:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:27,327:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:27,327:INFO:Creating metrics dataframe -2022-06-21 19:02:27,337:INFO:Initializing Linear Discriminant Analysis -2022-06-21 19:02:27,337:INFO:Total runtime is 0.10101992686589559 minutes -2022-06-21 19:02:27,338:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:27,339:INFO:Initializing create_model() -2022-06-21 19:02:27,340:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:27,341:INFO:Checking exceptions -2022-06-21 19:02:27,343:INFO:Importing libraries -2022-06-21 19:02:27,344:INFO:Copying training dataset -2022-06-21 19:02:27,349:INFO:Defining folds -2022-06-21 19:02:27,349:INFO:Declaring metric variables -2022-06-21 19:02:27,350:INFO:Importing untrained model -2022-06-21 19:02:27,352:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 19:02:27,354:INFO:Starting cross validation -2022-06-21 19:02:27,354:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:27,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,392:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,487:INFO:Calculating mean and std -2022-06-21 19:02:27,488:INFO:Creating metrics dataframe -2022-06-21 19:02:27,493:INFO:Uploading results into container -2022-06-21 19:02:27,493:INFO:Uploading model into container now -2022-06-21 19:02:27,494:INFO:master_model_container: 11 -2022-06-21 19:02:27,494:INFO:display_container: 2 -2022-06-21 19:02:27,495:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 19:02:27,495:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:27,698:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:27,698:INFO:Creating metrics dataframe -2022-06-21 19:02:27,704:INFO:Initializing Extra Trees Classifier -2022-06-21 19:02:27,705:INFO:Total runtime is 0.10714964866638184 minutes -2022-06-21 19:02:27,705:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:27,706:INFO:Initializing create_model() -2022-06-21 19:02:27,706:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:27,707:INFO:Checking exceptions -2022-06-21 19:02:27,713:INFO:Importing libraries -2022-06-21 19:02:27,714:INFO:Copying training dataset -2022-06-21 19:02:27,721:INFO:Defining folds -2022-06-21 19:02:27,721:INFO:Declaring metric variables -2022-06-21 19:02:27,721:INFO:Importing untrained model -2022-06-21 19:02:27,722:INFO:Extra Trees Classifier Imported successfully -2022-06-21 19:02:27,723:INFO:Starting cross validation -2022-06-21 19:02:27,724:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:27,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:27,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,325:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,536:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:28,566:INFO:Calculating mean and std -2022-06-21 19:02:28,567:INFO:Creating metrics dataframe -2022-06-21 19:02:28,571:INFO:Uploading results into container -2022-06-21 19:02:28,572:INFO:Uploading model into container now -2022-06-21 19:02:28,573:INFO:master_model_container: 12 -2022-06-21 19:02:28,573:INFO:display_container: 2 -2022-06-21 19:02:28,574:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=4059, verbose=0, warm_start=False) -2022-06-21 19:02:28,574:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:28,776:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:28,776:INFO:Creating metrics dataframe -2022-06-21 19:02:28,783:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:02:28,783:INFO:Total runtime is 0.1251230518023173 minutes -2022-06-21 19:02:28,784:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:28,784:INFO:Initializing create_model() -2022-06-21 19:02:28,785:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:28,786:INFO:Checking exceptions -2022-06-21 19:02:28,788:INFO:Importing libraries -2022-06-21 19:02:28,789:INFO:Copying training dataset -2022-06-21 19:02:28,798:INFO:Defining folds -2022-06-21 19:02:28,798:INFO:Declaring metric variables -2022-06-21 19:02:28,799:INFO:Importing untrained model -2022-06-21 19:02:28,800:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:02:28,800:INFO:Starting cross validation -2022-06-21 19:02:28,801:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:28,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:28,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:28,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:28,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:29,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:29,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:29,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:29,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:29,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:29,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:29,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:29,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:29,934:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:29,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:29,940:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:29,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:29,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:30,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:30,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:30,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:30,172:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:30,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:30,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:30,316:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:30,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,013:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,024:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,034:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,117:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:31,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,149:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,158:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,171:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:02:31,185:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,199:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,529:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:31,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:02:31,724:INFO:Calculating mean and std -2022-06-21 19:02:31,733:INFO:Creating metrics dataframe -2022-06-21 19:02:31,741:INFO:Uploading results into container -2022-06-21 19:02:31,744:INFO:Uploading model into container now -2022-06-21 19:02:31,745:INFO:master_model_container: 13 -2022-06-21 19:02:31,748:INFO:display_container: 2 -2022-06-21 19:02:31,750:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=4059, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 19:02:31,752:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:32,016:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:32,016:INFO:Creating metrics dataframe -2022-06-21 19:02:32,026:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:02:32,026:INFO:Total runtime is 0.17916896343231203 minutes -2022-06-21 19:02:32,026:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:32,027:INFO:Initializing create_model() -2022-06-21 19:02:32,027:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:32,028:INFO:Checking exceptions -2022-06-21 19:02:32,033:INFO:Importing libraries -2022-06-21 19:02:32,035:INFO:Copying training dataset -2022-06-21 19:02:32,041:INFO:Defining folds -2022-06-21 19:02:32,041:INFO:Declaring metric variables -2022-06-21 19:02:32,042:INFO:Importing untrained model -2022-06-21 19:02:32,043:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:02:32,043:INFO:Starting cross validation -2022-06-21 19:02:32,044:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:32,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:32,618:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:32,680:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:32,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,387:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,795:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:33,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:34,177:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:34,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:34,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:34,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:34,420:INFO:Calculating mean and std -2022-06-21 19:02:34,421:INFO:Creating metrics dataframe -2022-06-21 19:02:34,426:INFO:Uploading results into container -2022-06-21 19:02:34,427:INFO:Uploading model into container now -2022-06-21 19:02:34,428:INFO:master_model_container: 14 -2022-06-21 19:02:34,428:INFO:display_container: 2 -2022-06-21 19:02:34,429:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=4059, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 19:02:34,429:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:34,661:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:34,661:INFO:Creating metrics dataframe -2022-06-21 19:02:34,669:INFO:Initializing CatBoost Classifier -2022-06-21 19:02:34,669:INFO:Total runtime is 0.22322156429290774 minutes -2022-06-21 19:02:34,670:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:34,671:INFO:Initializing create_model() -2022-06-21 19:02:34,673:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:34,673:INFO:Checking exceptions -2022-06-21 19:02:34,680:INFO:Importing libraries -2022-06-21 19:02:34,681:INFO:Copying training dataset -2022-06-21 19:02:34,685:INFO:Defining folds -2022-06-21 19:02:34,685:INFO:Declaring metric variables -2022-06-21 19:02:34,685:INFO:Importing untrained model -2022-06-21 19:02:34,686:INFO:CatBoost Classifier Imported successfully -2022-06-21 19:02:34,687:INFO:Starting cross validation -2022-06-21 19:02:34,688:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:39,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:39,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:39,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:39,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:40,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:40,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:40,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:40,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:42,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:42,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:44,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:44,510:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:44,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:44,947:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:45,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:45,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,563:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,572:INFO:Calculating mean and std -2022-06-21 19:02:46,572:INFO:Creating metrics dataframe -2022-06-21 19:02:46,577:INFO:Uploading results into container -2022-06-21 19:02:46,578:INFO:Uploading model into container now -2022-06-21 19:02:46,579:INFO:master_model_container: 15 -2022-06-21 19:02:46,579:INFO:display_container: 2 -2022-06-21 19:02:46,579:INFO: -2022-06-21 19:02:46,579:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:46,786:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:46,786:INFO:Creating metrics dataframe -2022-06-21 19:02:46,794:INFO:Initializing Dummy Classifier -2022-06-21 19:02:46,795:INFO:Total runtime is 0.4253149708112081 minutes -2022-06-21 19:02:46,795:INFO:SubProcess create_model() called ================================== -2022-06-21 19:02:46,796:INFO:Initializing create_model() -2022-06-21 19:02:46,796:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:02:46,796:INFO:Checking exceptions -2022-06-21 19:02:46,801:INFO:Importing libraries -2022-06-21 19:02:46,801:INFO:Copying training dataset -2022-06-21 19:02:46,811:INFO:Defining folds -2022-06-21 19:02:46,811:INFO:Declaring metric variables -2022-06-21 19:02:46,812:INFO:Importing untrained model -2022-06-21 19:02:46,812:INFO:Dummy Classifier Imported successfully -2022-06-21 19:02:46,813:INFO:Starting cross validation -2022-06-21 19:02:46,814:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:02:46,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,892:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,897:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,940:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:02:46,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:02:46,957:INFO:Calculating mean and std -2022-06-21 19:02:46,958:INFO:Creating metrics dataframe -2022-06-21 19:02:46,965:INFO:Uploading results into container -2022-06-21 19:02:46,967:INFO:Uploading model into container now -2022-06-21 19:02:46,969:INFO:master_model_container: 16 -2022-06-21 19:02:46,970:INFO:display_container: 2 -2022-06-21 19:02:46,971:INFO:DummyClassifier(constant=None, random_state=4059, strategy='prior') -2022-06-21 19:02:46,971:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:47,277:INFO:SubProcess create_model() end ================================== -2022-06-21 19:02:47,278:INFO:Creating metrics dataframe -2022-06-21 19:02:47,303:INFO:Initializing create_model() -2022-06-21 19:02:47,304:INFO:create_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=4059, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:02:47,304:INFO:Checking exceptions -2022-06-21 19:02:47,307:INFO:Importing libraries -2022-06-21 19:02:47,308:INFO:Copying training dataset -2022-06-21 19:02:47,312:INFO:Defining folds -2022-06-21 19:02:47,312:INFO:Declaring metric variables -2022-06-21 19:02:47,313:INFO:Importing untrained model -2022-06-21 19:02:47,313:INFO:Declaring custom model -2022-06-21 19:02:47,315:INFO:Logistic Regression Imported successfully -2022-06-21 19:02:47,316:INFO:Cross validation set to False -2022-06-21 19:02:47,316:INFO:Fitting Model -2022-06-21 19:02:47,412:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=4059, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:02:47,412:INFO:create_model() successfully completed...................................... -2022-06-21 19:02:47,674:INFO: Model Accuracy AUC Recall Prec. \ -lr Logistic Regression 0.7672 0.8315 0.5614 0.7156 -gbc Gradient Boosting Classifier 0.7652 0.8310 0.6155 0.6854 -ridge Ridge Classifier 0.7634 0.0000 0.5506 0.7126 -catboost CatBoost Classifier 0.7633 0.8343 0.6094 0.6849 -lda Linear Discriminant Analysis 0.7616 0.8337 0.5614 0.7010 -nb Naive Bayes 0.7579 0.8145 0.6257 0.6640 -ada Ada Boost Classifier 0.7561 0.8203 0.6322 0.6576 -rf Random Forest Classifier 0.7466 0.8296 0.5725 0.6635 -xgboost Extreme Gradient Boosting 0.7465 0.8051 0.6202 0.6450 -et Extra Trees Classifier 0.7448 0.8139 0.5459 0.6699 -lightgbm Light Gradient Boosting Machine 0.7429 0.8084 0.6096 0.6390 -qda Quadratic Discriminant Analysis 0.7338 0.8028 0.5567 0.6352 -knn K Neighbors Classifier 0.7226 0.7457 0.5558 0.6205 -dt Decision Tree Classifier 0.7113 0.6742 0.5512 0.5967 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5849 0.0000 0.5155 0.4496 - - F1 Kappa MCC TT (Sec) -lr 0.6205 0.4582 0.4707 0.050 -gbc 0.6434 0.4705 0.4756 0.066 -ridge 0.6123 0.4482 0.4616 0.013 -catboost 0.6409 0.4660 0.4709 1.188 -lda 0.6145 0.4473 0.4588 0.013 -nb 0.6401 0.4586 0.4627 0.015 -ada 0.6413 0.4575 0.4604 0.050 -rf 0.6116 0.4255 0.4307 0.101 -xgboost 0.6286 0.4372 0.4404 0.292 -et 0.5961 0.4135 0.4219 0.084 -lightgbm 0.6215 0.4276 0.4299 0.238 -qda 0.5902 0.3952 0.3993 0.016 -knn 0.5777 0.3741 0.3810 0.018 -dt 0.5687 0.3536 0.3571 0.016 -dummy 0.0000 0.0000 0.0000 0.014 -svm 0.4066 0.1355 0.1569 0.013 -2022-06-21 19:02:47,674:INFO:master_model_container: 16 -2022-06-21 19:02:47,675:INFO:display_container: 2 -2022-06-21 19:02:47,676:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=4059, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:02:47,676:INFO:compare_models() successfully completed...................................... -2022-06-21 19:02:47,680:INFO:Initializing evaluate_model() -2022-06-21 19:02:47,681:INFO:evaluate_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=4059, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:02:47,707:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:02:47,709:INFO:Initializing plot_model() -2022-06-21 19:02:47,710:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=4059, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:02:47,711:INFO:Checking exceptions -2022-06-21 19:02:47,715:INFO:Preloading libraries -2022-06-21 19:02:47,716:INFO:Copying training dataset -2022-06-21 19:02:47,717:INFO:Plot type: auc -2022-06-21 19:02:47,755:INFO:Fitting Model -2022-06-21 19:02:47,755:WARNING:X does not have valid feature names, but LogisticRegression was fitted with feature names - -2022-06-21 19:02:47,756:INFO:Scoring test/hold-out set -2022-06-21 19:02:47,789:INFO:Saving 'images/AUC.png' -2022-06-21 19:02:47,918:INFO:Visual Rendered Successfully -2022-06-21 19:02:48,115:INFO:plot_model() successfully completed...................................... -2022-06-21 19:02:48,117:INFO:Initializing plot_model() -2022-06-21 19:02:48,118:INFO:plot_model(plot=confusion_matrix, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=4059, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:02:48,119:INFO:Checking exceptions -2022-06-21 19:02:48,123:INFO:Preloading libraries -2022-06-21 19:02:48,123:INFO:Copying training dataset -2022-06-21 19:02:48,123:INFO:Plot type: confusion_matrix -2022-06-21 19:02:48,180:INFO:Fitting Model -2022-06-21 19:02:48,181:WARNING:X does not have valid feature names, but LogisticRegression was fitted with feature names - -2022-06-21 19:02:48,183:INFO:Scoring test/hold-out set -2022-06-21 19:02:48,217:INFO:Saving 'images/Confusion Matrix.png' -2022-06-21 19:02:48,294:INFO:Visual Rendered Successfully -2022-06-21 19:02:48,490:INFO:plot_model() successfully completed...................................... -2022-06-21 19:10:22,430:INFO:PyCaret ClassificationExperiment -2022-06-21 19:10:22,431:INFO:Logging name: clf-default-name -2022-06-21 19:10:22,431:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 19:10:22,432:INFO:version 3.0.0.rc1 -2022-06-21 19:10:22,432:INFO:Initializing setup() -2022-06-21 19:10:22,433:INFO:self.USI: dd19 -2022-06-21 19:10:22,433:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 19:10:22,433:INFO:Checking environment -2022-06-21 19:10:22,434:INFO:python_version: 3.9.7 -2022-06-21 19:10:22,434:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:10:22,434:INFO:machine: x86_64 -2022-06-21 19:10:22,435:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:10:22,435:INFO:Memory: svmem(total=8230690816, available=1998692352, percent=75.7, used=5085659136, free=1025900544, active=3148910592, inactive=3238203392, buffers=63807488, cached=2055323648, shared=829767680, slab=365563904) -2022-06-21 19:10:22,436:INFO:Physical Core: 2 -2022-06-21 19:10:22,436:INFO:Logical Core: 4 -2022-06-21 19:10:22,436:INFO:Checking libraries -2022-06-21 19:10:22,437:INFO: -System: -2022-06-21 19:10:22,438:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:10:22,438:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:10:22,439:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:10:22,439:INFO: -PyCaret required dependencies: -2022-06-21 19:10:22,440:INFO: pip: 22.1.2 -2022-06-21 19:10:22,440:INFO: setuptools: 58.0.4 -2022-06-21 19:10:22,441:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:10:22,441:INFO: ipython: Not installed -2022-06-21 19:10:22,441:INFO: ipywidgets: 7.6.5 -2022-06-21 19:10:22,441:INFO: tqdm: 4.62.3 -2022-06-21 19:10:22,441:INFO: numpy: 1.21.5 -2022-06-21 19:10:22,441:INFO: pandas: 1.3.5 -2022-06-21 19:10:22,441:INFO: jinja2: 3.0.3 -2022-06-21 19:10:22,441:INFO: scipy: 1.7.1 -2022-06-21 19:10:22,441:INFO: joblib: 1.1.0 -2022-06-21 19:10:22,441:INFO: sklearn: 1.1.1 -2022-06-21 19:10:22,441:INFO: pyod: Installed but version unavailable -2022-06-21 19:10:22,441:INFO: imblearn: 0.9.1 -2022-06-21 19:10:22,441:INFO: category_encoders: 2.5.0 -2022-06-21 19:10:22,442:INFO: lightgbm: 3.2.1 -2022-06-21 19:10:22,442:INFO: numba: 0.55.2 -2022-06-21 19:10:22,442:INFO: requests: 2.27.1 -2022-06-21 19:10:22,442:INFO: matplotlib: 3.4.3 -2022-06-21 19:10:22,442:INFO: scikitplot: 0.3.7 -2022-06-21 19:10:22,442:INFO: yellowbrick: 1.4 -2022-06-21 19:10:22,442:INFO: plotly: 5.5.0 -2022-06-21 19:10:22,442:INFO: kaleido: 0.2.1 -2022-06-21 19:10:22,442:INFO: statsmodels: 0.12.2 -2022-06-21 19:10:22,442:INFO: sktime: 0.11.4 -2022-06-21 19:10:22,442:INFO: tbats: Installed but version unavailable -2022-06-21 19:10:22,442:INFO: pmdarima: 1.8.5 -2022-06-21 19:10:22,442:INFO: psutil: 5.9.0 -2022-06-21 19:10:22,442:INFO: -PyCaret optional dependencies: -2022-06-21 19:10:22,444:INFO: shap: 0.39.0 -2022-06-21 19:10:22,444:INFO: interpret: 0.2.7 -2022-06-21 19:10:22,445:INFO: umap: 0.5.3 -2022-06-21 19:10:22,445:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:10:22,446:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:10:22,446:INFO: autoviz: 0.1.39 -2022-06-21 19:10:22,449:INFO: fairlearn: 0.7.0 -2022-06-21 19:10:22,449:INFO: xgboost: 1.4.0 -2022-06-21 19:10:22,450:INFO: catboost: 1.0.6 -2022-06-21 19:10:22,451:INFO: kmodes: 0.12.1 -2022-06-21 19:10:22,453:INFO: mlxtend: 0.20.0 -2022-06-21 19:10:22,456:INFO: statsforecast: 0.5.5 -2022-06-21 19:10:22,457:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:10:22,458:INFO: ray: 1.12.1 -2022-06-21 19:10:22,458:INFO: hyperopt: 0.2.7 -2022-06-21 19:10:22,458:INFO: optuna: 2.10.0 -2022-06-21 19:10:22,458:INFO: skopt: 0.9.0 -2022-06-21 19:10:22,458:INFO: mlflow: 1.26.1 -2022-06-21 19:10:22,459:INFO: gradio: 3.0.11 -2022-06-21 19:10:22,459:INFO: fastapi: 0.75.2 -2022-06-21 19:10:22,459:INFO: uvicorn: 0.17.6 -2022-06-21 19:10:22,459:INFO: m2cgen: 0.10.0 -2022-06-21 19:10:22,460:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:10:22,460:INFO: nltk: 3.6.5 -2022-06-21 19:10:22,460:INFO: pyLDAvis: Not installed -2022-06-21 19:10:22,460:INFO: gensim: Not installed -2022-06-21 19:10:22,460:INFO: spacy: Not installed -2022-06-21 19:10:22,461:INFO: wordcloud: 1.8.1 -2022-06-21 19:10:22,461:INFO: textblob: 0.17.1 -2022-06-21 19:10:22,461:INFO: fugue: 0.6.6 -2022-06-21 19:10:22,462:INFO: streamlit: 1.10.0 -2022-06-21 19:10:22,462:INFO: prophet: Not installed -2022-06-21 19:10:22,462:INFO:None -2022-06-21 19:10:22,462:INFO:Set up data. -2022-06-21 19:10:22,473:INFO:Set up train/test split. -2022-06-21 19:10:22,488:INFO:Assigning column types. -2022-06-21 19:10:22,503:INFO:Set up folding strategy. -2022-06-21 19:10:22,505:INFO:Preparing preprocessing pipeline... -2022-06-21 19:10:22,512:INFO:Set up simple imputation. -2022-06-21 19:10:22,586:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:10:22,592:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 19:10:22,592:INFO:Creating final display dataframe. -2022-06-21 19:10:22,686:INFO:Setup display_container: Description Value -0 Session id 8102 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI dd19 -2022-06-21 19:10:22,693:INFO: Description Value -0 Session id 8102 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI dd19 -2022-06-21 19:10:22,863:INFO:setup() successfully completed in 0.43s............... -2022-06-21 19:10:22,864:INFO:Initializing compare_models() -2022-06-21 19:10:22,865:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:10:22,866:INFO:Checking exceptions -2022-06-21 19:10:22,871:INFO:Preparing display monitor -2022-06-21 19:10:22,874:INFO:Initializing Logistic Regression -2022-06-21 19:10:22,874:INFO:Total runtime is 2.5153160095214845e-06 minutes -2022-06-21 19:10:22,875:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:22,875:INFO:Initializing create_model() -2022-06-21 19:10:22,875:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:22,875:INFO:Checking exceptions -2022-06-21 19:10:22,877:INFO:Importing libraries -2022-06-21 19:10:22,878:INFO:Copying training dataset -2022-06-21 19:10:22,881:INFO:Defining folds -2022-06-21 19:10:22,881:INFO:Declaring metric variables -2022-06-21 19:10:22,882:INFO:Importing untrained model -2022-06-21 19:10:22,883:INFO:Logistic Regression Imported successfully -2022-06-21 19:10:22,885:INFO:Starting cross validation -2022-06-21 19:10:22,887:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:25,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,443:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,449:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,593:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,597:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,608:INFO:Calculating mean and std -2022-06-21 19:10:25,609:INFO:Creating metrics dataframe -2022-06-21 19:10:25,615:INFO:Uploading results into container -2022-06-21 19:10:25,615:INFO:Uploading model into container now -2022-06-21 19:10:25,616:INFO:master_model_container: 1 -2022-06-21 19:10:25,617:INFO:display_container: 2 -2022-06-21 19:10:25,619:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=8102, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:10:25,620:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:25,858:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:25,858:INFO:Creating metrics dataframe -2022-06-21 19:10:25,865:INFO:Initializing K Neighbors Classifier -2022-06-21 19:10:25,865:INFO:Total runtime is 0.04985818862915039 minutes -2022-06-21 19:10:25,866:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:25,866:INFO:Initializing create_model() -2022-06-21 19:10:25,867:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:25,867:INFO:Checking exceptions -2022-06-21 19:10:25,869:INFO:Importing libraries -2022-06-21 19:10:25,869:INFO:Copying training dataset -2022-06-21 19:10:25,875:INFO:Defining folds -2022-06-21 19:10:25,875:INFO:Declaring metric variables -2022-06-21 19:10:25,875:INFO:Importing untrained model -2022-06-21 19:10:25,876:INFO:K Neighbors Classifier Imported successfully -2022-06-21 19:10:25,877:INFO:Starting cross validation -2022-06-21 19:10:25,878:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:25,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,922:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,938:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,984:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,984:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:25,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,026:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,026:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,048:INFO:Calculating mean and std -2022-06-21 19:10:26,049:INFO:Creating metrics dataframe -2022-06-21 19:10:26,054:INFO:Uploading results into container -2022-06-21 19:10:26,055:INFO:Uploading model into container now -2022-06-21 19:10:26,055:INFO:master_model_container: 2 -2022-06-21 19:10:26,056:INFO:display_container: 2 -2022-06-21 19:10:26,056:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 19:10:26,056:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:26,262:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:26,263:INFO:Creating metrics dataframe -2022-06-21 19:10:26,272:INFO:Initializing Naive Bayes -2022-06-21 19:10:26,273:INFO:Total runtime is 0.05664727290471395 minutes -2022-06-21 19:10:26,274:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:26,274:INFO:Initializing create_model() -2022-06-21 19:10:26,275:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:26,275:INFO:Checking exceptions -2022-06-21 19:10:26,280:INFO:Importing libraries -2022-06-21 19:10:26,281:INFO:Copying training dataset -2022-06-21 19:10:26,288:INFO:Defining folds -2022-06-21 19:10:26,289:INFO:Declaring metric variables -2022-06-21 19:10:26,289:INFO:Importing untrained model -2022-06-21 19:10:26,290:INFO:Naive Bayes Imported successfully -2022-06-21 19:10:26,291:INFO:Starting cross validation -2022-06-21 19:10:26,291:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:26,324:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,410:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,434:INFO:Calculating mean and std -2022-06-21 19:10:26,435:INFO:Creating metrics dataframe -2022-06-21 19:10:26,440:INFO:Uploading results into container -2022-06-21 19:10:26,440:INFO:Uploading model into container now -2022-06-21 19:10:26,441:INFO:master_model_container: 3 -2022-06-21 19:10:26,442:INFO:display_container: 2 -2022-06-21 19:10:26,442:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 19:10:26,442:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:26,677:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:26,677:INFO:Creating metrics dataframe -2022-06-21 19:10:26,686:INFO:Initializing Decision Tree Classifier -2022-06-21 19:10:26,686:INFO:Total runtime is 0.0635438601175944 minutes -2022-06-21 19:10:26,687:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:26,687:INFO:Initializing create_model() -2022-06-21 19:10:26,687:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:26,688:INFO:Checking exceptions -2022-06-21 19:10:26,691:INFO:Importing libraries -2022-06-21 19:10:26,692:INFO:Copying training dataset -2022-06-21 19:10:26,695:INFO:Defining folds -2022-06-21 19:10:26,695:INFO:Declaring metric variables -2022-06-21 19:10:26,696:INFO:Importing untrained model -2022-06-21 19:10:26,697:INFO:Decision Tree Classifier Imported successfully -2022-06-21 19:10:26,697:INFO:Starting cross validation -2022-06-21 19:10:26,698:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:26,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,753:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,755:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,756:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,786:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:26,839:INFO:Calculating mean and std -2022-06-21 19:10:26,840:INFO:Creating metrics dataframe -2022-06-21 19:10:26,846:INFO:Uploading results into container -2022-06-21 19:10:26,847:INFO:Uploading model into container now -2022-06-21 19:10:26,848:INFO:master_model_container: 4 -2022-06-21 19:10:26,848:INFO:display_container: 2 -2022-06-21 19:10:26,849:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=8102, splitter='best') -2022-06-21 19:10:26,849:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:27,055:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:27,055:INFO:Creating metrics dataframe -2022-06-21 19:10:27,062:INFO:Initializing SVM - Linear Kernel -2022-06-21 19:10:27,063:INFO:Total runtime is 0.06981494426727294 minutes -2022-06-21 19:10:27,063:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:27,064:INFO:Initializing create_model() -2022-06-21 19:10:27,064:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:27,064:INFO:Checking exceptions -2022-06-21 19:10:27,068:INFO:Importing libraries -2022-06-21 19:10:27,068:INFO:Copying training dataset -2022-06-21 19:10:27,071:INFO:Defining folds -2022-06-21 19:10:27,072:INFO:Declaring metric variables -2022-06-21 19:10:27,072:INFO:Importing untrained model -2022-06-21 19:10:27,073:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 19:10:27,074:INFO:Starting cross validation -2022-06-21 19:10:27,075:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:27,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,111:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,132:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,144:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:27,151:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,177:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,231:INFO:Calculating mean and std -2022-06-21 19:10:27,232:INFO:Creating metrics dataframe -2022-06-21 19:10:27,239:INFO:Uploading results into container -2022-06-21 19:10:27,240:INFO:Uploading model into container now -2022-06-21 19:10:27,241:INFO:master_model_container: 5 -2022-06-21 19:10:27,241:INFO:display_container: 2 -2022-06-21 19:10:27,243:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=8102, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 19:10:27,243:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:27,447:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:27,448:INFO:Creating metrics dataframe -2022-06-21 19:10:27,455:INFO:Initializing Ridge Classifier -2022-06-21 19:10:27,455:INFO:Total runtime is 0.07636001507441202 minutes -2022-06-21 19:10:27,456:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:27,457:INFO:Initializing create_model() -2022-06-21 19:10:27,457:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:27,459:INFO:Checking exceptions -2022-06-21 19:10:27,463:INFO:Importing libraries -2022-06-21 19:10:27,463:INFO:Copying training dataset -2022-06-21 19:10:27,476:INFO:Defining folds -2022-06-21 19:10:27,476:INFO:Declaring metric variables -2022-06-21 19:10:27,477:INFO:Importing untrained model -2022-06-21 19:10:27,478:INFO:Ridge Classifier Imported successfully -2022-06-21 19:10:27,480:INFO:Starting cross validation -2022-06-21 19:10:27,481:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:27,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,593:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,602:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,612:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,623:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:27,641:INFO:Calculating mean and std -2022-06-21 19:10:27,642:INFO:Creating metrics dataframe -2022-06-21 19:10:27,648:INFO:Uploading results into container -2022-06-21 19:10:27,649:INFO:Uploading model into container now -2022-06-21 19:10:27,650:INFO:master_model_container: 6 -2022-06-21 19:10:27,651:INFO:display_container: 2 -2022-06-21 19:10:27,651:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=8102, solver='auto', tol=0.001) -2022-06-21 19:10:27,652:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:27,856:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:27,856:INFO:Creating metrics dataframe -2022-06-21 19:10:27,863:INFO:Initializing Random Forest Classifier -2022-06-21 19:10:27,863:INFO:Total runtime is 0.08315812349319457 minutes -2022-06-21 19:10:27,864:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:27,864:INFO:Initializing create_model() -2022-06-21 19:10:27,865:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:27,865:INFO:Checking exceptions -2022-06-21 19:10:27,870:INFO:Importing libraries -2022-06-21 19:10:27,871:INFO:Copying training dataset -2022-06-21 19:10:27,878:INFO:Defining folds -2022-06-21 19:10:27,879:INFO:Declaring metric variables -2022-06-21 19:10:27,879:INFO:Importing untrained model -2022-06-21 19:10:27,880:INFO:Random Forest Classifier Imported successfully -2022-06-21 19:10:27,881:INFO:Starting cross validation -2022-06-21 19:10:27,882:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:28,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,176:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,199:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,202:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,216:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,534:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,867:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,871:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:28,902:INFO:Calculating mean and std -2022-06-21 19:10:28,903:INFO:Creating metrics dataframe -2022-06-21 19:10:28,909:INFO:Uploading results into container -2022-06-21 19:10:28,910:INFO:Uploading model into container now -2022-06-21 19:10:28,910:INFO:master_model_container: 7 -2022-06-21 19:10:28,911:INFO:display_container: 2 -2022-06-21 19:10:28,912:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=8102, verbose=0, warm_start=False) -2022-06-21 19:10:28,912:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:29,121:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:29,121:INFO:Creating metrics dataframe -2022-06-21 19:10:29,129:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 19:10:29,129:INFO:Total runtime is 0.10426054795583088 minutes -2022-06-21 19:10:29,130:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:29,131:INFO:Initializing create_model() -2022-06-21 19:10:29,131:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:29,132:INFO:Checking exceptions -2022-06-21 19:10:29,137:INFO:Importing libraries -2022-06-21 19:10:29,138:INFO:Copying training dataset -2022-06-21 19:10:29,144:INFO:Defining folds -2022-06-21 19:10:29,144:INFO:Declaring metric variables -2022-06-21 19:10:29,145:INFO:Importing untrained model -2022-06-21 19:10:29,146:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 19:10:29,147:INFO:Starting cross validation -2022-06-21 19:10:29,148:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:29,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,195:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,202:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,272:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,279:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,295:INFO:Calculating mean and std -2022-06-21 19:10:29,296:INFO:Creating metrics dataframe -2022-06-21 19:10:29,302:INFO:Uploading results into container -2022-06-21 19:10:29,302:INFO:Uploading model into container now -2022-06-21 19:10:29,303:INFO:master_model_container: 8 -2022-06-21 19:10:29,303:INFO:display_container: 2 -2022-06-21 19:10:29,304:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 19:10:29,304:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:29,526:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:29,527:INFO:Creating metrics dataframe -2022-06-21 19:10:29,536:INFO:Initializing Ada Boost Classifier -2022-06-21 19:10:29,537:INFO:Total runtime is 0.11105356613794962 minutes -2022-06-21 19:10:29,538:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:29,539:INFO:Initializing create_model() -2022-06-21 19:10:29,539:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:29,540:INFO:Checking exceptions -2022-06-21 19:10:29,544:INFO:Importing libraries -2022-06-21 19:10:29,545:INFO:Copying training dataset -2022-06-21 19:10:29,556:INFO:Defining folds -2022-06-21 19:10:29,556:INFO:Declaring metric variables -2022-06-21 19:10:29,557:INFO:Importing untrained model -2022-06-21 19:10:29,558:INFO:Ada Boost Classifier Imported successfully -2022-06-21 19:10:29,559:INFO:Starting cross validation -2022-06-21 19:10:29,560:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:29,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,920:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:29,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,034:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,065:INFO:Calculating mean and std -2022-06-21 19:10:30,066:INFO:Creating metrics dataframe -2022-06-21 19:10:30,071:INFO:Uploading results into container -2022-06-21 19:10:30,072:INFO:Uploading model into container now -2022-06-21 19:10:30,073:INFO:master_model_container: 9 -2022-06-21 19:10:30,073:INFO:display_container: 2 -2022-06-21 19:10:30,074:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=8102) -2022-06-21 19:10:30,074:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:30,279:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:30,280:INFO:Creating metrics dataframe -2022-06-21 19:10:30,288:INFO:Initializing Gradient Boosting Classifier -2022-06-21 19:10:30,288:INFO:Total runtime is 0.12357797622680664 minutes -2022-06-21 19:10:30,289:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:30,291:INFO:Initializing create_model() -2022-06-21 19:10:30,292:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:30,292:INFO:Checking exceptions -2022-06-21 19:10:30,294:INFO:Importing libraries -2022-06-21 19:10:30,294:INFO:Copying training dataset -2022-06-21 19:10:30,297:INFO:Defining folds -2022-06-21 19:10:30,298:INFO:Declaring metric variables -2022-06-21 19:10:30,298:INFO:Importing untrained model -2022-06-21 19:10:30,301:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 19:10:30,304:INFO:Starting cross validation -2022-06-21 19:10:30,306:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:30,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,528:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,534:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,763:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,775:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,934:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:30,944:INFO:Calculating mean and std -2022-06-21 19:10:30,945:INFO:Creating metrics dataframe -2022-06-21 19:10:30,952:INFO:Uploading results into container -2022-06-21 19:10:30,953:INFO:Uploading model into container now -2022-06-21 19:10:30,953:INFO:master_model_container: 10 -2022-06-21 19:10:30,953:INFO:display_container: 2 -2022-06-21 19:10:30,954:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=8102, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 19:10:30,954:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:31,157:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:31,158:INFO:Creating metrics dataframe -2022-06-21 19:10:31,166:INFO:Initializing Linear Discriminant Analysis -2022-06-21 19:10:31,166:INFO:Total runtime is 0.1382113774617513 minutes -2022-06-21 19:10:31,167:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:31,170:INFO:Initializing create_model() -2022-06-21 19:10:31,171:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:31,171:INFO:Checking exceptions -2022-06-21 19:10:31,178:INFO:Importing libraries -2022-06-21 19:10:31,178:INFO:Copying training dataset -2022-06-21 19:10:31,181:INFO:Defining folds -2022-06-21 19:10:31,181:INFO:Declaring metric variables -2022-06-21 19:10:31,182:INFO:Importing untrained model -2022-06-21 19:10:31,182:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 19:10:31,183:INFO:Starting cross validation -2022-06-21 19:10:31,184:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:31,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,242:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,252:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,276:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,282:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,322:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,329:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,340:INFO:Calculating mean and std -2022-06-21 19:10:31,341:INFO:Creating metrics dataframe -2022-06-21 19:10:31,346:INFO:Uploading results into container -2022-06-21 19:10:31,347:INFO:Uploading model into container now -2022-06-21 19:10:31,348:INFO:master_model_container: 11 -2022-06-21 19:10:31,348:INFO:display_container: 2 -2022-06-21 19:10:31,349:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 19:10:31,349:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:31,582:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:31,582:INFO:Creating metrics dataframe -2022-06-21 19:10:31,591:INFO:Initializing Extra Trees Classifier -2022-06-21 19:10:31,591:INFO:Total runtime is 0.14529612461725872 minutes -2022-06-21 19:10:31,592:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:31,593:INFO:Initializing create_model() -2022-06-21 19:10:31,593:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:31,594:INFO:Checking exceptions -2022-06-21 19:10:31,597:INFO:Importing libraries -2022-06-21 19:10:31,598:INFO:Copying training dataset -2022-06-21 19:10:31,606:INFO:Defining folds -2022-06-21 19:10:31,606:INFO:Declaring metric variables -2022-06-21 19:10:31,607:INFO:Importing untrained model -2022-06-21 19:10:31,607:INFO:Extra Trees Classifier Imported successfully -2022-06-21 19:10:31,608:INFO:Starting cross validation -2022-06-21 19:10:31,609:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:31,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,843:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,864:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:31,873:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,146:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,152:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:32,431:INFO:Calculating mean and std -2022-06-21 19:10:32,432:INFO:Creating metrics dataframe -2022-06-21 19:10:32,437:INFO:Uploading results into container -2022-06-21 19:10:32,438:INFO:Uploading model into container now -2022-06-21 19:10:32,438:INFO:master_model_container: 12 -2022-06-21 19:10:32,438:INFO:display_container: 2 -2022-06-21 19:10:32,439:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=8102, verbose=0, warm_start=False) -2022-06-21 19:10:32,440:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:32,673:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:32,673:INFO:Creating metrics dataframe -2022-06-21 19:10:32,680:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:10:32,681:INFO:Total runtime is 0.16344629128774008 minutes -2022-06-21 19:10:32,681:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:32,682:INFO:Initializing create_model() -2022-06-21 19:10:32,682:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:32,682:INFO:Checking exceptions -2022-06-21 19:10:32,686:INFO:Importing libraries -2022-06-21 19:10:32,686:INFO:Copying training dataset -2022-06-21 19:10:32,689:INFO:Defining folds -2022-06-21 19:10:32,689:INFO:Declaring metric variables -2022-06-21 19:10:32,690:INFO:Importing untrained model -2022-06-21 19:10:32,691:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:10:32,692:INFO:Starting cross validation -2022-06-21 19:10:32,694:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:33,331:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:33,331:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:33,331:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:33,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:34,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:34,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:34,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:34,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:34,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:34,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:34,238:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:34,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:34,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:34,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:34,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:34,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:34,295:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:34,364:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:34,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:34,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:34,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:34,499:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:34,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:34,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:34,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:35,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:35,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:35,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:35,094:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:35,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:35,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:35,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:35,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:35,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:35,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:35,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:35,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:35,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:10:35,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:35,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:35,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:35,942:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:36,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:36,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:36,082:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:36,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:36,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:36,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:36,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:36,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:10:36,217:INFO:Calculating mean and std -2022-06-21 19:10:36,223:INFO:Creating metrics dataframe -2022-06-21 19:10:36,237:INFO:Uploading results into container -2022-06-21 19:10:36,237:INFO:Uploading model into container now -2022-06-21 19:10:36,238:INFO:master_model_container: 13 -2022-06-21 19:10:36,238:INFO:display_container: 2 -2022-06-21 19:10:36,241:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=8102, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 19:10:36,242:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:36,566:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:36,567:INFO:Creating metrics dataframe -2022-06-21 19:10:36,583:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:10:36,585:INFO:Total runtime is 0.2285212834676107 minutes -2022-06-21 19:10:36,591:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:36,594:INFO:Initializing create_model() -2022-06-21 19:10:36,596:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:36,596:INFO:Checking exceptions -2022-06-21 19:10:36,600:INFO:Importing libraries -2022-06-21 19:10:36,600:INFO:Copying training dataset -2022-06-21 19:10:36,616:INFO:Defining folds -2022-06-21 19:10:36,616:INFO:Declaring metric variables -2022-06-21 19:10:36,618:INFO:Importing untrained model -2022-06-21 19:10:36,622:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:10:36,625:INFO:Starting cross validation -2022-06-21 19:10:36,626:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:39,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:39,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:39,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:39,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:40,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:40,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:41,047:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:41,075:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:41,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:41,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:41,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:42,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:42,719:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:42,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:43,746:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:43,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:44,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:44,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:44,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:44,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:44,486:INFO:Calculating mean and std -2022-06-21 19:10:44,487:INFO:Creating metrics dataframe -2022-06-21 19:10:44,494:INFO:Uploading results into container -2022-06-21 19:10:44,495:INFO:Uploading model into container now -2022-06-21 19:10:44,496:INFO:master_model_container: 14 -2022-06-21 19:10:44,496:INFO:display_container: 2 -2022-06-21 19:10:44,497:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=8102, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 19:10:44,497:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:44,853:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:44,853:INFO:Creating metrics dataframe -2022-06-21 19:10:44,862:INFO:Initializing CatBoost Classifier -2022-06-21 19:10:44,863:INFO:Total runtime is 0.36648999849955244 minutes -2022-06-21 19:10:44,864:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:44,865:INFO:Initializing create_model() -2022-06-21 19:10:44,865:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:44,866:INFO:Checking exceptions -2022-06-21 19:10:44,869:INFO:Importing libraries -2022-06-21 19:10:44,869:INFO:Copying training dataset -2022-06-21 19:10:44,873:INFO:Defining folds -2022-06-21 19:10:44,873:INFO:Declaring metric variables -2022-06-21 19:10:44,874:INFO:Importing untrained model -2022-06-21 19:10:44,877:INFO:CatBoost Classifier Imported successfully -2022-06-21 19:10:44,880:INFO:Starting cross validation -2022-06-21 19:10:44,881:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:50,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:50,091:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:50,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:50,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:50,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:50,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:50,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:50,809:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:55,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:55,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:55,075:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:55,095:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:55,295:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:55,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:55,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:55,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,165:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,171:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,245:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,250:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,259:INFO:Calculating mean and std -2022-06-21 19:10:57,260:INFO:Creating metrics dataframe -2022-06-21 19:10:57,266:INFO:Uploading results into container -2022-06-21 19:10:57,266:INFO:Uploading model into container now -2022-06-21 19:10:57,267:INFO:master_model_container: 15 -2022-06-21 19:10:57,267:INFO:display_container: 2 -2022-06-21 19:10:57,268:INFO: -2022-06-21 19:10:57,268:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:57,479:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:57,480:INFO:Creating metrics dataframe -2022-06-21 19:10:57,493:INFO:Initializing Dummy Classifier -2022-06-21 19:10:57,493:INFO:Total runtime is 0.5769899328549704 minutes -2022-06-21 19:10:57,495:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:57,496:INFO:Initializing create_model() -2022-06-21 19:10:57,496:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:57,497:INFO:Checking exceptions -2022-06-21 19:10:57,508:INFO:Importing libraries -2022-06-21 19:10:57,508:INFO:Copying training dataset -2022-06-21 19:10:57,514:INFO:Defining folds -2022-06-21 19:10:57,514:INFO:Declaring metric variables -2022-06-21 19:10:57,515:INFO:Importing untrained model -2022-06-21 19:10:57,516:INFO:Dummy Classifier Imported successfully -2022-06-21 19:10:57,518:INFO:Starting cross validation -2022-06-21 19:10:57,519:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:57,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,568:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,584:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,612:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,614:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,644:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,654:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:57,667:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:10:57,672:INFO:Calculating mean and std -2022-06-21 19:10:57,673:INFO:Creating metrics dataframe -2022-06-21 19:10:57,681:INFO:Uploading results into container -2022-06-21 19:10:57,681:INFO:Uploading model into container now -2022-06-21 19:10:57,682:INFO:master_model_container: 16 -2022-06-21 19:10:57,682:INFO:display_container: 2 -2022-06-21 19:10:57,683:INFO:DummyClassifier(constant=None, random_state=8102, strategy='prior') -2022-06-21 19:10:57,683:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:57,883:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:57,884:INFO:Creating metrics dataframe -2022-06-21 19:10:57,895:INFO:Initializing create_model() -2022-06-21 19:10:57,895:INFO:create_model(self=, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=8102, solver='auto', tol=0.001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:10:57,895:INFO:Checking exceptions -2022-06-21 19:10:57,899:INFO:Importing libraries -2022-06-21 19:10:57,899:INFO:Copying training dataset -2022-06-21 19:10:57,907:INFO:Defining folds -2022-06-21 19:10:57,907:INFO:Declaring metric variables -2022-06-21 19:10:57,908:INFO:Importing untrained model -2022-06-21 19:10:57,908:INFO:Declaring custom model -2022-06-21 19:10:57,909:INFO:Ridge Classifier Imported successfully -2022-06-21 19:10:57,910:INFO:Cross validation set to False -2022-06-21 19:10:57,910:INFO:Fitting Model -2022-06-21 19:10:57,961:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=8102, solver='auto', tol=0.001) -2022-06-21 19:10:57,961:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:58,178:INFO: Model Accuracy AUC Recall Prec. \ -ridge Ridge Classifier 0.7857 0.0000 0.5708 0.7610 -lda Linear Discriminant Analysis 0.7764 0.8302 0.5708 0.7329 -lr Logistic Regression 0.7727 0.8290 0.5708 0.7253 -qda Quadratic Discriminant Analysis 0.7726 0.8212 0.5813 0.7137 -nb Naive Bayes 0.7671 0.8194 0.6140 0.6925 -catboost CatBoost Classifier 0.7557 0.8330 0.5696 0.6774 -rf Random Forest Classifier 0.7464 0.8249 0.5480 0.6603 -et Extra Trees Classifier 0.7446 0.8259 0.5222 0.6773 -ada Ada Boost Classifier 0.7427 0.8110 0.5807 0.6488 -lightgbm Light Gradient Boosting Machine 0.7410 0.7948 0.5819 0.6427 -xgboost Extreme Gradient Boosting 0.7318 0.7911 0.5816 0.6258 -gbc Gradient Boosting Classifier 0.7316 0.8057 0.5327 0.6378 -knn K Neighbors Classifier 0.7093 0.7600 0.5442 0.5894 -dt Decision Tree Classifier 0.7036 0.6703 0.5605 0.5834 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5943 0.0000 0.3845 0.4107 - - F1 Kappa MCC TT (Sec) -ridge 0.6438 0.4967 0.5124 0.016 -lda 0.6340 0.4784 0.4908 0.016 -lr 0.6306 0.4715 0.4836 0.272 -qda 0.6361 0.4742 0.4827 0.015 -nb 0.6461 0.4740 0.4797 0.014 -catboost 0.6124 0.4376 0.4451 1.238 -rf 0.5925 0.4128 0.4202 0.102 -et 0.5826 0.4046 0.4160 0.082 -ada 0.6062 0.4175 0.4233 0.050 -lightgbm 0.6086 0.4161 0.4189 0.786 -xgboost 0.5991 0.3988 0.4020 0.352 -gbc 0.5741 0.3822 0.3892 0.064 -knn 0.5636 0.3469 0.3487 0.017 -dt 0.5666 0.3430 0.3471 0.014 -dummy 0.0000 0.0000 0.0000 0.015 -svm 0.3475 0.0919 0.1034 0.015 -2022-06-21 19:10:58,179:INFO:master_model_container: 16 -2022-06-21 19:10:58,179:INFO:display_container: 2 -2022-06-21 19:10:58,180:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=8102, solver='auto', tol=0.001) -2022-06-21 19:10:58,181:INFO:compare_models() successfully completed...................................... -2022-06-21 19:10:58,396:INFO:PyCaret ClassificationExperiment -2022-06-21 19:10:58,398:INFO:Logging name: clf-default-name -2022-06-21 19:10:58,398:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 19:10:58,398:INFO:version 3.0.0.rc1 -2022-06-21 19:10:58,398:INFO:Initializing setup() -2022-06-21 19:10:58,398:INFO:self.USI: 3c7a -2022-06-21 19:10:58,399:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 19:10:58,399:INFO:Checking environment -2022-06-21 19:10:58,399:INFO:python_version: 3.9.7 -2022-06-21 19:10:58,399:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:10:58,400:INFO:machine: x86_64 -2022-06-21 19:10:58,400:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:10:58,401:INFO:Memory: svmem(total=8230690816, available=1380806656, percent=83.2, used=5729714176, free=307036160, active=3231109120, inactive=3881275392, buffers=90427392, cached=2103513088, shared=825475072, slab=365883392) -2022-06-21 19:10:58,401:INFO:Physical Core: 2 -2022-06-21 19:10:58,402:INFO:Logical Core: 4 -2022-06-21 19:10:58,402:INFO:Checking libraries -2022-06-21 19:10:58,402:INFO: -System: -2022-06-21 19:10:58,403:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:10:58,403:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:10:58,403:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:10:58,403:INFO: -PyCaret required dependencies: -2022-06-21 19:10:58,404:INFO: pip: 22.1.2 -2022-06-21 19:10:58,404:INFO: setuptools: 58.0.4 -2022-06-21 19:10:58,405:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:10:58,405:INFO: ipython: Not installed -2022-06-21 19:10:58,405:INFO: ipywidgets: 7.6.5 -2022-06-21 19:10:58,406:INFO: tqdm: 4.62.3 -2022-06-21 19:10:58,406:INFO: numpy: 1.21.5 -2022-06-21 19:10:58,406:INFO: pandas: 1.3.5 -2022-06-21 19:10:58,406:INFO: jinja2: 3.0.3 -2022-06-21 19:10:58,407:INFO: scipy: 1.7.1 -2022-06-21 19:10:58,407:INFO: joblib: 1.1.0 -2022-06-21 19:10:58,407:INFO: sklearn: 1.1.1 -2022-06-21 19:10:58,407:INFO: pyod: Installed but version unavailable -2022-06-21 19:10:58,408:INFO: imblearn: 0.9.1 -2022-06-21 19:10:58,408:INFO: category_encoders: 2.5.0 -2022-06-21 19:10:58,408:INFO: lightgbm: 3.2.1 -2022-06-21 19:10:58,409:INFO: numba: 0.55.2 -2022-06-21 19:10:58,409:INFO: requests: 2.27.1 -2022-06-21 19:10:58,409:INFO: matplotlib: 3.4.3 -2022-06-21 19:10:58,410:INFO: scikitplot: 0.3.7 -2022-06-21 19:10:58,410:INFO: yellowbrick: 1.4 -2022-06-21 19:10:58,410:INFO: plotly: 5.5.0 -2022-06-21 19:10:58,410:INFO: kaleido: 0.2.1 -2022-06-21 19:10:58,411:INFO: statsmodels: 0.12.2 -2022-06-21 19:10:58,411:INFO: sktime: 0.11.4 -2022-06-21 19:10:58,411:INFO: tbats: Installed but version unavailable -2022-06-21 19:10:58,412:INFO: pmdarima: 1.8.5 -2022-06-21 19:10:58,412:INFO: psutil: 5.9.0 -2022-06-21 19:10:58,412:INFO: -PyCaret optional dependencies: -2022-06-21 19:10:58,415:INFO: shap: 0.39.0 -2022-06-21 19:10:58,415:INFO: interpret: 0.2.7 -2022-06-21 19:10:58,416:INFO: umap: 0.5.3 -2022-06-21 19:10:58,416:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:10:58,416:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:10:58,416:INFO: autoviz: 0.1.39 -2022-06-21 19:10:58,416:INFO: fairlearn: 0.7.0 -2022-06-21 19:10:58,416:INFO: xgboost: 1.4.0 -2022-06-21 19:10:58,416:INFO: catboost: 1.0.6 -2022-06-21 19:10:58,416:INFO: kmodes: 0.12.1 -2022-06-21 19:10:58,416:INFO: mlxtend: 0.20.0 -2022-06-21 19:10:58,416:INFO: statsforecast: 0.5.5 -2022-06-21 19:10:58,417:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:10:58,417:INFO: ray: 1.12.1 -2022-06-21 19:10:58,418:INFO: hyperopt: 0.2.7 -2022-06-21 19:10:58,418:INFO: optuna: 2.10.0 -2022-06-21 19:10:58,418:INFO: skopt: 0.9.0 -2022-06-21 19:10:58,419:INFO: mlflow: 1.26.1 -2022-06-21 19:10:58,419:INFO: gradio: 3.0.11 -2022-06-21 19:10:58,419:INFO: fastapi: 0.75.2 -2022-06-21 19:10:58,419:INFO: uvicorn: 0.17.6 -2022-06-21 19:10:58,420:INFO: m2cgen: 0.10.0 -2022-06-21 19:10:58,420:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:10:58,420:INFO: nltk: 3.6.5 -2022-06-21 19:10:58,421:INFO: pyLDAvis: Not installed -2022-06-21 19:10:58,421:INFO: gensim: Not installed -2022-06-21 19:10:58,421:INFO: spacy: Not installed -2022-06-21 19:10:58,422:INFO: wordcloud: 1.8.1 -2022-06-21 19:10:58,423:INFO: textblob: 0.17.1 -2022-06-21 19:10:58,423:INFO: fugue: 0.6.6 -2022-06-21 19:10:58,424:INFO: streamlit: 1.10.0 -2022-06-21 19:10:58,425:INFO: prophet: Not installed -2022-06-21 19:10:58,426:INFO:None -2022-06-21 19:10:58,427:INFO:Set up data. -2022-06-21 19:10:58,437:INFO:Set up train/test split. -2022-06-21 19:10:58,448:INFO:Assigning column types. -2022-06-21 19:10:58,464:INFO:Set up folding strategy. -2022-06-21 19:10:58,465:INFO:Preparing preprocessing pipeline... -2022-06-21 19:10:58,467:INFO:Set up simple imputation. -2022-06-21 19:10:58,549:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:10:58,556:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 19:10:58,557:INFO:Creating final display dataframe. -2022-06-21 19:10:58,652:INFO:Setup display_container: Description Value -0 Session id 2830 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 3c7a -2022-06-21 19:10:58,659:INFO: Description Value -0 Session id 2830 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 3c7a -2022-06-21 19:10:58,809:INFO:setup() successfully completed in 0.42s............... -2022-06-21 19:10:58,809:INFO:Initializing compare_models() -2022-06-21 19:10:58,809:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:10:58,809:INFO:Checking exceptions -2022-06-21 19:10:58,813:INFO:Preparing display monitor -2022-06-21 19:10:58,818:INFO:Initializing Logistic Regression -2022-06-21 19:10:58,818:INFO:Total runtime is 6.862481435139974e-06 minutes -2022-06-21 19:10:58,819:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:58,820:INFO:Initializing create_model() -2022-06-21 19:10:58,820:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:58,821:INFO:Checking exceptions -2022-06-21 19:10:58,823:INFO:Importing libraries -2022-06-21 19:10:58,823:INFO:Copying training dataset -2022-06-21 19:10:58,826:INFO:Defining folds -2022-06-21 19:10:58,827:INFO:Declaring metric variables -2022-06-21 19:10:58,827:INFO:Importing untrained model -2022-06-21 19:10:58,829:INFO:Logistic Regression Imported successfully -2022-06-21 19:10:58,831:INFO:Starting cross validation -2022-06-21 19:10:58,832:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:58,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:58,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:58,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:58,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:58,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:58,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:58,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:58,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,141:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,212:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,217:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,236:INFO:Calculating mean and std -2022-06-21 19:10:59,237:INFO:Creating metrics dataframe -2022-06-21 19:10:59,243:INFO:Uploading results into container -2022-06-21 19:10:59,243:INFO:Uploading model into container now -2022-06-21 19:10:59,244:INFO:master_model_container: 1 -2022-06-21 19:10:59,244:INFO:display_container: 2 -2022-06-21 19:10:59,245:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=2830, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:10:59,245:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:59,447:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:59,447:INFO:Creating metrics dataframe -2022-06-21 19:10:59,453:INFO:Initializing K Neighbors Classifier -2022-06-21 19:10:59,453:INFO:Total runtime is 0.010589500268300375 minutes -2022-06-21 19:10:59,454:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:59,454:INFO:Initializing create_model() -2022-06-21 19:10:59,454:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:59,455:INFO:Checking exceptions -2022-06-21 19:10:59,460:INFO:Importing libraries -2022-06-21 19:10:59,460:INFO:Copying training dataset -2022-06-21 19:10:59,471:INFO:Defining folds -2022-06-21 19:10:59,471:INFO:Declaring metric variables -2022-06-21 19:10:59,472:INFO:Importing untrained model -2022-06-21 19:10:59,474:INFO:K Neighbors Classifier Imported successfully -2022-06-21 19:10:59,476:INFO:Starting cross validation -2022-06-21 19:10:59,477:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:59,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,536:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,597:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,640:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,666:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,683:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,721:INFO:Calculating mean and std -2022-06-21 19:10:59,722:INFO:Creating metrics dataframe -2022-06-21 19:10:59,728:INFO:Uploading results into container -2022-06-21 19:10:59,728:INFO:Uploading model into container now -2022-06-21 19:10:59,729:INFO:master_model_container: 2 -2022-06-21 19:10:59,729:INFO:display_container: 2 -2022-06-21 19:10:59,730:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 19:10:59,730:INFO:create_model() successfully completed...................................... -2022-06-21 19:10:59,941:INFO:SubProcess create_model() end ================================== -2022-06-21 19:10:59,941:INFO:Creating metrics dataframe -2022-06-21 19:10:59,948:INFO:Initializing Naive Bayes -2022-06-21 19:10:59,948:INFO:Total runtime is 0.018843889236450195 minutes -2022-06-21 19:10:59,949:INFO:SubProcess create_model() called ================================== -2022-06-21 19:10:59,949:INFO:Initializing create_model() -2022-06-21 19:10:59,950:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:10:59,950:INFO:Checking exceptions -2022-06-21 19:10:59,952:INFO:Importing libraries -2022-06-21 19:10:59,952:INFO:Copying training dataset -2022-06-21 19:10:59,958:INFO:Defining folds -2022-06-21 19:10:59,958:INFO:Declaring metric variables -2022-06-21 19:10:59,959:INFO:Importing untrained model -2022-06-21 19:10:59,960:INFO:Naive Bayes Imported successfully -2022-06-21 19:10:59,961:INFO:Starting cross validation -2022-06-21 19:10:59,961:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:10:59,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,996:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:10:59,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,012:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,026:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,089:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,109:INFO:Calculating mean and std -2022-06-21 19:11:00,110:INFO:Creating metrics dataframe -2022-06-21 19:11:00,115:INFO:Uploading results into container -2022-06-21 19:11:00,116:INFO:Uploading model into container now -2022-06-21 19:11:00,117:INFO:master_model_container: 3 -2022-06-21 19:11:00,117:INFO:display_container: 2 -2022-06-21 19:11:00,117:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 19:11:00,118:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:00,322:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:00,323:INFO:Creating metrics dataframe -2022-06-21 19:11:00,330:INFO:Initializing Decision Tree Classifier -2022-06-21 19:11:00,331:INFO:Total runtime is 0.02522050142288208 minutes -2022-06-21 19:11:00,332:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:00,333:INFO:Initializing create_model() -2022-06-21 19:11:00,334:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:00,334:INFO:Checking exceptions -2022-06-21 19:11:00,336:INFO:Importing libraries -2022-06-21 19:11:00,336:INFO:Copying training dataset -2022-06-21 19:11:00,339:INFO:Defining folds -2022-06-21 19:11:00,340:INFO:Declaring metric variables -2022-06-21 19:11:00,340:INFO:Importing untrained model -2022-06-21 19:11:00,342:INFO:Decision Tree Classifier Imported successfully -2022-06-21 19:11:00,343:INFO:Starting cross validation -2022-06-21 19:11:00,345:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:00,378:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,390:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,394:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,474:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,493:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,516:INFO:Calculating mean and std -2022-06-21 19:11:00,517:INFO:Creating metrics dataframe -2022-06-21 19:11:00,526:INFO:Uploading results into container -2022-06-21 19:11:00,527:INFO:Uploading model into container now -2022-06-21 19:11:00,528:INFO:master_model_container: 4 -2022-06-21 19:11:00,529:INFO:display_container: 2 -2022-06-21 19:11:00,530:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=2830, splitter='best') -2022-06-21 19:11:00,530:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:00,749:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:00,749:INFO:Creating metrics dataframe -2022-06-21 19:11:00,755:INFO:Initializing SVM - Linear Kernel -2022-06-21 19:11:00,756:INFO:Total runtime is 0.03230191866556803 minutes -2022-06-21 19:11:00,756:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:00,757:INFO:Initializing create_model() -2022-06-21 19:11:00,757:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:00,758:INFO:Checking exceptions -2022-06-21 19:11:00,763:INFO:Importing libraries -2022-06-21 19:11:00,764:INFO:Copying training dataset -2022-06-21 19:11:00,771:INFO:Defining folds -2022-06-21 19:11:00,771:INFO:Declaring metric variables -2022-06-21 19:11:00,771:INFO:Importing untrained model -2022-06-21 19:11:00,772:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 19:11:00,773:INFO:Starting cross validation -2022-06-21 19:11:00,774:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:00,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,813:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:00,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:00,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,864:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:00,905:INFO:Calculating mean and std -2022-06-21 19:11:00,906:INFO:Creating metrics dataframe -2022-06-21 19:11:00,911:INFO:Uploading results into container -2022-06-21 19:11:00,911:INFO:Uploading model into container now -2022-06-21 19:11:00,912:INFO:master_model_container: 5 -2022-06-21 19:11:00,912:INFO:display_container: 2 -2022-06-21 19:11:00,913:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=2830, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 19:11:00,913:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:01,120:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:01,120:INFO:Creating metrics dataframe -2022-06-21 19:11:01,127:INFO:Initializing Ridge Classifier -2022-06-21 19:11:01,127:INFO:Total runtime is 0.038495584328969316 minutes -2022-06-21 19:11:01,128:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:01,128:INFO:Initializing create_model() -2022-06-21 19:11:01,129:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:01,129:INFO:Checking exceptions -2022-06-21 19:11:01,133:INFO:Importing libraries -2022-06-21 19:11:01,133:INFO:Copying training dataset -2022-06-21 19:11:01,136:INFO:Defining folds -2022-06-21 19:11:01,137:INFO:Declaring metric variables -2022-06-21 19:11:01,137:INFO:Importing untrained model -2022-06-21 19:11:01,139:INFO:Ridge Classifier Imported successfully -2022-06-21 19:11:01,140:INFO:Starting cross validation -2022-06-21 19:11:01,142:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:01,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,185:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,185:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,226:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,226:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,228:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,229:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,235:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,237:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,263:INFO:Calculating mean and std -2022-06-21 19:11:01,264:INFO:Creating metrics dataframe -2022-06-21 19:11:01,269:INFO:Uploading results into container -2022-06-21 19:11:01,269:INFO:Uploading model into container now -2022-06-21 19:11:01,270:INFO:master_model_container: 6 -2022-06-21 19:11:01,270:INFO:display_container: 2 -2022-06-21 19:11:01,271:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=2830, solver='auto', tol=0.001) -2022-06-21 19:11:01,271:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:01,483:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:01,483:INFO:Creating metrics dataframe -2022-06-21 19:11:01,497:INFO:Initializing Random Forest Classifier -2022-06-21 19:11:01,498:INFO:Total runtime is 0.04466642141342163 minutes -2022-06-21 19:11:01,500:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:01,502:INFO:Initializing create_model() -2022-06-21 19:11:01,502:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:01,503:INFO:Checking exceptions -2022-06-21 19:11:01,507:INFO:Importing libraries -2022-06-21 19:11:01,508:INFO:Copying training dataset -2022-06-21 19:11:01,519:INFO:Defining folds -2022-06-21 19:11:01,519:INFO:Declaring metric variables -2022-06-21 19:11:01,520:INFO:Importing untrained model -2022-06-21 19:11:01,521:INFO:Random Forest Classifier Imported successfully -2022-06-21 19:11:01,522:INFO:Starting cross validation -2022-06-21 19:11:01,523:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:01,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:01,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,240:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,269:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,573:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,636:INFO:Calculating mean and std -2022-06-21 19:11:02,637:INFO:Creating metrics dataframe -2022-06-21 19:11:02,642:INFO:Uploading results into container -2022-06-21 19:11:02,643:INFO:Uploading model into container now -2022-06-21 19:11:02,643:INFO:master_model_container: 7 -2022-06-21 19:11:02,644:INFO:display_container: 2 -2022-06-21 19:11:02,645:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2830, verbose=0, warm_start=False) -2022-06-21 19:11:02,645:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:02,848:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:02,848:INFO:Creating metrics dataframe -2022-06-21 19:11:02,854:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 19:11:02,855:INFO:Total runtime is 0.0672867178916931 minutes -2022-06-21 19:11:02,855:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:02,856:INFO:Initializing create_model() -2022-06-21 19:11:02,856:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:02,856:INFO:Checking exceptions -2022-06-21 19:11:02,859:INFO:Importing libraries -2022-06-21 19:11:02,859:INFO:Copying training dataset -2022-06-21 19:11:02,867:INFO:Defining folds -2022-06-21 19:11:02,869:INFO:Declaring metric variables -2022-06-21 19:11:02,871:INFO:Importing untrained model -2022-06-21 19:11:02,872:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 19:11:02,872:INFO:Starting cross validation -2022-06-21 19:11:02,873:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:02,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:02,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,008:INFO:Calculating mean and std -2022-06-21 19:11:03,008:INFO:Creating metrics dataframe -2022-06-21 19:11:03,013:INFO:Uploading results into container -2022-06-21 19:11:03,014:INFO:Uploading model into container now -2022-06-21 19:11:03,015:INFO:master_model_container: 8 -2022-06-21 19:11:03,015:INFO:display_container: 2 -2022-06-21 19:11:03,015:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 19:11:03,016:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:03,218:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:03,218:INFO:Creating metrics dataframe -2022-06-21 19:11:03,226:INFO:Initializing Ada Boost Classifier -2022-06-21 19:11:03,226:INFO:Total runtime is 0.07347207864125568 minutes -2022-06-21 19:11:03,227:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:03,227:INFO:Initializing create_model() -2022-06-21 19:11:03,227:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:03,228:INFO:Checking exceptions -2022-06-21 19:11:03,233:INFO:Importing libraries -2022-06-21 19:11:03,234:INFO:Copying training dataset -2022-06-21 19:11:03,241:INFO:Defining folds -2022-06-21 19:11:03,242:INFO:Declaring metric variables -2022-06-21 19:11:03,242:INFO:Importing untrained model -2022-06-21 19:11:03,243:INFO:Ada Boost Classifier Imported successfully -2022-06-21 19:11:03,244:INFO:Starting cross validation -2022-06-21 19:11:03,245:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:03,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,639:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,654:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,782:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:03,813:INFO:Calculating mean and std -2022-06-21 19:11:03,814:INFO:Creating metrics dataframe -2022-06-21 19:11:03,820:INFO:Uploading results into container -2022-06-21 19:11:03,820:INFO:Uploading model into container now -2022-06-21 19:11:03,821:INFO:master_model_container: 9 -2022-06-21 19:11:03,821:INFO:display_container: 2 -2022-06-21 19:11:03,822:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=2830) -2022-06-21 19:11:03,822:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:04,026:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:04,026:INFO:Creating metrics dataframe -2022-06-21 19:11:04,033:INFO:Initializing Gradient Boosting Classifier -2022-06-21 19:11:04,033:INFO:Total runtime is 0.08693122069040933 minutes -2022-06-21 19:11:04,034:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:04,035:INFO:Initializing create_model() -2022-06-21 19:11:04,035:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:04,035:INFO:Checking exceptions -2022-06-21 19:11:04,038:INFO:Importing libraries -2022-06-21 19:11:04,038:INFO:Copying training dataset -2022-06-21 19:11:04,044:INFO:Defining folds -2022-06-21 19:11:04,044:INFO:Declaring metric variables -2022-06-21 19:11:04,045:INFO:Importing untrained model -2022-06-21 19:11:04,050:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 19:11:04,052:INFO:Starting cross validation -2022-06-21 19:11:04,052:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:04,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,248:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,250:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,459:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,464:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,673:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,678:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,680:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,698:INFO:Calculating mean and std -2022-06-21 19:11:04,698:INFO:Creating metrics dataframe -2022-06-21 19:11:04,704:INFO:Uploading results into container -2022-06-21 19:11:04,705:INFO:Uploading model into container now -2022-06-21 19:11:04,705:INFO:master_model_container: 10 -2022-06-21 19:11:04,706:INFO:display_container: 2 -2022-06-21 19:11:04,706:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=2830, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 19:11:04,707:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:04,910:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:04,910:INFO:Creating metrics dataframe -2022-06-21 19:11:04,916:INFO:Initializing Linear Discriminant Analysis -2022-06-21 19:11:04,917:INFO:Total runtime is 0.10165108839670815 minutes -2022-06-21 19:11:04,917:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:04,918:INFO:Initializing create_model() -2022-06-21 19:11:04,918:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:04,918:INFO:Checking exceptions -2022-06-21 19:11:04,925:INFO:Importing libraries -2022-06-21 19:11:04,926:INFO:Copying training dataset -2022-06-21 19:11:04,931:INFO:Defining folds -2022-06-21 19:11:04,931:INFO:Declaring metric variables -2022-06-21 19:11:04,932:INFO:Importing untrained model -2022-06-21 19:11:04,932:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 19:11:04,933:INFO:Starting cross validation -2022-06-21 19:11:04,934:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:04,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,980:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,980:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:04,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,016:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,020:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,023:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,034:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,053:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,053:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,066:INFO:Calculating mean and std -2022-06-21 19:11:05,067:INFO:Creating metrics dataframe -2022-06-21 19:11:05,072:INFO:Uploading results into container -2022-06-21 19:11:05,073:INFO:Uploading model into container now -2022-06-21 19:11:05,074:INFO:master_model_container: 11 -2022-06-21 19:11:05,074:INFO:display_container: 2 -2022-06-21 19:11:05,075:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 19:11:05,075:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:05,277:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:05,277:INFO:Creating metrics dataframe -2022-06-21 19:11:05,285:INFO:Initializing Extra Trees Classifier -2022-06-21 19:11:05,285:INFO:Total runtime is 0.107796041170756 minutes -2022-06-21 19:11:05,286:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:05,288:INFO:Initializing create_model() -2022-06-21 19:11:05,289:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:05,290:INFO:Checking exceptions -2022-06-21 19:11:05,297:INFO:Importing libraries -2022-06-21 19:11:05,297:INFO:Copying training dataset -2022-06-21 19:11:05,300:INFO:Defining folds -2022-06-21 19:11:05,300:INFO:Declaring metric variables -2022-06-21 19:11:05,301:INFO:Importing untrained model -2022-06-21 19:11:05,301:INFO:Extra Trees Classifier Imported successfully -2022-06-21 19:11:05,302:INFO:Starting cross validation -2022-06-21 19:11:05,303:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:05,540:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,541:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,568:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,597:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,632:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,930:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:05,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:06,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:06,020:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:06,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:06,314:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:06,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:06,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:06,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:06,386:INFO:Calculating mean and std -2022-06-21 19:11:06,387:INFO:Creating metrics dataframe -2022-06-21 19:11:06,391:INFO:Uploading results into container -2022-06-21 19:11:06,392:INFO:Uploading model into container now -2022-06-21 19:11:06,393:INFO:master_model_container: 12 -2022-06-21 19:11:06,393:INFO:display_container: 2 -2022-06-21 19:11:06,394:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2830, verbose=0, warm_start=False) -2022-06-21 19:11:06,394:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:06,698:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:06,699:INFO:Creating metrics dataframe -2022-06-21 19:11:06,708:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:11:06,708:INFO:Total runtime is 0.13151094118754067 minutes -2022-06-21 19:11:06,709:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:06,710:INFO:Initializing create_model() -2022-06-21 19:11:06,710:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:06,710:INFO:Checking exceptions -2022-06-21 19:11:06,714:INFO:Importing libraries -2022-06-21 19:11:06,714:INFO:Copying training dataset -2022-06-21 19:11:06,718:INFO:Defining folds -2022-06-21 19:11:06,718:INFO:Declaring metric variables -2022-06-21 19:11:06,719:INFO:Importing untrained model -2022-06-21 19:11:06,721:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:11:06,723:INFO:Starting cross validation -2022-06-21 19:11:06,724:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:06,756:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:06,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:06,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:06,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:07,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:07,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:07,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:07,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:07,975:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:07,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:08,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:08,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:08,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:08,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:08,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:08,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:08,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:08,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:08,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:08,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:08,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:08,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:08,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:08,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:09,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:09,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:09,320:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:09,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:09,359:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:10,141:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,317:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:11:10,358:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,366:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,376:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,749:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:10,753:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:11:10,760:INFO:Calculating mean and std -2022-06-21 19:11:10,762:INFO:Creating metrics dataframe -2022-06-21 19:11:10,767:INFO:Uploading results into container -2022-06-21 19:11:10,768:INFO:Uploading model into container now -2022-06-21 19:11:10,769:INFO:master_model_container: 13 -2022-06-21 19:11:10,769:INFO:display_container: 2 -2022-06-21 19:11:10,770:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=2830, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 19:11:10,770:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:11,006:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:11,006:INFO:Creating metrics dataframe -2022-06-21 19:11:11,015:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:11:11,016:INFO:Total runtime is 0.20329949061075844 minutes -2022-06-21 19:11:11,016:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:11,017:INFO:Initializing create_model() -2022-06-21 19:11:11,017:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:11,017:INFO:Checking exceptions -2022-06-21 19:11:11,021:INFO:Importing libraries -2022-06-21 19:11:11,022:INFO:Copying training dataset -2022-06-21 19:11:11,025:INFO:Defining folds -2022-06-21 19:11:11,025:INFO:Declaring metric variables -2022-06-21 19:11:11,026:INFO:Importing untrained model -2022-06-21 19:11:11,027:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:11:11,030:INFO:Starting cross validation -2022-06-21 19:11:11,032:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:13,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:13,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:13,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:13,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:13,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:13,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:13,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:13,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:15,491:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:15,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:15,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:15,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:16,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:16,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:16,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:16,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:16,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:16,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:16,753:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:16,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:16,770:INFO:Calculating mean and std -2022-06-21 19:11:16,771:INFO:Creating metrics dataframe -2022-06-21 19:11:16,779:INFO:Uploading results into container -2022-06-21 19:11:16,780:INFO:Uploading model into container now -2022-06-21 19:11:16,781:INFO:master_model_container: 14 -2022-06-21 19:11:16,781:INFO:display_container: 2 -2022-06-21 19:11:16,782:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=2830, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 19:11:16,782:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:17,037:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:17,038:INFO:Creating metrics dataframe -2022-06-21 19:11:17,045:INFO:Initializing CatBoost Classifier -2022-06-21 19:11:17,045:INFO:Total runtime is 0.30379220644632976 minutes -2022-06-21 19:11:17,046:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:17,046:INFO:Initializing create_model() -2022-06-21 19:11:17,047:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:17,047:INFO:Checking exceptions -2022-06-21 19:11:17,051:INFO:Importing libraries -2022-06-21 19:11:17,051:INFO:Copying training dataset -2022-06-21 19:11:17,055:INFO:Defining folds -2022-06-21 19:11:17,055:INFO:Declaring metric variables -2022-06-21 19:11:17,056:INFO:Importing untrained model -2022-06-21 19:11:17,057:INFO:CatBoost Classifier Imported successfully -2022-06-21 19:11:17,060:INFO:Starting cross validation -2022-06-21 19:11:17,062:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:21,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:21,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:21,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:21,556:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:21,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:21,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:21,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:21,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:25,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:25,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:26,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:26,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:27,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:27,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:27,279:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:27,292:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:28,152:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:28,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:28,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:28,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:28,783:INFO:Calculating mean and std -2022-06-21 19:11:28,784:INFO:Creating metrics dataframe -2022-06-21 19:11:28,789:INFO:Uploading results into container -2022-06-21 19:11:28,790:INFO:Uploading model into container now -2022-06-21 19:11:28,790:INFO:master_model_container: 15 -2022-06-21 19:11:28,791:INFO:display_container: 2 -2022-06-21 19:11:28,791:INFO: -2022-06-21 19:11:28,791:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:28,993:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:28,993:INFO:Creating metrics dataframe -2022-06-21 19:11:29,003:INFO:Initializing Dummy Classifier -2022-06-21 19:11:29,003:INFO:Total runtime is 0.5030862728754679 minutes -2022-06-21 19:11:29,003:INFO:SubProcess create_model() called ================================== -2022-06-21 19:11:29,004:INFO:Initializing create_model() -2022-06-21 19:11:29,004:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:11:29,005:INFO:Checking exceptions -2022-06-21 19:11:29,010:INFO:Importing libraries -2022-06-21 19:11:29,011:INFO:Copying training dataset -2022-06-21 19:11:29,016:INFO:Defining folds -2022-06-21 19:11:29,016:INFO:Declaring metric variables -2022-06-21 19:11:29,017:INFO:Importing untrained model -2022-06-21 19:11:29,018:INFO:Dummy Classifier Imported successfully -2022-06-21 19:11:29,019:INFO:Starting cross validation -2022-06-21 19:11:29,020:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:11:29,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,071:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,091:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,106:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,106:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,133:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,139:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:11:29,142:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:11:29,152:INFO:Calculating mean and std -2022-06-21 19:11:29,154:INFO:Creating metrics dataframe -2022-06-21 19:11:29,162:INFO:Uploading results into container -2022-06-21 19:11:29,163:INFO:Uploading model into container now -2022-06-21 19:11:29,163:INFO:master_model_container: 16 -2022-06-21 19:11:29,164:INFO:display_container: 2 -2022-06-21 19:11:29,164:INFO:DummyClassifier(constant=None, random_state=2830, strategy='prior') -2022-06-21 19:11:29,165:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:29,379:INFO:SubProcess create_model() end ================================== -2022-06-21 19:11:29,379:INFO:Creating metrics dataframe -2022-06-21 19:11:29,390:INFO:Initializing create_model() -2022-06-21 19:11:29,391:INFO:create_model(self=, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=2830, solver='auto', tol=0.001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:11:29,391:INFO:Checking exceptions -2022-06-21 19:11:29,395:INFO:Importing libraries -2022-06-21 19:11:29,396:INFO:Copying training dataset -2022-06-21 19:11:29,401:INFO:Defining folds -2022-06-21 19:11:29,401:INFO:Declaring metric variables -2022-06-21 19:11:29,402:INFO:Importing untrained model -2022-06-21 19:11:29,402:INFO:Declaring custom model -2022-06-21 19:11:29,404:INFO:Ridge Classifier Imported successfully -2022-06-21 19:11:29,405:INFO:Cross validation set to False -2022-06-21 19:11:29,405:INFO:Fitting Model -2022-06-21 19:11:29,450:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=2830, solver='auto', tol=0.001) -2022-06-21 19:11:29,450:INFO:create_model() successfully completed...................................... -2022-06-21 19:11:29,800:INFO: Model Accuracy AUC Recall Prec. \ -ridge Ridge Classifier 0.7785 0.0000 0.5719 0.7405 -lr Logistic Regression 0.7767 0.8463 0.5933 0.7222 -lda Linear Discriminant Analysis 0.7748 0.8455 0.5719 0.7327 -et Extra Trees Classifier 0.7674 0.8175 0.5784 0.6995 -nb Naive Bayes 0.7618 0.8291 0.6094 0.6848 -rf Random Forest Classifier 0.7618 0.8288 0.5515 0.6993 -catboost CatBoost Classifier 0.7544 0.8291 0.5570 0.6730 -ada Ada Boost Classifier 0.7450 0.8039 0.5933 0.6531 -qda Quadratic Discriminant Analysis 0.7411 0.8247 0.5608 0.6555 -gbc Gradient Boosting Classifier 0.7339 0.8185 0.5462 0.6362 -xgboost Extreme Gradient Boosting 0.7339 0.7944 0.5836 0.6360 -knn K Neighbors Classifier 0.7281 0.7486 0.5611 0.6304 -lightgbm Light Gradient Boosting Machine 0.7191 0.7957 0.5518 0.6108 -dt Decision Tree Classifier 0.7115 0.6794 0.5731 0.5821 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5995 0.0000 0.3825 0.3297 - - F1 Kappa MCC TT (Sec) -ridge 0.6411 0.4853 0.4964 0.012 -lr 0.6470 0.4867 0.4947 0.040 -lda 0.6372 0.4781 0.4893 0.013 -et 0.6309 0.4644 0.4700 0.108 -nb 0.6409 0.4640 0.4687 0.015 -rf 0.6154 0.4470 0.4542 0.111 -catboost 0.6064 0.4318 0.4377 1.172 -ada 0.6171 0.4274 0.4318 0.057 -qda 0.6010 0.4115 0.4165 0.013 -gbc 0.5842 0.3914 0.3961 0.065 -xgboost 0.6027 0.4043 0.4099 0.404 -knn 0.5879 0.3871 0.3929 0.024 -lightgbm 0.5750 0.3672 0.3716 0.574 -dt 0.5714 0.3563 0.3600 0.017 -dummy 0.0000 0.0000 0.0000 0.013 -svm 0.3147 0.0895 0.1089 0.013 -2022-06-21 19:11:29,800:INFO:master_model_container: 16 -2022-06-21 19:11:29,800:INFO:display_container: 2 -2022-06-21 19:11:29,801:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=2830, solver='auto', tol=0.001) -2022-06-21 19:11:29,801:INFO:compare_models() successfully completed...................................... -2022-06-21 19:11:29,807:INFO:Initializing evaluate_model() -2022-06-21 19:11:29,808:INFO:evaluate_model(self=, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=2830, solver='auto', tol=0.001), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:11:29,828:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:11:29,835:INFO:Initializing plot_model() -2022-06-21 19:11:29,838:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=2830, solver='auto', tol=0.001), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:11:29,839:INFO:Checking exceptions -2022-06-21 19:14:07,156:INFO:PyCaret ClassificationExperiment -2022-06-21 19:14:07,159:INFO:Logging name: clf-default-name -2022-06-21 19:14:07,161:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 19:14:07,161:INFO:version 3.0.0.rc1 -2022-06-21 19:14:07,162:INFO:Initializing setup() -2022-06-21 19:14:07,163:INFO:self.USI: 0735 -2022-06-21 19:14:07,163:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 19:14:07,164:INFO:Checking environment -2022-06-21 19:14:07,164:INFO:python_version: 3.9.7 -2022-06-21 19:14:07,165:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:14:07,166:INFO:machine: x86_64 -2022-06-21 19:14:07,168:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:14:07,170:INFO:Memory: svmem(total=8230690816, available=1293156352, percent=84.3, used=5738885120, free=299708416, active=3264946176, inactive=3842428928, buffers=88199168, cached=2103898112, shared=882655232, slab=367017984) -2022-06-21 19:14:07,173:INFO:Physical Core: 2 -2022-06-21 19:14:07,177:INFO:Logical Core: 4 -2022-06-21 19:14:07,177:INFO:Checking libraries -2022-06-21 19:14:07,178:INFO: -System: -2022-06-21 19:14:07,178:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:14:07,179:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:14:07,179:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:14:07,179:INFO: -PyCaret required dependencies: -2022-06-21 19:14:07,181:INFO: pip: 22.1.2 -2022-06-21 19:14:07,181:INFO: setuptools: 58.0.4 -2022-06-21 19:14:07,182:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:14:07,182:INFO: ipython: Not installed -2022-06-21 19:14:07,183:INFO: ipywidgets: 7.6.5 -2022-06-21 19:14:07,183:INFO: tqdm: 4.62.3 -2022-06-21 19:14:07,184:INFO: numpy: 1.21.5 -2022-06-21 19:14:07,184:INFO: pandas: 1.3.5 -2022-06-21 19:14:07,186:INFO: jinja2: 3.0.3 -2022-06-21 19:14:07,186:INFO: scipy: 1.7.1 -2022-06-21 19:14:07,187:INFO: joblib: 1.1.0 -2022-06-21 19:14:07,188:INFO: sklearn: 1.1.1 -2022-06-21 19:14:07,188:INFO: pyod: Installed but version unavailable -2022-06-21 19:14:07,189:INFO: imblearn: 0.9.1 -2022-06-21 19:14:07,189:INFO: category_encoders: 2.5.0 -2022-06-21 19:14:07,190:INFO: lightgbm: 3.2.1 -2022-06-21 19:14:07,191:INFO: numba: 0.55.2 -2022-06-21 19:14:07,191:INFO: requests: 2.27.1 -2022-06-21 19:14:07,192:INFO: matplotlib: 3.4.3 -2022-06-21 19:14:07,193:INFO: scikitplot: 0.3.7 -2022-06-21 19:14:07,193:INFO: yellowbrick: 1.4 -2022-06-21 19:14:07,194:INFO: plotly: 5.5.0 -2022-06-21 19:14:07,194:INFO: kaleido: 0.2.1 -2022-06-21 19:14:07,195:INFO: statsmodels: 0.12.2 -2022-06-21 19:14:07,195:INFO: sktime: 0.11.4 -2022-06-21 19:14:07,196:INFO: tbats: Installed but version unavailable -2022-06-21 19:14:07,196:INFO: pmdarima: 1.8.5 -2022-06-21 19:14:07,197:INFO: psutil: 5.9.0 -2022-06-21 19:14:07,197:INFO: -PyCaret optional dependencies: -2022-06-21 19:14:07,199:INFO: shap: 0.39.0 -2022-06-21 19:14:07,200:INFO: interpret: 0.2.7 -2022-06-21 19:14:07,200:INFO: umap: 0.5.3 -2022-06-21 19:14:07,201:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:14:07,201:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:14:07,202:INFO: autoviz: 0.1.39 -2022-06-21 19:14:07,202:INFO: fairlearn: 0.7.0 -2022-06-21 19:14:07,204:INFO: xgboost: 1.4.0 -2022-06-21 19:14:07,204:INFO: catboost: 1.0.6 -2022-06-21 19:14:07,205:INFO: kmodes: 0.12.1 -2022-06-21 19:14:07,205:INFO: mlxtend: 0.20.0 -2022-06-21 19:14:07,207:INFO: statsforecast: 0.5.5 -2022-06-21 19:14:07,207:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:14:07,207:INFO: ray: 1.12.1 -2022-06-21 19:14:07,208:INFO: hyperopt: 0.2.7 -2022-06-21 19:14:07,208:INFO: optuna: 2.10.0 -2022-06-21 19:14:07,209:INFO: skopt: 0.9.0 -2022-06-21 19:14:07,209:INFO: mlflow: 1.26.1 -2022-06-21 19:14:07,209:INFO: gradio: 3.0.11 -2022-06-21 19:14:07,210:INFO: fastapi: 0.75.2 -2022-06-21 19:14:07,210:INFO: uvicorn: 0.17.6 -2022-06-21 19:14:07,210:INFO: m2cgen: 0.10.0 -2022-06-21 19:14:07,210:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:14:07,211:INFO: nltk: 3.6.5 -2022-06-21 19:14:07,211:INFO: pyLDAvis: Not installed -2022-06-21 19:14:07,213:INFO: gensim: Not installed -2022-06-21 19:14:07,214:INFO: spacy: Not installed -2022-06-21 19:14:07,215:INFO: wordcloud: 1.8.1 -2022-06-21 19:14:07,216:INFO: textblob: 0.17.1 -2022-06-21 19:14:07,217:INFO: fugue: 0.6.6 -2022-06-21 19:14:07,218:INFO: streamlit: 1.10.0 -2022-06-21 19:14:07,219:INFO: prophet: Not installed -2022-06-21 19:14:07,220:INFO:None -2022-06-21 19:14:07,221:INFO:Set up data. -2022-06-21 19:14:07,231:INFO:Set up train/test split. -2022-06-21 19:14:07,242:INFO:Assigning column types. -2022-06-21 19:14:07,260:INFO:Set up folding strategy. -2022-06-21 19:14:07,260:INFO:Preparing preprocessing pipeline... -2022-06-21 19:14:07,262:INFO:Set up simple imputation. -2022-06-21 19:14:07,334:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:14:07,337:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 19:14:07,338:INFO:Creating final display dataframe. -2022-06-21 19:14:07,430:INFO:Setup display_container: Description Value -0 Session id 7950 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 0735 -2022-06-21 19:14:07,438:INFO: Description Value -0 Session id 7950 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 0735 -2022-06-21 19:14:07,620:INFO:setup() successfully completed in 0.47s............... -2022-06-21 19:14:07,621:INFO:Initializing compare_models() -2022-06-21 19:14:07,622:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:14:07,623:INFO:Checking exceptions -2022-06-21 19:14:07,628:INFO:Preparing display monitor -2022-06-21 19:14:07,633:INFO:Initializing Logistic Regression -2022-06-21 19:14:07,634:INFO:Total runtime is 1.4817714691162109e-05 minutes -2022-06-21 19:14:07,637:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:07,641:INFO:Initializing create_model() -2022-06-21 19:14:07,642:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:07,643:INFO:Checking exceptions -2022-06-21 19:14:07,647:INFO:Importing libraries -2022-06-21 19:14:07,647:INFO:Copying training dataset -2022-06-21 19:14:07,653:INFO:Defining folds -2022-06-21 19:14:07,654:INFO:Declaring metric variables -2022-06-21 19:14:07,655:INFO:Importing untrained model -2022-06-21 19:14:07,656:INFO:Logistic Regression Imported successfully -2022-06-21 19:14:07,657:INFO:Starting cross validation -2022-06-21 19:14:07,659:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:07,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:07,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:07,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:07,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:07,878:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:07,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:07,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:07,892:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,245:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,259:INFO:Calculating mean and std -2022-06-21 19:14:08,260:INFO:Creating metrics dataframe -2022-06-21 19:14:08,264:INFO:Uploading results into container -2022-06-21 19:14:08,265:INFO:Uploading model into container now -2022-06-21 19:14:08,266:INFO:master_model_container: 1 -2022-06-21 19:14:08,266:INFO:display_container: 2 -2022-06-21 19:14:08,267:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=7950, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:14:08,267:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:08,511:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:08,511:INFO:Creating metrics dataframe -2022-06-21 19:14:08,519:INFO:Initializing K Neighbors Classifier -2022-06-21 19:14:08,521:INFO:Total runtime is 0.014793558915456136 minutes -2022-06-21 19:14:08,522:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:08,523:INFO:Initializing create_model() -2022-06-21 19:14:08,524:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:08,525:INFO:Checking exceptions -2022-06-21 19:14:08,531:INFO:Importing libraries -2022-06-21 19:14:08,531:INFO:Copying training dataset -2022-06-21 19:14:08,535:INFO:Defining folds -2022-06-21 19:14:08,535:INFO:Declaring metric variables -2022-06-21 19:14:08,536:INFO:Importing untrained model -2022-06-21 19:14:08,537:INFO:K Neighbors Classifier Imported successfully -2022-06-21 19:14:08,538:INFO:Starting cross validation -2022-06-21 19:14:08,539:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:08,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,652:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,749:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,772:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:08,797:INFO:Calculating mean and std -2022-06-21 19:14:08,799:INFO:Creating metrics dataframe -2022-06-21 19:14:08,805:INFO:Uploading results into container -2022-06-21 19:14:08,806:INFO:Uploading model into container now -2022-06-21 19:14:08,806:INFO:master_model_container: 2 -2022-06-21 19:14:08,807:INFO:display_container: 2 -2022-06-21 19:14:08,807:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 19:14:08,808:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:09,052:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:09,052:INFO:Creating metrics dataframe -2022-06-21 19:14:09,059:INFO:Initializing Naive Bayes -2022-06-21 19:14:09,059:INFO:Total runtime is 0.02375659147898356 minutes -2022-06-21 19:14:09,059:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:09,060:INFO:Initializing create_model() -2022-06-21 19:14:09,060:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:09,061:INFO:Checking exceptions -2022-06-21 19:14:09,064:INFO:Importing libraries -2022-06-21 19:14:09,064:INFO:Copying training dataset -2022-06-21 19:14:09,067:INFO:Defining folds -2022-06-21 19:14:09,068:INFO:Declaring metric variables -2022-06-21 19:14:09,068:INFO:Importing untrained model -2022-06-21 19:14:09,069:INFO:Naive Bayes Imported successfully -2022-06-21 19:14:09,070:INFO:Starting cross validation -2022-06-21 19:14:09,075:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:09,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,146:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,153:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,245:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,250:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,252:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,263:INFO:Calculating mean and std -2022-06-21 19:14:09,264:INFO:Creating metrics dataframe -2022-06-21 19:14:09,270:INFO:Uploading results into container -2022-06-21 19:14:09,271:INFO:Uploading model into container now -2022-06-21 19:14:09,271:INFO:master_model_container: 3 -2022-06-21 19:14:09,271:INFO:display_container: 2 -2022-06-21 19:14:09,272:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 19:14:09,272:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:09,524:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:09,524:INFO:Creating metrics dataframe -2022-06-21 19:14:09,533:INFO:Initializing Decision Tree Classifier -2022-06-21 19:14:09,533:INFO:Total runtime is 0.03165587584177653 minutes -2022-06-21 19:14:09,533:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:09,534:INFO:Initializing create_model() -2022-06-21 19:14:09,534:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:09,534:INFO:Checking exceptions -2022-06-21 19:14:09,540:INFO:Importing libraries -2022-06-21 19:14:09,541:INFO:Copying training dataset -2022-06-21 19:14:09,550:INFO:Defining folds -2022-06-21 19:14:09,550:INFO:Declaring metric variables -2022-06-21 19:14:09,551:INFO:Importing untrained model -2022-06-21 19:14:09,551:INFO:Decision Tree Classifier Imported successfully -2022-06-21 19:14:09,552:INFO:Starting cross validation -2022-06-21 19:14:09,553:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:09,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,597:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,602:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,636:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,662:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,673:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,696:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:09,752:INFO:Calculating mean and std -2022-06-21 19:14:09,753:INFO:Creating metrics dataframe -2022-06-21 19:14:09,759:INFO:Uploading results into container -2022-06-21 19:14:09,760:INFO:Uploading model into container now -2022-06-21 19:14:09,761:INFO:master_model_container: 4 -2022-06-21 19:14:09,761:INFO:display_container: 2 -2022-06-21 19:14:09,762:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=7950, splitter='best') -2022-06-21 19:14:09,763:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:09,990:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:09,990:INFO:Creating metrics dataframe -2022-06-21 19:14:09,997:INFO:Initializing SVM - Linear Kernel -2022-06-21 19:14:09,997:INFO:Total runtime is 0.039398189385732016 minutes -2022-06-21 19:14:09,998:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:09,999:INFO:Initializing create_model() -2022-06-21 19:14:09,999:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:10,000:INFO:Checking exceptions -2022-06-21 19:14:10,007:INFO:Importing libraries -2022-06-21 19:14:10,008:INFO:Copying training dataset -2022-06-21 19:14:10,014:INFO:Defining folds -2022-06-21 19:14:10,014:INFO:Declaring metric variables -2022-06-21 19:14:10,015:INFO:Importing untrained model -2022-06-21 19:14:10,016:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 19:14:10,017:INFO:Starting cross validation -2022-06-21 19:14:10,017:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:10,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,061:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,098:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:10,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,117:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,120:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:10,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,148:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:10,154:INFO:Calculating mean and std -2022-06-21 19:14:10,156:INFO:Creating metrics dataframe -2022-06-21 19:14:10,166:INFO:Uploading results into container -2022-06-21 19:14:10,167:INFO:Uploading model into container now -2022-06-21 19:14:10,167:INFO:master_model_container: 5 -2022-06-21 19:14:10,168:INFO:display_container: 2 -2022-06-21 19:14:10,168:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=7950, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 19:14:10,169:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:10,405:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:10,405:INFO:Creating metrics dataframe -2022-06-21 19:14:10,419:INFO:Initializing Ridge Classifier -2022-06-21 19:14:10,419:INFO:Total runtime is 0.046433929602305093 minutes -2022-06-21 19:14:10,420:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:10,421:INFO:Initializing create_model() -2022-06-21 19:14:10,421:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:10,421:INFO:Checking exceptions -2022-06-21 19:14:10,423:INFO:Importing libraries -2022-06-21 19:14:10,424:INFO:Copying training dataset -2022-06-21 19:14:10,427:INFO:Defining folds -2022-06-21 19:14:10,427:INFO:Declaring metric variables -2022-06-21 19:14:10,428:INFO:Importing untrained model -2022-06-21 19:14:10,429:INFO:Ridge Classifier Imported successfully -2022-06-21 19:14:10,430:INFO:Starting cross validation -2022-06-21 19:14:10,430:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:10,459:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,468:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,482:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,498:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,553:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:10,587:INFO:Calculating mean and std -2022-06-21 19:14:10,588:INFO:Creating metrics dataframe -2022-06-21 19:14:10,593:INFO:Uploading results into container -2022-06-21 19:14:10,594:INFO:Uploading model into container now -2022-06-21 19:14:10,595:INFO:master_model_container: 6 -2022-06-21 19:14:10,596:INFO:display_container: 2 -2022-06-21 19:14:10,596:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=7950, solver='auto', tol=0.001) -2022-06-21 19:14:10,597:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:10,897:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:10,897:INFO:Creating metrics dataframe -2022-06-21 19:14:10,910:INFO:Initializing Random Forest Classifier -2022-06-21 19:14:10,911:INFO:Total runtime is 0.05463140408198039 minutes -2022-06-21 19:14:10,914:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:10,915:INFO:Initializing create_model() -2022-06-21 19:14:10,915:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:10,916:INFO:Checking exceptions -2022-06-21 19:14:10,918:INFO:Importing libraries -2022-06-21 19:14:10,919:INFO:Copying training dataset -2022-06-21 19:14:10,923:INFO:Defining folds -2022-06-21 19:14:10,924:INFO:Declaring metric variables -2022-06-21 19:14:10,924:INFO:Importing untrained model -2022-06-21 19:14:10,925:INFO:Random Forest Classifier Imported successfully -2022-06-21 19:14:10,926:INFO:Starting cross validation -2022-06-21 19:14:10,927:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:11,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,274:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,304:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,322:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,707:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,775:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:11,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,045:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,082:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,122:INFO:Calculating mean and std -2022-06-21 19:14:12,123:INFO:Creating metrics dataframe -2022-06-21 19:14:12,130:INFO:Uploading results into container -2022-06-21 19:14:12,131:INFO:Uploading model into container now -2022-06-21 19:14:12,132:INFO:master_model_container: 7 -2022-06-21 19:14:12,132:INFO:display_container: 2 -2022-06-21 19:14:12,134:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=7950, verbose=0, warm_start=False) -2022-06-21 19:14:12,134:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:12,353:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:12,353:INFO:Creating metrics dataframe -2022-06-21 19:14:12,361:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 19:14:12,361:INFO:Total runtime is 0.0787995457649231 minutes -2022-06-21 19:14:12,363:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:12,365:INFO:Initializing create_model() -2022-06-21 19:14:12,366:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:12,367:INFO:Checking exceptions -2022-06-21 19:14:12,374:INFO:Importing libraries -2022-06-21 19:14:12,374:INFO:Copying training dataset -2022-06-21 19:14:12,377:INFO:Defining folds -2022-06-21 19:14:12,377:INFO:Declaring metric variables -2022-06-21 19:14:12,378:INFO:Importing untrained model -2022-06-21 19:14:12,379:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 19:14:12,380:INFO:Starting cross validation -2022-06-21 19:14:12,381:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:12,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,450:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,463:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,479:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,487:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:12,543:INFO:Calculating mean and std -2022-06-21 19:14:12,544:INFO:Creating metrics dataframe -2022-06-21 19:14:12,549:INFO:Uploading results into container -2022-06-21 19:14:12,549:INFO:Uploading model into container now -2022-06-21 19:14:12,550:INFO:master_model_container: 8 -2022-06-21 19:14:12,552:INFO:display_container: 2 -2022-06-21 19:14:12,554:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 19:14:12,555:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:12,863:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:12,863:INFO:Creating metrics dataframe -2022-06-21 19:14:12,870:INFO:Initializing Ada Boost Classifier -2022-06-21 19:14:12,870:INFO:Total runtime is 0.08727725346883138 minutes -2022-06-21 19:14:12,871:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:12,871:INFO:Initializing create_model() -2022-06-21 19:14:12,872:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:12,873:INFO:Checking exceptions -2022-06-21 19:14:12,880:INFO:Importing libraries -2022-06-21 19:14:12,882:INFO:Copying training dataset -2022-06-21 19:14:12,886:INFO:Defining folds -2022-06-21 19:14:12,886:INFO:Declaring metric variables -2022-06-21 19:14:12,887:INFO:Importing untrained model -2022-06-21 19:14:12,888:INFO:Ada Boost Classifier Imported successfully -2022-06-21 19:14:12,889:INFO:Starting cross validation -2022-06-21 19:14:12,890:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:13,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,075:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,098:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,275:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,450:INFO:Calculating mean and std -2022-06-21 19:14:13,451:INFO:Creating metrics dataframe -2022-06-21 19:14:13,455:INFO:Uploading results into container -2022-06-21 19:14:13,456:INFO:Uploading model into container now -2022-06-21 19:14:13,457:INFO:master_model_container: 9 -2022-06-21 19:14:13,457:INFO:display_container: 2 -2022-06-21 19:14:13,458:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=7950) -2022-06-21 19:14:13,458:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:13,679:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:13,680:INFO:Creating metrics dataframe -2022-06-21 19:14:13,688:INFO:Initializing Gradient Boosting Classifier -2022-06-21 19:14:13,689:INFO:Total runtime is 0.10091973145802816 minutes -2022-06-21 19:14:13,690:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:13,690:INFO:Initializing create_model() -2022-06-21 19:14:13,691:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:13,691:INFO:Checking exceptions -2022-06-21 19:14:13,697:INFO:Importing libraries -2022-06-21 19:14:13,699:INFO:Copying training dataset -2022-06-21 19:14:13,707:INFO:Defining folds -2022-06-21 19:14:13,708:INFO:Declaring metric variables -2022-06-21 19:14:13,708:INFO:Importing untrained model -2022-06-21 19:14:13,710:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 19:14:13,711:INFO:Starting cross validation -2022-06-21 19:14:13,712:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:13,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,961:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:13,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,155:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,175:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,338:INFO:Calculating mean and std -2022-06-21 19:14:14,339:INFO:Creating metrics dataframe -2022-06-21 19:14:14,353:INFO:Uploading results into container -2022-06-21 19:14:14,354:INFO:Uploading model into container now -2022-06-21 19:14:14,354:INFO:master_model_container: 10 -2022-06-21 19:14:14,355:INFO:display_container: 2 -2022-06-21 19:14:14,355:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=7950, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 19:14:14,356:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:14,626:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:14,627:INFO:Creating metrics dataframe -2022-06-21 19:14:14,637:INFO:Initializing Linear Discriminant Analysis -2022-06-21 19:14:14,639:INFO:Total runtime is 0.11675262451171875 minutes -2022-06-21 19:14:14,640:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:14,644:INFO:Initializing create_model() -2022-06-21 19:14:14,646:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:14,649:INFO:Checking exceptions -2022-06-21 19:14:14,656:INFO:Importing libraries -2022-06-21 19:14:14,657:INFO:Copying training dataset -2022-06-21 19:14:14,664:INFO:Defining folds -2022-06-21 19:14:14,664:INFO:Declaring metric variables -2022-06-21 19:14:14,667:INFO:Importing untrained model -2022-06-21 19:14:14,668:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 19:14:14,670:INFO:Starting cross validation -2022-06-21 19:14:14,671:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:14,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,740:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,749:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,789:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:14,852:INFO:Calculating mean and std -2022-06-21 19:14:14,853:INFO:Creating metrics dataframe -2022-06-21 19:14:14,861:INFO:Uploading results into container -2022-06-21 19:14:14,862:INFO:Uploading model into container now -2022-06-21 19:14:14,862:INFO:master_model_container: 11 -2022-06-21 19:14:14,863:INFO:display_container: 2 -2022-06-21 19:14:14,863:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 19:14:14,863:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:15,104:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:15,104:INFO:Creating metrics dataframe -2022-06-21 19:14:15,111:INFO:Initializing Extra Trees Classifier -2022-06-21 19:14:15,111:INFO:Total runtime is 0.1246259609858195 minutes -2022-06-21 19:14:15,112:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:15,112:INFO:Initializing create_model() -2022-06-21 19:14:15,113:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:15,113:INFO:Checking exceptions -2022-06-21 19:14:15,116:INFO:Importing libraries -2022-06-21 19:14:15,116:INFO:Copying training dataset -2022-06-21 19:14:15,120:INFO:Defining folds -2022-06-21 19:14:15,120:INFO:Declaring metric variables -2022-06-21 19:14:15,121:INFO:Importing untrained model -2022-06-21 19:14:15,124:INFO:Extra Trees Classifier Imported successfully -2022-06-21 19:14:15,129:INFO:Starting cross validation -2022-06-21 19:14:15,130:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:15,357:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,749:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:15,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:16,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:16,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:16,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:16,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:16,150:INFO:Calculating mean and std -2022-06-21 19:14:16,151:INFO:Creating metrics dataframe -2022-06-21 19:14:16,157:INFO:Uploading results into container -2022-06-21 19:14:16,157:INFO:Uploading model into container now -2022-06-21 19:14:16,158:INFO:master_model_container: 12 -2022-06-21 19:14:16,158:INFO:display_container: 2 -2022-06-21 19:14:16,159:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=7950, verbose=0, warm_start=False) -2022-06-21 19:14:16,159:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:16,391:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:16,392:INFO:Creating metrics dataframe -2022-06-21 19:14:16,399:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:14:16,399:INFO:Total runtime is 0.14609609444936117 minutes -2022-06-21 19:14:16,400:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:16,400:INFO:Initializing create_model() -2022-06-21 19:14:16,401:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:16,401:INFO:Checking exceptions -2022-06-21 19:14:16,405:INFO:Importing libraries -2022-06-21 19:14:16,406:INFO:Copying training dataset -2022-06-21 19:14:16,415:INFO:Defining folds -2022-06-21 19:14:16,415:INFO:Declaring metric variables -2022-06-21 19:14:16,416:INFO:Importing untrained model -2022-06-21 19:14:16,417:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:14:16,418:INFO:Starting cross validation -2022-06-21 19:14:16,419:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:16,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:16,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:16,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:16,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:17,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:17,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:17,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:17,589:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:17,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:17,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:17,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:17,654:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:17,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:17,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:17,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:17,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:17,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:17,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:17,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:18,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:18,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:18,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:18,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:18,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:18,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:18,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:18,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:18,753:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:18,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:18,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:18,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:18,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:18,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:18,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:18,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:18,867:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:18,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:18,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:19,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:19,155:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:19,171:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:19,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:19,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:19,786:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:19,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:19,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:19,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:19,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:19,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:19,823:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:19,854:INFO:Calculating mean and std -2022-06-21 19:14:19,854:INFO:Creating metrics dataframe -2022-06-21 19:14:19,859:INFO:Uploading results into container -2022-06-21 19:14:19,860:INFO:Uploading model into container now -2022-06-21 19:14:19,860:INFO:master_model_container: 13 -2022-06-21 19:14:19,861:INFO:display_container: 2 -2022-06-21 19:14:19,862:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=7950, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 19:14:19,862:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:20,186:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:20,187:INFO:Creating metrics dataframe -2022-06-21 19:14:20,194:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:14:20,194:INFO:Total runtime is 0.20935148000717163 minutes -2022-06-21 19:14:20,195:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:20,197:INFO:Initializing create_model() -2022-06-21 19:14:20,197:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:20,198:INFO:Checking exceptions -2022-06-21 19:14:20,200:INFO:Importing libraries -2022-06-21 19:14:20,200:INFO:Copying training dataset -2022-06-21 19:14:20,209:INFO:Defining folds -2022-06-21 19:14:20,209:INFO:Declaring metric variables -2022-06-21 19:14:20,210:INFO:Importing untrained model -2022-06-21 19:14:20,211:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:14:20,212:INFO:Starting cross validation -2022-06-21 19:14:20,212:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:21,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:21,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:21,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:21,836:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:22,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:22,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:22,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:22,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:23,248:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:23,272:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:23,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:23,841:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:24,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:24,061:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:24,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:24,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:24,602:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:24,614:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:24,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:24,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:24,833:INFO:Calculating mean and std -2022-06-21 19:14:24,834:INFO:Creating metrics dataframe -2022-06-21 19:14:24,840:INFO:Uploading results into container -2022-06-21 19:14:24,840:INFO:Uploading model into container now -2022-06-21 19:14:24,842:INFO:master_model_container: 14 -2022-06-21 19:14:24,842:INFO:display_container: 2 -2022-06-21 19:14:24,843:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=7950, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 19:14:24,845:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:25,090:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:25,090:INFO:Creating metrics dataframe -2022-06-21 19:14:25,097:INFO:Initializing CatBoost Classifier -2022-06-21 19:14:25,097:INFO:Total runtime is 0.2910590688387553 minutes -2022-06-21 19:14:25,098:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:25,098:INFO:Initializing create_model() -2022-06-21 19:14:25,098:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:25,099:INFO:Checking exceptions -2022-06-21 19:14:25,102:INFO:Importing libraries -2022-06-21 19:14:25,103:INFO:Copying training dataset -2022-06-21 19:14:25,112:INFO:Defining folds -2022-06-21 19:14:25,113:INFO:Declaring metric variables -2022-06-21 19:14:25,113:INFO:Importing untrained model -2022-06-21 19:14:25,114:INFO:CatBoost Classifier Imported successfully -2022-06-21 19:14:25,115:INFO:Starting cross validation -2022-06-21 19:14:25,115:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:29,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:29,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:31,177:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:31,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:31,740:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:31,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:32,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:32,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:34,329:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:34,336:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:35,623:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:35,633:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:35,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:35,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:36,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:36,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:37,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:37,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:37,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:37,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:37,844:INFO:Calculating mean and std -2022-06-21 19:14:37,845:INFO:Creating metrics dataframe -2022-06-21 19:14:37,850:INFO:Uploading results into container -2022-06-21 19:14:37,851:INFO:Uploading model into container now -2022-06-21 19:14:37,852:INFO:master_model_container: 15 -2022-06-21 19:14:37,852:INFO:display_container: 2 -2022-06-21 19:14:37,852:INFO: -2022-06-21 19:14:37,853:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:38,056:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:38,056:INFO:Creating metrics dataframe -2022-06-21 19:14:38,063:INFO:Initializing Dummy Classifier -2022-06-21 19:14:38,063:INFO:Total runtime is 0.5071647008260092 minutes -2022-06-21 19:14:38,064:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:38,065:INFO:Initializing create_model() -2022-06-21 19:14:38,065:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:38,065:INFO:Checking exceptions -2022-06-21 19:14:38,069:INFO:Importing libraries -2022-06-21 19:14:38,069:INFO:Copying training dataset -2022-06-21 19:14:38,074:INFO:Defining folds -2022-06-21 19:14:38,075:INFO:Declaring metric variables -2022-06-21 19:14:38,077:INFO:Importing untrained model -2022-06-21 19:14:38,080:INFO:Dummy Classifier Imported successfully -2022-06-21 19:14:38,081:INFO:Starting cross validation -2022-06-21 19:14:38,082:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:38,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,117:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,120:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,129:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,139:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,144:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,170:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,202:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:38,211:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:14:38,216:INFO:Calculating mean and std -2022-06-21 19:14:38,217:INFO:Creating metrics dataframe -2022-06-21 19:14:38,222:INFO:Uploading results into container -2022-06-21 19:14:38,222:INFO:Uploading model into container now -2022-06-21 19:14:38,223:INFO:master_model_container: 16 -2022-06-21 19:14:38,223:INFO:display_container: 2 -2022-06-21 19:14:38,224:INFO:DummyClassifier(constant=None, random_state=7950, strategy='prior') -2022-06-21 19:14:38,224:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:38,428:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:38,428:INFO:Creating metrics dataframe -2022-06-21 19:14:38,439:INFO:Initializing create_model() -2022-06-21 19:14:38,439:INFO:create_model(self=, estimator=RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=7950, solver='auto', tol=0.001), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:14:38,440:INFO:Checking exceptions -2022-06-21 19:14:38,443:INFO:Importing libraries -2022-06-21 19:14:38,443:INFO:Copying training dataset -2022-06-21 19:14:38,450:INFO:Defining folds -2022-06-21 19:14:38,450:INFO:Declaring metric variables -2022-06-21 19:14:38,452:INFO:Importing untrained model -2022-06-21 19:14:38,452:INFO:Declaring custom model -2022-06-21 19:14:38,453:INFO:Ridge Classifier Imported successfully -2022-06-21 19:14:38,454:INFO:Cross validation set to False -2022-06-21 19:14:38,454:INFO:Fitting Model -2022-06-21 19:14:38,505:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=7950, solver='auto', tol=0.001) -2022-06-21 19:14:38,506:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:38,747:INFO: Model Accuracy AUC Recall Prec. \ -ridge Ridge Classifier 0.7581 0.0000 0.5249 0.7237 -lda Linear Discriminant Analysis 0.7580 0.8175 0.5301 0.7226 -lr Logistic Regression 0.7562 0.8185 0.5354 0.7169 -rf Random Forest Classifier 0.7301 0.8071 0.5406 0.6419 -catboost CatBoost Classifier 0.7281 0.8102 0.5611 0.6374 -gbc Gradient Boosting Classifier 0.7265 0.8006 0.5731 0.6340 -nb Naive Bayes 0.7246 0.7889 0.5409 0.6377 -qda Quadratic Discriminant Analysis 0.7209 0.7822 0.5251 0.6420 -ada Ada Boost Classifier 0.7209 0.7661 0.5310 0.6369 -lightgbm Light Gradient Boosting Machine 0.7152 0.7867 0.5880 0.6129 -et Extra Trees Classifier 0.7096 0.7999 0.4769 0.6231 -xgboost Extreme Gradient Boosting 0.7095 0.7694 0.5775 0.6002 -knn K Neighbors Classifier 0.7020 0.7318 0.5082 0.5928 -dt Decision Tree Classifier 0.6722 0.6437 0.5503 0.5402 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5629 0.0000 0.3950 0.2870 - - F1 Kappa MCC TT (Sec) -ridge 0.6014 0.4344 0.4507 0.016 -lda 0.6038 0.4360 0.4521 0.018 -lr 0.6052 0.4344 0.4497 0.060 -rf 0.5816 0.3855 0.3921 0.119 -catboost 0.5906 0.3888 0.3952 1.273 -gbc 0.5948 0.3899 0.3966 0.063 -nb 0.5756 0.3757 0.3848 0.019 -qda 0.5714 0.3674 0.3764 0.016 -ada 0.5709 0.3674 0.3764 0.056 -lightgbm 0.5916 0.3748 0.3814 0.462 -et 0.5317 0.3281 0.3392 0.102 -xgboost 0.5836 0.3616 0.3655 0.343 -knn 0.5428 0.3247 0.3299 0.026 -dt 0.5410 0.2876 0.2901 0.020 -dummy 0.0000 0.0000 0.0000 0.013 -svm 0.2718 0.0413 0.0489 0.014 -2022-06-21 19:14:38,747:INFO:master_model_container: 16 -2022-06-21 19:14:38,747:INFO:display_container: 2 -2022-06-21 19:14:38,748:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=7950, solver='auto', tol=0.001) -2022-06-21 19:14:38,749:INFO:compare_models() successfully completed...................................... -2022-06-21 19:14:38,968:INFO:PyCaret ClassificationExperiment -2022-06-21 19:14:38,969:INFO:Logging name: clf-default-name -2022-06-21 19:14:38,970:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 19:14:38,970:INFO:version 3.0.0.rc1 -2022-06-21 19:14:38,971:INFO:Initializing setup() -2022-06-21 19:14:38,971:INFO:self.USI: 4772 -2022-06-21 19:14:38,972:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_is_multiclass', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'fix_imbalance', 'idx', 'exp_id'} -2022-06-21 19:14:38,972:INFO:Checking environment -2022-06-21 19:14:38,972:INFO:python_version: 3.9.7 -2022-06-21 19:14:38,972:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:14:38,973:INFO:machine: x86_64 -2022-06-21 19:14:38,973:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:14:38,973:INFO:Memory: svmem(total=8230690816, available=1322749952, percent=83.9, used=5726068736, free=322818048, active=3267436544, inactive=3836076032, buffers=88961024, cached=2092843008, shared=869699584, slab=366993408) -2022-06-21 19:14:38,974:INFO:Physical Core: 2 -2022-06-21 19:14:38,974:INFO:Logical Core: 4 -2022-06-21 19:14:38,974:INFO:Checking libraries -2022-06-21 19:14:38,974:INFO: -System: -2022-06-21 19:14:38,975:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:14:38,975:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:14:38,975:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:14:38,975:INFO: -PyCaret required dependencies: -2022-06-21 19:14:38,976:INFO: pip: 22.1.2 -2022-06-21 19:14:38,976:INFO: setuptools: 58.0.4 -2022-06-21 19:14:38,977:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:14:38,977:INFO: ipython: Not installed -2022-06-21 19:14:38,977:INFO: ipywidgets: 7.6.5 -2022-06-21 19:14:38,978:INFO: tqdm: 4.62.3 -2022-06-21 19:14:38,978:INFO: numpy: 1.21.5 -2022-06-21 19:14:38,978:INFO: pandas: 1.3.5 -2022-06-21 19:14:38,978:INFO: jinja2: 3.0.3 -2022-06-21 19:14:38,979:INFO: scipy: 1.7.1 -2022-06-21 19:14:38,979:INFO: joblib: 1.1.0 -2022-06-21 19:14:38,979:INFO: sklearn: 1.1.1 -2022-06-21 19:14:38,979:INFO: pyod: Installed but version unavailable -2022-06-21 19:14:38,980:INFO: imblearn: 0.9.1 -2022-06-21 19:14:38,980:INFO: category_encoders: 2.5.0 -2022-06-21 19:14:38,980:INFO: lightgbm: 3.2.1 -2022-06-21 19:14:38,980:INFO: numba: 0.55.2 -2022-06-21 19:14:38,981:INFO: requests: 2.27.1 -2022-06-21 19:14:38,981:INFO: matplotlib: 3.4.3 -2022-06-21 19:14:38,981:INFO: scikitplot: 0.3.7 -2022-06-21 19:14:38,982:INFO: yellowbrick: 1.4 -2022-06-21 19:14:38,982:INFO: plotly: 5.5.0 -2022-06-21 19:14:38,983:INFO: kaleido: 0.2.1 -2022-06-21 19:14:38,983:INFO: statsmodels: 0.12.2 -2022-06-21 19:14:38,984:INFO: sktime: 0.11.4 -2022-06-21 19:14:38,985:INFO: tbats: Installed but version unavailable -2022-06-21 19:14:38,985:INFO: pmdarima: 1.8.5 -2022-06-21 19:14:38,986:INFO: psutil: 5.9.0 -2022-06-21 19:14:38,986:INFO: -PyCaret optional dependencies: -2022-06-21 19:14:38,988:INFO: shap: 0.39.0 -2022-06-21 19:14:38,989:INFO: interpret: 0.2.7 -2022-06-21 19:14:38,991:INFO: umap: 0.5.3 -2022-06-21 19:14:38,994:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:14:38,996:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:14:38,997:INFO: autoviz: 0.1.39 -2022-06-21 19:14:38,997:INFO: fairlearn: 0.7.0 -2022-06-21 19:14:38,997:INFO: xgboost: 1.4.0 -2022-06-21 19:14:38,997:INFO: catboost: 1.0.6 -2022-06-21 19:14:38,998:INFO: kmodes: 0.12.1 -2022-06-21 19:14:38,998:INFO: mlxtend: 0.20.0 -2022-06-21 19:14:38,998:INFO: statsforecast: 0.5.5 -2022-06-21 19:14:38,999:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:14:38,999:INFO: ray: 1.12.1 -2022-06-21 19:14:38,999:INFO: hyperopt: 0.2.7 -2022-06-21 19:14:39,000:INFO: optuna: 2.10.0 -2022-06-21 19:14:39,000:INFO: skopt: 0.9.0 -2022-06-21 19:14:39,000:INFO: mlflow: 1.26.1 -2022-06-21 19:14:39,000:INFO: gradio: 3.0.11 -2022-06-21 19:14:39,001:INFO: fastapi: 0.75.2 -2022-06-21 19:14:39,001:INFO: uvicorn: 0.17.6 -2022-06-21 19:14:39,002:INFO: m2cgen: 0.10.0 -2022-06-21 19:14:39,002:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:14:39,002:INFO: nltk: 3.6.5 -2022-06-21 19:14:39,003:INFO: pyLDAvis: Not installed -2022-06-21 19:14:39,003:INFO: gensim: Not installed -2022-06-21 19:14:39,003:INFO: spacy: Not installed -2022-06-21 19:14:39,004:INFO: wordcloud: 1.8.1 -2022-06-21 19:14:39,004:INFO: textblob: 0.17.1 -2022-06-21 19:14:39,005:INFO: fugue: 0.6.6 -2022-06-21 19:14:39,005:INFO: streamlit: 1.10.0 -2022-06-21 19:14:39,005:INFO: prophet: Not installed -2022-06-21 19:14:39,006:INFO:None -2022-06-21 19:14:39,006:INFO:Set up data. -2022-06-21 19:14:39,023:INFO:Set up train/test split. -2022-06-21 19:14:39,033:INFO:Assigning column types. -2022-06-21 19:14:39,052:INFO:Set up folding strategy. -2022-06-21 19:14:39,053:INFO:Preparing preprocessing pipeline... -2022-06-21 19:14:39,056:INFO:Set up simple imputation. -2022-06-21 19:14:39,119:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:14:39,122:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 19:14:39,122:INFO:Creating final display dataframe. -2022-06-21 19:14:39,218:INFO:Setup display_container: Description Value -0 Session id 2281 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 4772 -2022-06-21 19:14:39,223:INFO: Description Value -0 Session id 2281 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 4772 -2022-06-21 19:14:39,382:INFO:setup() successfully completed in 0.42s............... -2022-06-21 19:14:39,392:INFO:Initializing compare_models() -2022-06-21 19:14:39,393:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:14:39,393:INFO:Checking exceptions -2022-06-21 19:14:39,401:INFO:Preparing display monitor -2022-06-21 19:14:39,413:INFO:Initializing Logistic Regression -2022-06-21 19:14:39,414:INFO:Total runtime is 1.5191237131754558e-05 minutes -2022-06-21 19:14:39,425:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:39,427:INFO:Initializing create_model() -2022-06-21 19:14:39,427:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:39,428:INFO:Checking exceptions -2022-06-21 19:14:39,434:INFO:Importing libraries -2022-06-21 19:14:39,434:INFO:Copying training dataset -2022-06-21 19:14:39,444:INFO:Defining folds -2022-06-21 19:14:39,444:INFO:Declaring metric variables -2022-06-21 19:14:39,445:INFO:Importing untrained model -2022-06-21 19:14:39,446:INFO:Logistic Regression Imported successfully -2022-06-21 19:14:39,447:INFO:Starting cross validation -2022-06-21 19:14:39,448:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:39,596:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,602:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,781:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,795:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:39,925:INFO:Calculating mean and std -2022-06-21 19:14:39,926:INFO:Creating metrics dataframe -2022-06-21 19:14:39,931:INFO:Uploading results into container -2022-06-21 19:14:39,931:INFO:Uploading model into container now -2022-06-21 19:14:39,932:INFO:master_model_container: 1 -2022-06-21 19:14:39,932:INFO:display_container: 2 -2022-06-21 19:14:39,933:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=2281, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:14:39,933:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:40,138:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:40,139:INFO:Creating metrics dataframe -2022-06-21 19:14:40,144:INFO:Initializing K Neighbors Classifier -2022-06-21 19:14:40,145:INFO:Total runtime is 0.012196493148803712 minutes -2022-06-21 19:14:40,145:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:40,146:INFO:Initializing create_model() -2022-06-21 19:14:40,146:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:40,146:INFO:Checking exceptions -2022-06-21 19:14:40,154:INFO:Importing libraries -2022-06-21 19:14:40,155:INFO:Copying training dataset -2022-06-21 19:14:40,162:INFO:Defining folds -2022-06-21 19:14:40,162:INFO:Declaring metric variables -2022-06-21 19:14:40,163:INFO:Importing untrained model -2022-06-21 19:14:40,164:INFO:K Neighbors Classifier Imported successfully -2022-06-21 19:14:40,165:INFO:Starting cross validation -2022-06-21 19:14:40,166:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:40,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,274:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,282:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,290:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,333:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,363:INFO:Calculating mean and std -2022-06-21 19:14:40,364:INFO:Creating metrics dataframe -2022-06-21 19:14:40,370:INFO:Uploading results into container -2022-06-21 19:14:40,371:INFO:Uploading model into container now -2022-06-21 19:14:40,371:INFO:master_model_container: 2 -2022-06-21 19:14:40,372:INFO:display_container: 2 -2022-06-21 19:14:40,372:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 19:14:40,372:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:40,579:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:40,579:INFO:Creating metrics dataframe -2022-06-21 19:14:40,587:INFO:Initializing Naive Bayes -2022-06-21 19:14:40,588:INFO:Total runtime is 0.01958144505818685 minutes -2022-06-21 19:14:40,589:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:40,589:INFO:Initializing create_model() -2022-06-21 19:14:40,589:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:40,590:INFO:Checking exceptions -2022-06-21 19:14:40,593:INFO:Importing libraries -2022-06-21 19:14:40,593:INFO:Copying training dataset -2022-06-21 19:14:40,597:INFO:Defining folds -2022-06-21 19:14:40,597:INFO:Declaring metric variables -2022-06-21 19:14:40,598:INFO:Importing untrained model -2022-06-21 19:14:40,598:INFO:Naive Bayes Imported successfully -2022-06-21 19:14:40,599:INFO:Starting cross validation -2022-06-21 19:14:40,601:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:40,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,640:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,641:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,652:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,694:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,704:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,707:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,749:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:40,769:INFO:Calculating mean and std -2022-06-21 19:14:40,771:INFO:Creating metrics dataframe -2022-06-21 19:14:40,777:INFO:Uploading results into container -2022-06-21 19:14:40,778:INFO:Uploading model into container now -2022-06-21 19:14:40,779:INFO:master_model_container: 3 -2022-06-21 19:14:40,779:INFO:display_container: 2 -2022-06-21 19:14:40,780:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 19:14:40,780:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:40,992:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:40,992:INFO:Creating metrics dataframe -2022-06-21 19:14:40,999:INFO:Initializing Decision Tree Classifier -2022-06-21 19:14:40,999:INFO:Total runtime is 0.026438764731089276 minutes -2022-06-21 19:14:41,000:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:41,000:INFO:Initializing create_model() -2022-06-21 19:14:41,001:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:41,001:INFO:Checking exceptions -2022-06-21 19:14:41,006:INFO:Importing libraries -2022-06-21 19:14:41,007:INFO:Copying training dataset -2022-06-21 19:14:41,015:INFO:Defining folds -2022-06-21 19:14:41,015:INFO:Declaring metric variables -2022-06-21 19:14:41,016:INFO:Importing untrained model -2022-06-21 19:14:41,017:INFO:Decision Tree Classifier Imported successfully -2022-06-21 19:14:41,017:INFO:Starting cross validation -2022-06-21 19:14:41,018:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:41,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,137:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,153:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,170:INFO:Calculating mean and std -2022-06-21 19:14:41,171:INFO:Creating metrics dataframe -2022-06-21 19:14:41,175:INFO:Uploading results into container -2022-06-21 19:14:41,176:INFO:Uploading model into container now -2022-06-21 19:14:41,176:INFO:master_model_container: 4 -2022-06-21 19:14:41,177:INFO:display_container: 2 -2022-06-21 19:14:41,177:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=2281, splitter='best') -2022-06-21 19:14:41,178:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:41,384:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:41,384:INFO:Creating metrics dataframe -2022-06-21 19:14:41,391:INFO:Initializing SVM - Linear Kernel -2022-06-21 19:14:41,391:INFO:Total runtime is 0.03297346035639445 minutes -2022-06-21 19:14:41,392:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:41,392:INFO:Initializing create_model() -2022-06-21 19:14:41,393:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:41,393:INFO:Checking exceptions -2022-06-21 19:14:41,398:INFO:Importing libraries -2022-06-21 19:14:41,398:INFO:Copying training dataset -2022-06-21 19:14:41,406:INFO:Defining folds -2022-06-21 19:14:41,407:INFO:Declaring metric variables -2022-06-21 19:14:41,407:INFO:Importing untrained model -2022-06-21 19:14:41,408:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 19:14:41,409:INFO:Starting cross validation -2022-06-21 19:14:41,410:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:41,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,491:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,510:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,533:INFO:Calculating mean and std -2022-06-21 19:14:41,534:INFO:Creating metrics dataframe -2022-06-21 19:14:41,539:INFO:Uploading results into container -2022-06-21 19:14:41,540:INFO:Uploading model into container now -2022-06-21 19:14:41,541:INFO:master_model_container: 5 -2022-06-21 19:14:41,541:INFO:display_container: 2 -2022-06-21 19:14:41,542:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=2281, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 19:14:41,542:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:41,877:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:41,877:INFO:Creating metrics dataframe -2022-06-21 19:14:41,884:INFO:Initializing Ridge Classifier -2022-06-21 19:14:41,885:INFO:Total runtime is 0.04119627873102824 minutes -2022-06-21 19:14:41,885:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:41,886:INFO:Initializing create_model() -2022-06-21 19:14:41,886:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:41,886:INFO:Checking exceptions -2022-06-21 19:14:41,888:INFO:Importing libraries -2022-06-21 19:14:41,889:INFO:Copying training dataset -2022-06-21 19:14:41,894:INFO:Defining folds -2022-06-21 19:14:41,894:INFO:Declaring metric variables -2022-06-21 19:14:41,895:INFO:Importing untrained model -2022-06-21 19:14:41,896:INFO:Ridge Classifier Imported successfully -2022-06-21 19:14:41,897:INFO:Starting cross validation -2022-06-21 19:14:41,898:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:41,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,947:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,952:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,961:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,980:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,996:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:41,996:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,006:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,012:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,016:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,026:INFO:Calculating mean and std -2022-06-21 19:14:42,026:INFO:Creating metrics dataframe -2022-06-21 19:14:42,031:INFO:Uploading results into container -2022-06-21 19:14:42,032:INFO:Uploading model into container now -2022-06-21 19:14:42,033:INFO:master_model_container: 6 -2022-06-21 19:14:42,033:INFO:display_container: 2 -2022-06-21 19:14:42,033:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=2281, solver='auto', tol=0.001) -2022-06-21 19:14:42,034:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:42,247:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:42,248:INFO:Creating metrics dataframe -2022-06-21 19:14:42,255:INFO:Initializing Random Forest Classifier -2022-06-21 19:14:42,256:INFO:Total runtime is 0.04738452434539795 minutes -2022-06-21 19:14:42,257:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:42,257:INFO:Initializing create_model() -2022-06-21 19:14:42,258:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:42,259:INFO:Checking exceptions -2022-06-21 19:14:42,262:INFO:Importing libraries -2022-06-21 19:14:42,263:INFO:Copying training dataset -2022-06-21 19:14:42,266:INFO:Defining folds -2022-06-21 19:14:42,266:INFO:Declaring metric variables -2022-06-21 19:14:42,267:INFO:Importing untrained model -2022-06-21 19:14:42,270:INFO:Random Forest Classifier Imported successfully -2022-06-21 19:14:42,273:INFO:Starting cross validation -2022-06-21 19:14:42,276:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:42,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,584:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:42,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,003:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,015:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,015:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,035:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,402:INFO:Calculating mean and std -2022-06-21 19:14:43,404:INFO:Creating metrics dataframe -2022-06-21 19:14:43,413:INFO:Uploading results into container -2022-06-21 19:14:43,413:INFO:Uploading model into container now -2022-06-21 19:14:43,414:INFO:master_model_container: 7 -2022-06-21 19:14:43,414:INFO:display_container: 2 -2022-06-21 19:14:43,415:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2281, verbose=0, warm_start=False) -2022-06-21 19:14:43,415:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:43,729:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:43,730:INFO:Creating metrics dataframe -2022-06-21 19:14:43,745:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 19:14:43,745:INFO:Total runtime is 0.07220554749170939 minutes -2022-06-21 19:14:43,746:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:43,747:INFO:Initializing create_model() -2022-06-21 19:14:43,748:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:43,749:INFO:Checking exceptions -2022-06-21 19:14:43,754:INFO:Importing libraries -2022-06-21 19:14:43,756:INFO:Copying training dataset -2022-06-21 19:14:43,768:INFO:Defining folds -2022-06-21 19:14:43,772:INFO:Declaring metric variables -2022-06-21 19:14:43,773:INFO:Importing untrained model -2022-06-21 19:14:43,774:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 19:14:43,775:INFO:Starting cross validation -2022-06-21 19:14:43,776:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:43,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,869:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,885:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,908:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,916:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:43,958:INFO:Calculating mean and std -2022-06-21 19:14:43,958:INFO:Creating metrics dataframe -2022-06-21 19:14:43,963:INFO:Uploading results into container -2022-06-21 19:14:43,964:INFO:Uploading model into container now -2022-06-21 19:14:43,965:INFO:master_model_container: 8 -2022-06-21 19:14:43,965:INFO:display_container: 2 -2022-06-21 19:14:43,965:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 19:14:43,965:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:44,190:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:44,190:INFO:Creating metrics dataframe -2022-06-21 19:14:44,202:INFO:Initializing Ada Boost Classifier -2022-06-21 19:14:44,203:INFO:Total runtime is 0.07983437379201253 minutes -2022-06-21 19:14:44,204:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:44,205:INFO:Initializing create_model() -2022-06-21 19:14:44,205:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:44,205:INFO:Checking exceptions -2022-06-21 19:14:44,213:INFO:Importing libraries -2022-06-21 19:14:44,214:INFO:Copying training dataset -2022-06-21 19:14:44,222:INFO:Defining folds -2022-06-21 19:14:44,222:INFO:Declaring metric variables -2022-06-21 19:14:44,222:INFO:Importing untrained model -2022-06-21 19:14:44,223:INFO:Ada Boost Classifier Imported successfully -2022-06-21 19:14:44,225:INFO:Starting cross validation -2022-06-21 19:14:44,226:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:44,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,418:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,612:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,629:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,640:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,864:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:44,881:INFO:Calculating mean and std -2022-06-21 19:14:44,882:INFO:Creating metrics dataframe -2022-06-21 19:14:44,888:INFO:Uploading results into container -2022-06-21 19:14:44,889:INFO:Uploading model into container now -2022-06-21 19:14:44,889:INFO:master_model_container: 9 -2022-06-21 19:14:44,890:INFO:display_container: 2 -2022-06-21 19:14:44,890:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=2281) -2022-06-21 19:14:44,891:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:45,165:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:45,165:INFO:Creating metrics dataframe -2022-06-21 19:14:45,182:INFO:Initializing Gradient Boosting Classifier -2022-06-21 19:14:45,183:INFO:Total runtime is 0.09617054859797158 minutes -2022-06-21 19:14:45,184:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:45,185:INFO:Initializing create_model() -2022-06-21 19:14:45,185:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:45,186:INFO:Checking exceptions -2022-06-21 19:14:45,190:INFO:Importing libraries -2022-06-21 19:14:45,190:INFO:Copying training dataset -2022-06-21 19:14:45,198:INFO:Defining folds -2022-06-21 19:14:45,199:INFO:Declaring metric variables -2022-06-21 19:14:45,201:INFO:Importing untrained model -2022-06-21 19:14:45,204:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 19:14:45,207:INFO:Starting cross validation -2022-06-21 19:14:45,210:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:45,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,463:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,464:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,474:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,667:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,671:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,677:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,865:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:45,879:INFO:Calculating mean and std -2022-06-21 19:14:45,880:INFO:Creating metrics dataframe -2022-06-21 19:14:45,886:INFO:Uploading results into container -2022-06-21 19:14:45,887:INFO:Uploading model into container now -2022-06-21 19:14:45,887:INFO:master_model_container: 10 -2022-06-21 19:14:45,887:INFO:display_container: 2 -2022-06-21 19:14:45,888:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=2281, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 19:14:45,888:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:46,097:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:46,097:INFO:Creating metrics dataframe -2022-06-21 19:14:46,104:INFO:Initializing Linear Discriminant Analysis -2022-06-21 19:14:46,105:INFO:Total runtime is 0.11153212785720823 minutes -2022-06-21 19:14:46,106:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:46,106:INFO:Initializing create_model() -2022-06-21 19:14:46,106:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:46,107:INFO:Checking exceptions -2022-06-21 19:14:46,116:INFO:Importing libraries -2022-06-21 19:14:46,118:INFO:Copying training dataset -2022-06-21 19:14:46,123:INFO:Defining folds -2022-06-21 19:14:46,123:INFO:Declaring metric variables -2022-06-21 19:14:46,124:INFO:Importing untrained model -2022-06-21 19:14:46,125:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 19:14:46,126:INFO:Starting cross validation -2022-06-21 19:14:46,127:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:46,164:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,172:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,175:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,175:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,229:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,250:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,278:INFO:Calculating mean and std -2022-06-21 19:14:46,279:INFO:Creating metrics dataframe -2022-06-21 19:14:46,284:INFO:Uploading results into container -2022-06-21 19:14:46,284:INFO:Uploading model into container now -2022-06-21 19:14:46,285:INFO:master_model_container: 11 -2022-06-21 19:14:46,285:INFO:display_container: 2 -2022-06-21 19:14:46,286:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 19:14:46,286:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:46,492:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:46,492:INFO:Creating metrics dataframe -2022-06-21 19:14:46,501:INFO:Initializing Extra Trees Classifier -2022-06-21 19:14:46,501:INFO:Total runtime is 0.11813966035842893 minutes -2022-06-21 19:14:46,502:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:46,502:INFO:Initializing create_model() -2022-06-21 19:14:46,503:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:46,503:INFO:Checking exceptions -2022-06-21 19:14:46,508:INFO:Importing libraries -2022-06-21 19:14:46,508:INFO:Copying training dataset -2022-06-21 19:14:46,511:INFO:Defining folds -2022-06-21 19:14:46,512:INFO:Declaring metric variables -2022-06-21 19:14:46,512:INFO:Importing untrained model -2022-06-21 19:14:46,513:INFO:Extra Trees Classifier Imported successfully -2022-06-21 19:14:46,515:INFO:Starting cross validation -2022-06-21 19:14:46,516:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:46,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,951:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:46,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,173:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,637:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,644:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:47,696:INFO:Calculating mean and std -2022-06-21 19:14:47,699:INFO:Creating metrics dataframe -2022-06-21 19:14:47,707:INFO:Uploading results into container -2022-06-21 19:14:47,708:INFO:Uploading model into container now -2022-06-21 19:14:47,709:INFO:master_model_container: 12 -2022-06-21 19:14:47,710:INFO:display_container: 2 -2022-06-21 19:14:47,711:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=2281, verbose=0, warm_start=False) -2022-06-21 19:14:47,711:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:47,984:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:47,984:INFO:Creating metrics dataframe -2022-06-21 19:14:47,994:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:14:47,994:INFO:Total runtime is 0.14302308162053423 minutes -2022-06-21 19:14:47,995:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:47,996:INFO:Initializing create_model() -2022-06-21 19:14:47,996:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:47,997:INFO:Checking exceptions -2022-06-21 19:14:48,002:INFO:Importing libraries -2022-06-21 19:14:48,002:INFO:Copying training dataset -2022-06-21 19:14:48,012:INFO:Defining folds -2022-06-21 19:14:48,013:INFO:Declaring metric variables -2022-06-21 19:14:48,014:INFO:Importing untrained model -2022-06-21 19:14:48,015:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:14:48,017:INFO:Starting cross validation -2022-06-21 19:14:48,017:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:48,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:48,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:48,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:48,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:49,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:49,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:49,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:49,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:49,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:49,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:49,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:49,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:49,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:49,691:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:49,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:49,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:49,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:49,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:50,055:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:50,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:50,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:50,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:50,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:50,390:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:50,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:51,034:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:51,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:51,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:51,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:51,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:51,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:51,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:51,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:51,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 19:14:51,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:51,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:51,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:51,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:51,639:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:51,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:51,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:51,684:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:51,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:52,005:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:52,006:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:52,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:52,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:52,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:52,061:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:52,071:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:14:52,083:INFO:Calculating mean and std -2022-06-21 19:14:52,093:INFO:Creating metrics dataframe -2022-06-21 19:14:52,107:INFO:Uploading results into container -2022-06-21 19:14:52,118:INFO:Uploading model into container now -2022-06-21 19:14:52,124:INFO:master_model_container: 13 -2022-06-21 19:14:52,128:INFO:display_container: 2 -2022-06-21 19:14:52,131:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=2281, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 19:14:52,151:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:52,423:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:52,423:INFO:Creating metrics dataframe -2022-06-21 19:14:52,430:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:14:52,431:INFO:Total runtime is 0.2169658263524373 minutes -2022-06-21 19:14:52,431:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:52,432:INFO:Initializing create_model() -2022-06-21 19:14:52,432:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:52,433:INFO:Checking exceptions -2022-06-21 19:14:52,436:INFO:Importing libraries -2022-06-21 19:14:52,437:INFO:Copying training dataset -2022-06-21 19:14:52,447:INFO:Defining folds -2022-06-21 19:14:52,447:INFO:Declaring metric variables -2022-06-21 19:14:52,448:INFO:Importing untrained model -2022-06-21 19:14:52,449:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:14:52,450:INFO:Starting cross validation -2022-06-21 19:14:52,451:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:14:52,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:52,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:53,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:53,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:53,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:53,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:53,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:53,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:54,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:54,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:54,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:54,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:55,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:55,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:55,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:55,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:56,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:56,055:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:56,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:56,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:14:56,372:INFO:Calculating mean and std -2022-06-21 19:14:56,377:INFO:Creating metrics dataframe -2022-06-21 19:14:56,393:INFO:Uploading results into container -2022-06-21 19:14:56,395:INFO:Uploading model into container now -2022-06-21 19:14:56,396:INFO:master_model_container: 14 -2022-06-21 19:14:56,397:INFO:display_container: 2 -2022-06-21 19:14:56,399:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=2281, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 19:14:56,403:INFO:create_model() successfully completed...................................... -2022-06-21 19:14:56,661:INFO:SubProcess create_model() end ================================== -2022-06-21 19:14:56,661:INFO:Creating metrics dataframe -2022-06-21 19:14:56,669:INFO:Initializing CatBoost Classifier -2022-06-21 19:14:56,670:INFO:Total runtime is 0.28761423031489053 minutes -2022-06-21 19:14:56,670:INFO:SubProcess create_model() called ================================== -2022-06-21 19:14:56,671:INFO:Initializing create_model() -2022-06-21 19:14:56,671:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:14:56,673:INFO:Checking exceptions -2022-06-21 19:14:56,676:INFO:Importing libraries -2022-06-21 19:14:56,676:INFO:Copying training dataset -2022-06-21 19:14:56,680:INFO:Defining folds -2022-06-21 19:14:56,680:INFO:Declaring metric variables -2022-06-21 19:14:56,681:INFO:Importing untrained model -2022-06-21 19:14:56,683:INFO:CatBoost Classifier Imported successfully -2022-06-21 19:14:56,686:INFO:Starting cross validation -2022-06-21 19:14:56,689:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:15:01,397:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:01,407:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:01,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:01,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:01,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:01,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:02,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:02,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:06,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:06,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:06,709:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:06,720:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:06,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:06,867:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:07,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:07,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:08,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:08,933:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:08,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:08,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:08,996:INFO:Calculating mean and std -2022-06-21 19:15:08,997:INFO:Creating metrics dataframe -2022-06-21 19:15:09,002:INFO:Uploading results into container -2022-06-21 19:15:09,003:INFO:Uploading model into container now -2022-06-21 19:15:09,004:INFO:master_model_container: 15 -2022-06-21 19:15:09,004:INFO:display_container: 2 -2022-06-21 19:15:09,004:INFO: -2022-06-21 19:15:09,004:INFO:create_model() successfully completed...................................... -2022-06-21 19:15:09,301:INFO:SubProcess create_model() end ================================== -2022-06-21 19:15:09,301:INFO:Creating metrics dataframe -2022-06-21 19:15:09,318:INFO:Initializing Dummy Classifier -2022-06-21 19:15:09,319:INFO:Total runtime is 0.4984368284543355 minutes -2022-06-21 19:15:09,320:INFO:SubProcess create_model() called ================================== -2022-06-21 19:15:09,321:INFO:Initializing create_model() -2022-06-21 19:15:09,322:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:15:09,322:INFO:Checking exceptions -2022-06-21 19:15:09,327:INFO:Importing libraries -2022-06-21 19:15:09,327:INFO:Copying training dataset -2022-06-21 19:15:09,332:INFO:Defining folds -2022-06-21 19:15:09,332:INFO:Declaring metric variables -2022-06-21 19:15:09,335:INFO:Importing untrained model -2022-06-21 19:15:09,337:INFO:Dummy Classifier Imported successfully -2022-06-21 19:15:09,339:INFO:Starting cross validation -2022-06-21 19:15:09,342:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:15:09,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,468:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,474:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,510:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,518:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:15:09,520:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,528:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/metrics/_classification.py:1327: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior. - _warn_prf(average, modifier, msg_start, len(result)) - -2022-06-21 19:15:09,531:INFO:Calculating mean and std -2022-06-21 19:15:09,532:INFO:Creating metrics dataframe -2022-06-21 19:15:09,541:INFO:Uploading results into container -2022-06-21 19:15:09,542:INFO:Uploading model into container now -2022-06-21 19:15:09,544:INFO:master_model_container: 16 -2022-06-21 19:15:09,546:INFO:display_container: 2 -2022-06-21 19:15:09,547:INFO:DummyClassifier(constant=None, random_state=2281, strategy='prior') -2022-06-21 19:15:09,549:INFO:create_model() successfully completed...................................... -2022-06-21 19:15:09,867:INFO:SubProcess create_model() end ================================== -2022-06-21 19:15:09,867:INFO:Creating metrics dataframe -2022-06-21 19:15:09,878:INFO:Initializing create_model() -2022-06-21 19:15:09,878:INFO:create_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=2281, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:15:09,878:INFO:Checking exceptions -2022-06-21 19:15:09,883:INFO:Importing libraries -2022-06-21 19:15:09,883:INFO:Copying training dataset -2022-06-21 19:15:09,887:INFO:Defining folds -2022-06-21 19:15:09,887:INFO:Declaring metric variables -2022-06-21 19:15:09,888:INFO:Importing untrained model -2022-06-21 19:15:09,889:INFO:Declaring custom model -2022-06-21 19:15:09,896:INFO:Logistic Regression Imported successfully -2022-06-21 19:15:09,898:INFO:Cross validation set to False -2022-06-21 19:15:09,898:INFO:Fitting Model -2022-06-21 19:15:09,977:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=2281, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:15:09,977:INFO:create_model() successfully completed...................................... -2022-06-21 19:15:10,338:INFO: Model Accuracy AUC Recall Prec. \ -lr Logistic Regression 0.7877 0.8385 0.6135 0.7453 -catboost CatBoost Classifier 0.7860 0.8482 0.6409 0.7250 -et Extra Trees Classifier 0.7842 0.8409 0.6152 0.7345 -ridge Ridge Classifier 0.7841 0.0000 0.6029 0.7438 -lda Linear Discriminant Analysis 0.7822 0.8403 0.6082 0.7353 -gbc Gradient Boosting Classifier 0.7749 0.8272 0.6363 0.7016 -rf Random Forest Classifier 0.7655 0.8342 0.5827 0.7020 -nb Naive Bayes 0.7637 0.8143 0.6199 0.6976 -xgboost Extreme Gradient Boosting 0.7617 0.8236 0.6418 0.6762 -ada Ada Boost Classifier 0.7599 0.8200 0.5874 0.6865 -lightgbm Light Gradient Boosting Machine 0.7542 0.8226 0.6196 0.6611 -qda Quadratic Discriminant Analysis 0.7413 0.8151 0.5605 0.6656 -knn K Neighbors Classifier 0.7243 0.7620 0.5444 0.6396 -dt Decision Tree Classifier 0.6835 0.6535 0.5556 0.5497 -dummy Dummy Classifier 0.6518 0.5000 0.0000 0.0000 -svm SVM - Linear Kernel 0.5030 0.0000 0.7690 0.4100 - - F1 Kappa MCC TT (Sec) -lr 0.6638 0.5122 0.5236 0.048 -catboost 0.6729 0.5159 0.5235 1.231 -et 0.6622 0.5067 0.5158 0.118 -ridge 0.6552 0.5023 0.5153 0.013 -lda 0.6559 0.5001 0.5116 0.015 -gbc 0.6594 0.4934 0.5003 0.067 -rf 0.6313 0.4625 0.4702 0.113 -nb 0.6477 0.4717 0.4804 0.017 -xgboost 0.6504 0.4717 0.4779 0.407 -ada 0.6247 0.4517 0.4599 0.066 -lightgbm 0.6340 0.4505 0.4548 0.392 -qda 0.5980 0.4110 0.4213 0.018 -knn 0.5777 0.3765 0.3862 0.020 -dt 0.5487 0.3060 0.3086 0.015 -dummy 0.0000 0.0000 0.0000 0.019 -svm 0.5138 0.1151 0.1439 0.012 -2022-06-21 19:15:10,339:INFO:master_model_container: 16 -2022-06-21 19:15:10,340:INFO:display_container: 2 -2022-06-21 19:15:10,341:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=2281, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 19:15:10,342:INFO:compare_models() successfully completed...................................... -2022-06-21 19:15:10,347:INFO:Initializing evaluate_model() -2022-06-21 19:15:10,349:INFO:evaluate_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=2281, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:15:10,368:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('AUC', 'auc'), ('Confusion Matrix', 'confusion_matrix'), ('Threshold', 'threshold'), ('Precision Recall', 'pr'), ('Prediction Error', 'error'), ('Class Report', 'class_report'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Calibration Curve', 'calibration'), ('Validation Curve', 'vc'), ('Dimensions', 'dimension'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Boundary', 'boundary'), ('Lift Chart', 'lift'), ('Gain Chart', 'gain'), ('Decision Tree', 'tree'), ('KS Statistic Plot', 'ks')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:15:10,371:INFO:Initializing plot_model() -2022-06-21 19:15:10,375:INFO:plot_model(plot=auc, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=2281, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:15:10,378:INFO:Checking exceptions -2022-06-21 19:15:10,391:INFO:Preloading libraries -2022-06-21 19:15:10,393:INFO:Copying training dataset -2022-06-21 19:15:10,393:INFO:Plot type: auc -2022-06-21 19:15:10,422:INFO:Fitting Model -2022-06-21 19:15:10,422:WARNING:X does not have valid feature names, but LogisticRegression was fitted with feature names - -2022-06-21 19:15:10,423:INFO:Scoring test/hold-out set -2022-06-21 19:15:10,453:INFO:Saving 'images/AUC.png' -2022-06-21 19:15:10,651:INFO:Visual Rendered Successfully -2022-06-21 19:15:10,875:INFO:plot_model() successfully completed...................................... -2022-06-21 19:15:10,878:INFO:Initializing plot_model() -2022-06-21 19:15:10,880:INFO:plot_model(plot=confusion_matrix, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=2281, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:15:10,880:INFO:Checking exceptions -2022-06-21 19:15:10,889:INFO:Preloading libraries -2022-06-21 19:15:10,890:INFO:Copying training dataset -2022-06-21 19:15:10,890:INFO:Plot type: confusion_matrix -2022-06-21 19:15:10,931:INFO:Fitting Model -2022-06-21 19:15:10,931:WARNING:X does not have valid feature names, but LogisticRegression was fitted with feature names - -2022-06-21 19:15:10,932:INFO:Scoring test/hold-out set -2022-06-21 19:15:10,965:INFO:Saving 'images/Confusion Matrix.png' -2022-06-21 19:15:11,066:INFO:Visual Rendered Successfully -2022-06-21 19:15:11,429:INFO:plot_model() successfully completed...................................... -2022-06-21 19:19:34,033:INFO:{} -2022-06-21 19:21:11,876:INFO:residuals -2022-06-21 19:21:17,713:INFO:error -2022-06-21 19:23:09,409:INFO:error -2022-06-21 19:26:48,651:INFO: age sex bmi children smoker region charges -0 19 female 27.900 0 yes southwest 16884.92400 -1 18 male 33.770 1 no southeast 1725.55230 -2 28 male 33.000 3 no southeast 4449.46200 -3 33 male 22.705 0 no northwest 21984.47061 -4 32 male 28.880 0 no northwest 3866.85520 -2022-06-21 19:26:48,652:INFO:PyCaret RegressionExperiment -2022-06-21 19:26:48,652:INFO:Logging name: reg-default-name -2022-06-21 19:26:48,653:INFO:ML Usecase: MLUsecase.REGRESSION -2022-06-21 19:26:48,653:INFO:version 3.0.0.rc1 -2022-06-21 19:26:48,653:INFO:Initializing setup() -2022-06-21 19:26:48,653:INFO:self.USI: b4bb -2022-06-21 19:26:48,653:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'transform_target_method_param', 'transform_target_param', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'idx', 'exp_id'} -2022-06-21 19:26:48,654:INFO:Checking environment -2022-06-21 19:26:48,654:INFO:python_version: 3.9.7 -2022-06-21 19:26:48,654:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:26:48,654:INFO:machine: x86_64 -2022-06-21 19:26:48,655:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:26:48,655:INFO:Memory: svmem(total=8230690816, available=1846476800, percent=77.6, used=5222252544, free=790097920, active=3216883712, inactive=3256606720, buffers=107565056, cached=2110775296, shared=844599296, slab=367337472) -2022-06-21 19:26:48,656:INFO:Physical Core: 2 -2022-06-21 19:26:48,656:INFO:Logical Core: 4 -2022-06-21 19:26:48,656:INFO:Checking libraries -2022-06-21 19:26:48,656:INFO: -System: -2022-06-21 19:26:48,657:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:26:48,657:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:26:48,657:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:26:48,657:INFO: -PyCaret required dependencies: -2022-06-21 19:26:48,658:INFO: pip: 22.1.2 -2022-06-21 19:26:48,658:INFO: setuptools: 58.0.4 -2022-06-21 19:26:48,658:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:26:48,659:INFO: ipython: Not installed -2022-06-21 19:26:48,659:INFO: ipywidgets: 7.6.5 -2022-06-21 19:26:48,659:INFO: tqdm: 4.62.3 -2022-06-21 19:26:48,659:INFO: numpy: 1.21.5 -2022-06-21 19:26:48,659:INFO: pandas: 1.3.5 -2022-06-21 19:26:48,660:INFO: jinja2: 3.0.3 -2022-06-21 19:26:48,660:INFO: scipy: 1.7.1 -2022-06-21 19:26:48,660:INFO: joblib: 1.1.0 -2022-06-21 19:26:48,660:INFO: sklearn: 1.1.1 -2022-06-21 19:26:48,661:INFO: pyod: Installed but version unavailable -2022-06-21 19:26:48,661:INFO: imblearn: 0.9.1 -2022-06-21 19:26:48,661:INFO: category_encoders: 2.5.0 -2022-06-21 19:26:48,661:INFO: lightgbm: 3.2.1 -2022-06-21 19:26:48,662:INFO: numba: 0.55.2 -2022-06-21 19:26:48,662:INFO: requests: 2.27.1 -2022-06-21 19:26:48,662:INFO: matplotlib: 3.4.3 -2022-06-21 19:26:48,662:INFO: scikitplot: 0.3.7 -2022-06-21 19:26:48,662:INFO: yellowbrick: 1.4 -2022-06-21 19:26:48,664:INFO: plotly: 5.5.0 -2022-06-21 19:26:48,664:INFO: kaleido: 0.2.1 -2022-06-21 19:26:48,664:INFO: statsmodels: 0.12.2 -2022-06-21 19:26:48,665:INFO: sktime: 0.11.4 -2022-06-21 19:26:48,665:INFO: tbats: Installed but version unavailable -2022-06-21 19:26:48,666:INFO: pmdarima: 1.8.5 -2022-06-21 19:26:48,666:INFO: psutil: 5.9.0 -2022-06-21 19:26:48,666:INFO: -PyCaret optional dependencies: -2022-06-21 19:26:48,668:INFO: shap: 0.39.0 -2022-06-21 19:26:48,668:INFO: interpret: 0.2.7 -2022-06-21 19:26:48,669:INFO: umap: 0.5.3 -2022-06-21 19:26:48,669:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:26:48,669:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:26:48,670:INFO: autoviz: 0.1.39 -2022-06-21 19:26:48,670:INFO: fairlearn: 0.7.0 -2022-06-21 19:26:48,670:INFO: xgboost: 1.4.0 -2022-06-21 19:26:48,671:INFO: catboost: 1.0.6 -2022-06-21 19:26:48,671:INFO: kmodes: 0.12.1 -2022-06-21 19:26:48,671:INFO: mlxtend: 0.20.0 -2022-06-21 19:26:48,671:INFO: statsforecast: 0.5.5 -2022-06-21 19:26:48,672:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:26:48,672:INFO: ray: 1.12.1 -2022-06-21 19:26:48,672:INFO: hyperopt: 0.2.7 -2022-06-21 19:26:48,673:INFO: optuna: 2.10.0 -2022-06-21 19:26:48,673:INFO: skopt: 0.9.0 -2022-06-21 19:26:48,674:INFO: mlflow: 1.26.1 -2022-06-21 19:26:48,674:INFO: gradio: 3.0.11 -2022-06-21 19:26:48,674:INFO: fastapi: 0.75.2 -2022-06-21 19:26:48,675:INFO: uvicorn: 0.17.6 -2022-06-21 19:26:48,675:INFO: m2cgen: 0.10.0 -2022-06-21 19:26:48,675:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:26:48,676:INFO: nltk: 3.6.5 -2022-06-21 19:26:48,676:INFO: pyLDAvis: Not installed -2022-06-21 19:26:48,676:INFO: gensim: Not installed -2022-06-21 19:26:48,677:INFO: spacy: Not installed -2022-06-21 19:26:48,677:INFO: wordcloud: 1.8.1 -2022-06-21 19:26:48,677:INFO: textblob: 0.17.1 -2022-06-21 19:26:48,678:INFO: fugue: 0.6.6 -2022-06-21 19:26:48,678:INFO: streamlit: 1.10.0 -2022-06-21 19:26:48,678:INFO: prophet: Not installed -2022-06-21 19:26:48,678:INFO:None -2022-06-21 19:26:48,679:INFO:Set up data. -2022-06-21 19:26:48,688:INFO:Set up train/test split. -2022-06-21 19:26:48,696:INFO:Set up folding strategy. -2022-06-21 19:26:48,696:INFO:Assigning column types. -2022-06-21 19:26:48,705:INFO:Preparing preprocessing pipeline... -2022-06-21 19:26:48,707:INFO:Set up simple imputation. -2022-06-21 19:26:48,715:INFO:Set up encoding of ordinal features. -2022-06-21 19:26:48,729:INFO:Set up encoding of categorical features. -2022-06-21 19:26:48,886:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:26:48,896:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(include=['age', 'bmi', 'children'], transformer=SimpleImputer())), - ('categorical_imputer', - TransformerWrapper(include=['sex', 'smoker', 'region'], transformer=SimpleImputer(fill_value='constant', strategy='constant'))), - ('ordinal_encoding', - TransformerWrapper(include=[...ker'], transformer=OrdinalEncoder(cols=['sex', 'smoker'], handle_missing='return_nan', mapping=[{'col': 'sex', 'mapping': {nan: -1, 'female': 0, 'male': 1}}, {'col': 'smoker', 'mapping': {nan: -1, 'no': 0, 'yes': 1}}]))), - ('onehot_encoding', - TransformerWrapper(include=['region'], transformer=OneHotEncoder(cols=['region'], handle_missing='return_nan', use_cat_names=True)))]) -2022-06-21 19:26:48,896:INFO:Creating final display dataframe. -2022-06-21 19:26:49,146:INFO:Setup display_container: Description Value -0 Session id 1400 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI b4bb -2022-06-21 19:26:49,151:INFO: Description Value -0 Session id 1400 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI b4bb -2022-06-21 19:26:49,375:INFO:setup() successfully completed in 0.72s............... -2022-06-21 19:26:49,375:INFO:Initializing compare_models() -2022-06-21 19:26:49,375:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=R2, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'R2', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:26:49,376:INFO:Checking exceptions -2022-06-21 19:26:49,378:INFO:Preparing display monitor -2022-06-21 19:26:49,382:INFO:Initializing Linear Regression -2022-06-21 19:26:49,382:INFO:Total runtime is 4.116694132486979e-06 minutes -2022-06-21 19:26:49,383:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:49,383:INFO:Initializing create_model() -2022-06-21 19:26:49,384:INFO:create_model(self=, estimator=lr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:49,384:INFO:Checking exceptions -2022-06-21 19:26:49,388:INFO:Importing libraries -2022-06-21 19:26:49,388:INFO:Copying training dataset -2022-06-21 19:26:49,392:INFO:Defining folds -2022-06-21 19:26:49,393:INFO:Declaring metric variables -2022-06-21 19:26:49,395:INFO:Importing untrained model -2022-06-21 19:26:49,397:INFO:Linear Regression Imported successfully -2022-06-21 19:26:49,399:INFO:Starting cross validation -2022-06-21 19:26:49,400:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:52,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,089:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,089:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:52,837:INFO:Calculating mean and std -2022-06-21 19:26:52,838:INFO:Creating metrics dataframe -2022-06-21 19:26:52,844:INFO:Uploading results into container -2022-06-21 19:26:52,844:INFO:Uploading model into container now -2022-06-21 19:26:52,845:INFO:master_model_container: 1 -2022-06-21 19:26:52,845:INFO:display_container: 2 -2022-06-21 19:26:52,846:INFO:LinearRegression(n_jobs=-1) -2022-06-21 19:26:52,846:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:53,083:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:53,084:INFO:Creating metrics dataframe -2022-06-21 19:26:53,091:INFO:Initializing Lasso Regression -2022-06-21 19:26:53,091:INFO:Total runtime is 0.06182106733322144 minutes -2022-06-21 19:26:53,092:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:53,092:INFO:Initializing create_model() -2022-06-21 19:26:53,093:INFO:create_model(self=, estimator=lasso, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:53,093:INFO:Checking exceptions -2022-06-21 19:26:53,097:INFO:Importing libraries -2022-06-21 19:26:53,098:INFO:Copying training dataset -2022-06-21 19:26:53,107:INFO:Defining folds -2022-06-21 19:26:53,108:INFO:Declaring metric variables -2022-06-21 19:26:53,108:INFO:Importing untrained model -2022-06-21 19:26:53,109:INFO:Lasso Regression Imported successfully -2022-06-21 19:26:53,110:INFO:Starting cross validation -2022-06-21 19:26:53,111:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:53,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,327:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,339:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,362:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,456:INFO:Calculating mean and std -2022-06-21 19:26:53,457:INFO:Creating metrics dataframe -2022-06-21 19:26:53,462:INFO:Uploading results into container -2022-06-21 19:26:53,462:INFO:Uploading model into container now -2022-06-21 19:26:53,463:INFO:master_model_container: 2 -2022-06-21 19:26:53,463:INFO:display_container: 2 -2022-06-21 19:26:53,464:INFO:Lasso(random_state=1400) -2022-06-21 19:26:53,464:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:53,701:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:53,701:INFO:Creating metrics dataframe -2022-06-21 19:26:53,709:INFO:Initializing Ridge Regression -2022-06-21 19:26:53,709:INFO:Total runtime is 0.07212510903676352 minutes -2022-06-21 19:26:53,710:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:53,711:INFO:Initializing create_model() -2022-06-21 19:26:53,713:INFO:create_model(self=, estimator=ridge, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:53,714:INFO:Checking exceptions -2022-06-21 19:26:53,721:INFO:Importing libraries -2022-06-21 19:26:53,722:INFO:Copying training dataset -2022-06-21 19:26:53,726:INFO:Defining folds -2022-06-21 19:26:53,726:INFO:Declaring metric variables -2022-06-21 19:26:53,727:INFO:Importing untrained model -2022-06-21 19:26:53,727:INFO:Ridge Regression Imported successfully -2022-06-21 19:26:53,728:INFO:Starting cross validation -2022-06-21 19:26:53,729:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:53,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,961:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:53,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,078:INFO:Calculating mean and std -2022-06-21 19:26:54,078:INFO:Creating metrics dataframe -2022-06-21 19:26:54,083:INFO:Uploading results into container -2022-06-21 19:26:54,084:INFO:Uploading model into container now -2022-06-21 19:26:54,084:INFO:master_model_container: 3 -2022-06-21 19:26:54,085:INFO:display_container: 2 -2022-06-21 19:26:54,085:INFO:Ridge(random_state=1400) -2022-06-21 19:26:54,085:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:54,291:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:54,292:INFO:Creating metrics dataframe -2022-06-21 19:26:54,299:INFO:Initializing Elastic Net -2022-06-21 19:26:54,299:INFO:Total runtime is 0.08195701837539673 minutes -2022-06-21 19:26:54,300:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:54,301:INFO:Initializing create_model() -2022-06-21 19:26:54,301:INFO:create_model(self=, estimator=en, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:54,301:INFO:Checking exceptions -2022-06-21 19:26:54,308:INFO:Importing libraries -2022-06-21 19:26:54,309:INFO:Copying training dataset -2022-06-21 19:26:54,316:INFO:Defining folds -2022-06-21 19:26:54,316:INFO:Declaring metric variables -2022-06-21 19:26:54,317:INFO:Importing untrained model -2022-06-21 19:26:54,317:INFO:Elastic Net Imported successfully -2022-06-21 19:26:54,318:INFO:Starting cross validation -2022-06-21 19:26:54,319:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:54,413:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,543:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:54,743:INFO:Calculating mean and std -2022-06-21 19:26:54,744:INFO:Creating metrics dataframe -2022-06-21 19:26:54,750:INFO:Uploading results into container -2022-06-21 19:26:54,751:INFO:Uploading model into container now -2022-06-21 19:26:54,751:INFO:master_model_container: 4 -2022-06-21 19:26:54,752:INFO:display_container: 2 -2022-06-21 19:26:54,752:INFO:ElasticNet(random_state=1400) -2022-06-21 19:26:54,752:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:54,956:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:54,956:INFO:Creating metrics dataframe -2022-06-21 19:26:54,963:INFO:Initializing Least Angle Regression -2022-06-21 19:26:54,963:INFO:Total runtime is 0.09301721652348836 minutes -2022-06-21 19:26:54,964:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:54,964:INFO:Initializing create_model() -2022-06-21 19:26:54,964:INFO:create_model(self=, estimator=lar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:54,965:INFO:Checking exceptions -2022-06-21 19:26:54,969:INFO:Importing libraries -2022-06-21 19:26:54,969:INFO:Copying training dataset -2022-06-21 19:26:54,977:INFO:Defining folds -2022-06-21 19:26:54,978:INFO:Declaring metric variables -2022-06-21 19:26:54,979:INFO:Importing untrained model -2022-06-21 19:26:54,980:INFO:Least Angle Regression Imported successfully -2022-06-21 19:26:54,981:INFO:Starting cross validation -2022-06-21 19:26:54,982:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:55,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,089:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,156:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,156:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,305:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,326:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,385:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,388:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,422:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:55,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,466:INFO:Calculating mean and std -2022-06-21 19:26:55,466:INFO:Creating metrics dataframe -2022-06-21 19:26:55,470:INFO:Uploading results into container -2022-06-21 19:26:55,471:INFO:Uploading model into container now -2022-06-21 19:26:55,472:INFO:master_model_container: 5 -2022-06-21 19:26:55,472:INFO:display_container: 2 -2022-06-21 19:26:55,477:INFO:Lars(random_state=1400) -2022-06-21 19:26:55,477:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:55,713:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:55,713:INFO:Creating metrics dataframe -2022-06-21 19:26:55,721:INFO:Initializing Lasso Least Angle Regression -2022-06-21 19:26:55,722:INFO:Total runtime is 0.10566304524739584 minutes -2022-06-21 19:26:55,723:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:55,723:INFO:Initializing create_model() -2022-06-21 19:26:55,723:INFO:create_model(self=, estimator=llar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:55,724:INFO:Checking exceptions -2022-06-21 19:26:55,731:INFO:Importing libraries -2022-06-21 19:26:55,732:INFO:Copying training dataset -2022-06-21 19:26:55,738:INFO:Defining folds -2022-06-21 19:26:55,739:INFO:Declaring metric variables -2022-06-21 19:26:55,739:INFO:Importing untrained model -2022-06-21 19:26:55,740:INFO:Lasso Least Angle Regression Imported successfully -2022-06-21 19:26:55,741:INFO:Starting cross validation -2022-06-21 19:26:55,742:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:55,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:55,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:55,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:55,857:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:55,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:55,951:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,951:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:55,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:55,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:55,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,034:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:56,036:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:56,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:26:56,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,111:INFO:Calculating mean and std -2022-06-21 19:26:56,112:INFO:Creating metrics dataframe -2022-06-21 19:26:56,118:INFO:Uploading results into container -2022-06-21 19:26:56,119:INFO:Uploading model into container now -2022-06-21 19:26:56,119:INFO:master_model_container: 6 -2022-06-21 19:26:56,120:INFO:display_container: 2 -2022-06-21 19:26:56,120:INFO:LassoLars(random_state=1400) -2022-06-21 19:26:56,120:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:56,327:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:56,328:INFO:Creating metrics dataframe -2022-06-21 19:26:56,335:INFO:Initializing Orthogonal Matching Pursuit -2022-06-21 19:26:56,335:INFO:Total runtime is 0.11588523785273235 minutes -2022-06-21 19:26:56,336:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:56,336:INFO:Initializing create_model() -2022-06-21 19:26:56,337:INFO:create_model(self=, estimator=omp, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:56,338:INFO:Checking exceptions -2022-06-21 19:26:56,345:INFO:Importing libraries -2022-06-21 19:26:56,346:INFO:Copying training dataset -2022-06-21 19:26:56,351:INFO:Defining folds -2022-06-21 19:26:56,352:INFO:Declaring metric variables -2022-06-21 19:26:56,352:INFO:Importing untrained model -2022-06-21 19:26:56,353:INFO:Orthogonal Matching Pursuit Imported successfully -2022-06-21 19:26:56,354:INFO:Starting cross validation -2022-06-21 19:26:56,355:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:56,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,464:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,568:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,728:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,732:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:26:56,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:56,827:INFO:Calculating mean and std -2022-06-21 19:26:56,828:INFO:Creating metrics dataframe -2022-06-21 19:26:56,832:INFO:Uploading results into container -2022-06-21 19:26:56,833:INFO:Uploading model into container now -2022-06-21 19:26:56,834:INFO:master_model_container: 7 -2022-06-21 19:26:56,834:INFO:display_container: 2 -2022-06-21 19:26:56,834:INFO:OrthogonalMatchingPursuit() -2022-06-21 19:26:56,835:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:57,041:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:57,041:INFO:Creating metrics dataframe -2022-06-21 19:26:57,049:INFO:Initializing Bayesian Ridge -2022-06-21 19:26:57,049:INFO:Total runtime is 0.1277868429819743 minutes -2022-06-21 19:26:57,050:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:57,051:INFO:Initializing create_model() -2022-06-21 19:26:57,051:INFO:create_model(self=, estimator=br, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:57,053:INFO:Checking exceptions -2022-06-21 19:26:57,055:INFO:Importing libraries -2022-06-21 19:26:57,055:INFO:Copying training dataset -2022-06-21 19:26:57,059:INFO:Defining folds -2022-06-21 19:26:57,059:INFO:Declaring metric variables -2022-06-21 19:26:57,060:INFO:Importing untrained model -2022-06-21 19:26:57,061:INFO:Bayesian Ridge Imported successfully -2022-06-21 19:26:57,063:INFO:Starting cross validation -2022-06-21 19:26:57,068:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:57,153:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,297:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,392:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,444:INFO:Calculating mean and std -2022-06-21 19:26:57,445:INFO:Creating metrics dataframe -2022-06-21 19:26:57,450:INFO:Uploading results into container -2022-06-21 19:26:57,450:INFO:Uploading model into container now -2022-06-21 19:26:57,451:INFO:master_model_container: 8 -2022-06-21 19:26:57,451:INFO:display_container: 2 -2022-06-21 19:26:57,452:INFO:BayesianRidge() -2022-06-21 19:26:57,452:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:57,709:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:57,709:INFO:Creating metrics dataframe -2022-06-21 19:26:57,719:INFO:Initializing Passive Aggressive Regressor -2022-06-21 19:26:57,719:INFO:Total runtime is 0.13894756635030112 minutes -2022-06-21 19:26:57,719:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:57,720:INFO:Initializing create_model() -2022-06-21 19:26:57,720:INFO:create_model(self=, estimator=par, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:57,720:INFO:Checking exceptions -2022-06-21 19:26:57,724:INFO:Importing libraries -2022-06-21 19:26:57,724:INFO:Copying training dataset -2022-06-21 19:26:57,728:INFO:Defining folds -2022-06-21 19:26:57,728:INFO:Declaring metric variables -2022-06-21 19:26:57,729:INFO:Importing untrained model -2022-06-21 19:26:57,730:INFO:Passive Aggressive Regressor Imported successfully -2022-06-21 19:26:57,731:INFO:Starting cross validation -2022-06-21 19:26:57,735:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:57,825:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,838:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:57,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,033:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,129:INFO:Calculating mean and std -2022-06-21 19:26:58,130:INFO:Creating metrics dataframe -2022-06-21 19:26:58,135:INFO:Uploading results into container -2022-06-21 19:26:58,136:INFO:Uploading model into container now -2022-06-21 19:26:58,137:INFO:master_model_container: 9 -2022-06-21 19:26:58,137:INFO:display_container: 2 -2022-06-21 19:26:58,137:INFO:PassiveAggressiveRegressor(random_state=1400) -2022-06-21 19:26:58,138:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:58,345:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:58,345:INFO:Creating metrics dataframe -2022-06-21 19:26:58,352:INFO:Initializing Huber Regressor -2022-06-21 19:26:58,353:INFO:Total runtime is 0.1495123863220215 minutes -2022-06-21 19:26:58,353:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:58,354:INFO:Initializing create_model() -2022-06-21 19:26:58,354:INFO:create_model(self=, estimator=huber, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:58,355:INFO:Checking exceptions -2022-06-21 19:26:58,361:INFO:Importing libraries -2022-06-21 19:26:58,362:INFO:Copying training dataset -2022-06-21 19:26:58,369:INFO:Defining folds -2022-06-21 19:26:58,369:INFO:Declaring metric variables -2022-06-21 19:26:58,370:INFO:Importing untrained model -2022-06-21 19:26:58,370:INFO:Huber Regressor Imported successfully -2022-06-21 19:26:58,371:INFO:Starting cross validation -2022-06-21 19:26:58,372:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:58,512:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,726:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,833:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,833:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:26:58,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:58,960:INFO:Calculating mean and std -2022-06-21 19:26:58,961:INFO:Creating metrics dataframe -2022-06-21 19:26:58,966:INFO:Uploading results into container -2022-06-21 19:26:58,967:INFO:Uploading model into container now -2022-06-21 19:26:58,968:INFO:master_model_container: 10 -2022-06-21 19:26:58,968:INFO:display_container: 2 -2022-06-21 19:26:58,969:INFO:HuberRegressor() -2022-06-21 19:26:58,969:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:59,174:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:59,175:INFO:Creating metrics dataframe -2022-06-21 19:26:59,184:INFO:Initializing K Neighbors Regressor -2022-06-21 19:26:59,184:INFO:Total runtime is 0.16336753765741985 minutes -2022-06-21 19:26:59,185:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:59,185:INFO:Initializing create_model() -2022-06-21 19:26:59,185:INFO:create_model(self=, estimator=knn, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:59,186:INFO:Checking exceptions -2022-06-21 19:26:59,190:INFO:Importing libraries -2022-06-21 19:26:59,190:INFO:Copying training dataset -2022-06-21 19:26:59,193:INFO:Defining folds -2022-06-21 19:26:59,194:INFO:Declaring metric variables -2022-06-21 19:26:59,195:INFO:Importing untrained model -2022-06-21 19:26:59,196:INFO:K Neighbors Regressor Imported successfully -2022-06-21 19:26:59,199:INFO:Starting cross validation -2022-06-21 19:26:59,202:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:59,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,411:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,579:INFO:Calculating mean and std -2022-06-21 19:26:59,581:INFO:Creating metrics dataframe -2022-06-21 19:26:59,588:INFO:Uploading results into container -2022-06-21 19:26:59,589:INFO:Uploading model into container now -2022-06-21 19:26:59,590:INFO:master_model_container: 11 -2022-06-21 19:26:59,590:INFO:display_container: 2 -2022-06-21 19:26:59,591:INFO:KNeighborsRegressor(n_jobs=-1) -2022-06-21 19:26:59,592:INFO:create_model() successfully completed...................................... -2022-06-21 19:26:59,809:INFO:SubProcess create_model() end ================================== -2022-06-21 19:26:59,809:INFO:Creating metrics dataframe -2022-06-21 19:26:59,817:INFO:Initializing Decision Tree Regressor -2022-06-21 19:26:59,817:INFO:Total runtime is 0.17391572395960492 minutes -2022-06-21 19:26:59,818:INFO:SubProcess create_model() called ================================== -2022-06-21 19:26:59,818:INFO:Initializing create_model() -2022-06-21 19:26:59,819:INFO:create_model(self=, estimator=dt, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:26:59,820:INFO:Checking exceptions -2022-06-21 19:26:59,822:INFO:Importing libraries -2022-06-21 19:26:59,823:INFO:Copying training dataset -2022-06-21 19:26:59,827:INFO:Defining folds -2022-06-21 19:26:59,827:INFO:Declaring metric variables -2022-06-21 19:26:59,829:INFO:Importing untrained model -2022-06-21 19:26:59,831:INFO:Decision Tree Regressor Imported successfully -2022-06-21 19:26:59,833:INFO:Starting cross validation -2022-06-21 19:26:59,835:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:26:59,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:26:59,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:00,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:00,034:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:00,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:00,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:00,132:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:00,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:00,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:00,202:INFO:Calculating mean and std -2022-06-21 19:27:00,203:INFO:Creating metrics dataframe -2022-06-21 19:27:00,209:INFO:Uploading results into container -2022-06-21 19:27:00,209:INFO:Uploading model into container now -2022-06-21 19:27:00,210:INFO:master_model_container: 12 -2022-06-21 19:27:00,210:INFO:display_container: 2 -2022-06-21 19:27:00,211:INFO:DecisionTreeRegressor(random_state=1400) -2022-06-21 19:27:00,211:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:00,416:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:00,417:INFO:Creating metrics dataframe -2022-06-21 19:27:00,423:INFO:Initializing Random Forest Regressor -2022-06-21 19:27:00,424:INFO:Total runtime is 0.18402597506841026 minutes -2022-06-21 19:27:00,424:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:00,425:INFO:Initializing create_model() -2022-06-21 19:27:00,425:INFO:create_model(self=, estimator=rf, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:00,425:INFO:Checking exceptions -2022-06-21 19:27:00,429:INFO:Importing libraries -2022-06-21 19:27:00,429:INFO:Copying training dataset -2022-06-21 19:27:00,436:INFO:Defining folds -2022-06-21 19:27:00,437:INFO:Declaring metric variables -2022-06-21 19:27:00,440:INFO:Importing untrained model -2022-06-21 19:27:00,441:INFO:Random Forest Regressor Imported successfully -2022-06-21 19:27:00,442:INFO:Starting cross validation -2022-06-21 19:27:00,443:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:00,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:00,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:01,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:01,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:01,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:01,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:01,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:01,598:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:01,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:01,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:02,029:INFO:Calculating mean and std -2022-06-21 19:27:02,029:INFO:Creating metrics dataframe -2022-06-21 19:27:02,034:INFO:Uploading results into container -2022-06-21 19:27:02,034:INFO:Uploading model into container now -2022-06-21 19:27:02,035:INFO:master_model_container: 13 -2022-06-21 19:27:02,035:INFO:display_container: 2 -2022-06-21 19:27:02,036:INFO:RandomForestRegressor(n_jobs=-1, random_state=1400) -2022-06-21 19:27:02,036:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:02,249:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:02,249:INFO:Creating metrics dataframe -2022-06-21 19:27:02,256:INFO:Initializing Extra Trees Regressor -2022-06-21 19:27:02,257:INFO:Total runtime is 0.21457670132319134 minutes -2022-06-21 19:27:02,257:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:02,258:INFO:Initializing create_model() -2022-06-21 19:27:02,258:INFO:create_model(self=, estimator=et, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:02,259:INFO:Checking exceptions -2022-06-21 19:27:02,263:INFO:Importing libraries -2022-06-21 19:27:02,263:INFO:Copying training dataset -2022-06-21 19:27:02,272:INFO:Defining folds -2022-06-21 19:27:02,272:INFO:Declaring metric variables -2022-06-21 19:27:02,272:INFO:Importing untrained model -2022-06-21 19:27:02,273:INFO:Extra Trees Regressor Imported successfully -2022-06-21 19:27:02,274:INFO:Starting cross validation -2022-06-21 19:27:02,275:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:02,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:02,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:02,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:02,756:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,202:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,250:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,500:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,599:INFO:Calculating mean and std -2022-06-21 19:27:03,600:INFO:Creating metrics dataframe -2022-06-21 19:27:03,606:INFO:Uploading results into container -2022-06-21 19:27:03,607:INFO:Uploading model into container now -2022-06-21 19:27:03,608:INFO:master_model_container: 14 -2022-06-21 19:27:03,609:INFO:display_container: 2 -2022-06-21 19:27:03,609:INFO:ExtraTreesRegressor(n_jobs=-1, random_state=1400) -2022-06-21 19:27:03,610:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:03,821:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:03,821:INFO:Creating metrics dataframe -2022-06-21 19:27:03,830:INFO:Initializing AdaBoost Regressor -2022-06-21 19:27:03,830:INFO:Total runtime is 0.24080228805541995 minutes -2022-06-21 19:27:03,831:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:03,831:INFO:Initializing create_model() -2022-06-21 19:27:03,831:INFO:create_model(self=, estimator=ada, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:03,832:INFO:Checking exceptions -2022-06-21 19:27:03,836:INFO:Importing libraries -2022-06-21 19:27:03,836:INFO:Copying training dataset -2022-06-21 19:27:03,839:INFO:Defining folds -2022-06-21 19:27:03,840:INFO:Declaring metric variables -2022-06-21 19:27:03,841:INFO:Importing untrained model -2022-06-21 19:27:03,843:INFO:AdaBoost Regressor Imported successfully -2022-06-21 19:27:03,845:INFO:Starting cross validation -2022-06-21 19:27:03,847:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:03,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,964:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,980:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:03,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,091:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,262:INFO:Calculating mean and std -2022-06-21 19:27:04,263:INFO:Creating metrics dataframe -2022-06-21 19:27:04,268:INFO:Uploading results into container -2022-06-21 19:27:04,269:INFO:Uploading model into container now -2022-06-21 19:27:04,269:INFO:master_model_container: 15 -2022-06-21 19:27:04,270:INFO:display_container: 2 -2022-06-21 19:27:04,270:INFO:AdaBoostRegressor(random_state=1400) -2022-06-21 19:27:04,271:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:04,476:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:04,476:INFO:Creating metrics dataframe -2022-06-21 19:27:04,484:INFO:Initializing Gradient Boosting Regressor -2022-06-21 19:27:04,485:INFO:Total runtime is 0.2517134586970012 minutes -2022-06-21 19:27:04,486:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:04,486:INFO:Initializing create_model() -2022-06-21 19:27:04,486:INFO:create_model(self=, estimator=gbr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:04,487:INFO:Checking exceptions -2022-06-21 19:27:04,492:INFO:Importing libraries -2022-06-21 19:27:04,493:INFO:Copying training dataset -2022-06-21 19:27:04,501:INFO:Defining folds -2022-06-21 19:27:04,501:INFO:Declaring metric variables -2022-06-21 19:27:04,502:INFO:Importing untrained model -2022-06-21 19:27:04,503:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:27:04,504:INFO:Starting cross validation -2022-06-21 19:27:04,505:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:04,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,749:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:04,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:05,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:05,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:05,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:05,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:05,226:INFO:Calculating mean and std -2022-06-21 19:27:05,227:INFO:Creating metrics dataframe -2022-06-21 19:27:05,232:INFO:Uploading results into container -2022-06-21 19:27:05,233:INFO:Uploading model into container now -2022-06-21 19:27:05,234:INFO:master_model_container: 16 -2022-06-21 19:27:05,234:INFO:display_container: 2 -2022-06-21 19:27:05,235:INFO:GradientBoostingRegressor(random_state=1400) -2022-06-21 19:27:05,235:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:05,439:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:05,440:INFO:Creating metrics dataframe -2022-06-21 19:27:05,447:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:27:05,447:INFO:Total runtime is 0.26774851481119794 minutes -2022-06-21 19:27:05,448:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:05,448:INFO:Initializing create_model() -2022-06-21 19:27:05,449:INFO:create_model(self=, estimator=xgboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:05,449:INFO:Checking exceptions -2022-06-21 19:27:05,457:INFO:Importing libraries -2022-06-21 19:27:05,458:INFO:Copying training dataset -2022-06-21 19:27:05,465:INFO:Defining folds -2022-06-21 19:27:05,465:INFO:Declaring metric variables -2022-06-21 19:27:05,466:INFO:Importing untrained model -2022-06-21 19:27:05,467:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:27:05,468:INFO:Starting cross validation -2022-06-21 19:27:05,469:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:07,004:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:07,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:07,141:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:07,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:07,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:07,325:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:07,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:07,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:08,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:08,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:08,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:08,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:08,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:09,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:09,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:09,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:09,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:09,410:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:09,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:09,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:27:09,574:INFO:Calculating mean and std -2022-06-21 19:27:09,579:INFO:Creating metrics dataframe -2022-06-21 19:27:09,592:INFO:Uploading results into container -2022-06-21 19:27:09,593:INFO:Uploading model into container now -2022-06-21 19:27:09,594:INFO:master_model_container: 17 -2022-06-21 19:27:09,595:INFO:display_container: 2 -2022-06-21 19:27:09,596:INFO:XGBRegressor(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=1400, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 19:27:09,601:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:09,864:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:09,865:INFO:Creating metrics dataframe -2022-06-21 19:27:09,874:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:27:09,874:INFO:Total runtime is 0.3415358622868856 minutes -2022-06-21 19:27:09,875:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:09,875:INFO:Initializing create_model() -2022-06-21 19:27:09,876:INFO:create_model(self=, estimator=lightgbm, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:09,876:INFO:Checking exceptions -2022-06-21 19:27:09,881:INFO:Importing libraries -2022-06-21 19:27:09,882:INFO:Copying training dataset -2022-06-21 19:27:09,890:INFO:Defining folds -2022-06-21 19:27:09,891:INFO:Declaring metric variables -2022-06-21 19:27:09,891:INFO:Importing untrained model -2022-06-21 19:27:09,892:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:27:09,893:INFO:Starting cross validation -2022-06-21 19:27:09,895:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:13,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:13,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:13,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:14,598:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:16,100:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:16,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:17,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:17,708:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:18,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:18,362:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:18,441:INFO:Calculating mean and std -2022-06-21 19:27:18,442:INFO:Creating metrics dataframe -2022-06-21 19:27:18,447:INFO:Uploading results into container -2022-06-21 19:27:18,448:INFO:Uploading model into container now -2022-06-21 19:27:18,448:INFO:master_model_container: 18 -2022-06-21 19:27:18,449:INFO:display_container: 2 -2022-06-21 19:27:18,449:INFO:LGBMRegressor(random_state=1400) -2022-06-21 19:27:18,450:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:18,737:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:18,737:INFO:Creating metrics dataframe -2022-06-21 19:27:18,747:INFO:Initializing CatBoost Regressor -2022-06-21 19:27:18,747:INFO:Total runtime is 0.48941429456075036 minutes -2022-06-21 19:27:18,748:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:18,748:INFO:Initializing create_model() -2022-06-21 19:27:18,748:INFO:create_model(self=, estimator=catboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:18,749:INFO:Checking exceptions -2022-06-21 19:27:18,752:INFO:Importing libraries -2022-06-21 19:27:18,753:INFO:Copying training dataset -2022-06-21 19:27:18,756:INFO:Defining folds -2022-06-21 19:27:18,756:INFO:Declaring metric variables -2022-06-21 19:27:18,757:INFO:Importing untrained model -2022-06-21 19:27:18,758:INFO:CatBoost Regressor Imported successfully -2022-06-21 19:27:18,759:INFO:Starting cross validation -2022-06-21 19:27:18,761:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:22,363:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:22,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:22,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:23,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:25,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:25,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:26,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:26,074:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,426:INFO:Calculating mean and std -2022-06-21 19:27:27,426:INFO:Creating metrics dataframe -2022-06-21 19:27:27,431:INFO:Uploading results into container -2022-06-21 19:27:27,432:INFO:Uploading model into container now -2022-06-21 19:27:27,432:INFO:master_model_container: 19 -2022-06-21 19:27:27,433:INFO:display_container: 2 -2022-06-21 19:27:27,433:INFO: -2022-06-21 19:27:27,433:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:27,680:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:27,681:INFO:Creating metrics dataframe -2022-06-21 19:27:27,688:INFO:Initializing Dummy Regressor -2022-06-21 19:27:27,688:INFO:Total runtime is 0.6384356975555421 minutes -2022-06-21 19:27:27,689:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:27,690:INFO:Initializing create_model() -2022-06-21 19:27:27,690:INFO:create_model(self=, estimator=dummy, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:27,691:INFO:Checking exceptions -2022-06-21 19:27:27,694:INFO:Importing libraries -2022-06-21 19:27:27,694:INFO:Copying training dataset -2022-06-21 19:27:27,701:INFO:Defining folds -2022-06-21 19:27:27,702:INFO:Declaring metric variables -2022-06-21 19:27:27,704:INFO:Importing untrained model -2022-06-21 19:27:27,705:INFO:Dummy Regressor Imported successfully -2022-06-21 19:27:27,706:INFO:Starting cross validation -2022-06-21 19:27:27,707:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:27,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:27,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:28,004:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:28,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:28,051:INFO:Calculating mean and std -2022-06-21 19:27:28,052:INFO:Creating metrics dataframe -2022-06-21 19:27:28,056:INFO:Uploading results into container -2022-06-21 19:27:28,057:INFO:Uploading model into container now -2022-06-21 19:27:28,057:INFO:master_model_container: 20 -2022-06-21 19:27:28,058:INFO:display_container: 2 -2022-06-21 19:27:28,058:INFO:DummyRegressor() -2022-06-21 19:27:28,058:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:28,271:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:28,272:INFO:Creating metrics dataframe -2022-06-21 19:27:28,286:INFO:Initializing create_model() -2022-06-21 19:27:28,286:INFO:create_model(self=, estimator=GradientBoostingRegressor(random_state=1400), fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:27:28,286:INFO:Checking exceptions -2022-06-21 19:27:28,289:INFO:Importing libraries -2022-06-21 19:27:28,289:INFO:Copying training dataset -2022-06-21 19:27:28,293:INFO:Defining folds -2022-06-21 19:27:28,294:INFO:Declaring metric variables -2022-06-21 19:27:28,296:INFO:Importing untrained model -2022-06-21 19:27:28,296:INFO:Declaring custom model -2022-06-21 19:27:28,298:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:27:28,301:INFO:Cross validation set to False -2022-06-21 19:27:28,301:INFO:Fitting Model -2022-06-21 19:27:28,526:INFO:GradientBoostingRegressor(random_state=1400) -2022-06-21 19:27:28,526:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:28,806:INFO: Model MAE MSE \ -gbr Gradient Boosting Regressor 2716.0960 2.276696e+07 -lightgbm Light Gradient Boosting Machine 2959.3069 2.385456e+07 -catboost CatBoost Regressor 2903.2584 2.517153e+07 -rf Random Forest Regressor 2861.1364 2.536818e+07 -ada AdaBoost Regressor 4299.3713 2.853181e+07 -et Extra Trees Regressor 2907.6153 2.931909e+07 -xgboost Extreme Gradient Boosting 3287.3796 3.001364e+07 -llar Lasso Least Angle Regression 4287.4147 3.822717e+07 -ridge Ridge Regression 4302.6165 3.822136e+07 -br Bayesian Ridge 4297.1366 3.821982e+07 -lr Linear Regression 4290.6765 3.822057e+07 -lasso Lasso Regression 4290.9214 3.822072e+07 -lar Least Angle Regression 4290.6765 3.822057e+07 -huber Huber Regressor 3494.9376 4.817237e+07 -dt Decision Tree Regressor 3373.8174 4.765119e+07 -omp Orthogonal Matching Pursuit 5656.1266 5.614872e+07 -par Passive Aggressive Regressor 4190.2171 6.151858e+07 -en Elastic Net 7225.9503 8.881219e+07 -knn K Neighbors Regressor 8018.3970 1.340161e+08 -dummy Dummy Regressor 8931.3310 1.421913e+08 - - RMSE R2 RMSLE MAPE TT (Sec) -gbr 4674.8866 0.8372 0.4455 0.3275 0.072 -lightgbm 4810.3517 0.8282 0.5540 0.3864 0.855 -catboost 4935.3365 0.8188 0.4927 0.3590 0.866 -rf 4957.2716 0.8162 0.4817 0.3537 0.159 -ada 5302.2385 0.7915 0.6543 0.7751 0.041 -et 5349.2689 0.7875 0.4994 0.3497 0.132 -xgboost 5415.4062 0.7798 0.6320 0.4452 0.410 -llar 6141.3806 0.7242 0.5947 0.4448 0.037 -ridge 6141.3657 0.7241 0.6113 0.4468 0.035 -br 6141.5753 0.7241 0.6069 0.4456 0.038 -lr 6142.0269 0.7240 0.6070 0.4442 0.344 -lasso 6141.9651 0.7240 0.6070 0.4443 0.035 -lar 6142.0269 0.7240 0.6070 0.4442 0.048 -huber 6913.9672 0.6488 0.4868 0.2227 0.059 -dt 6848.7040 0.6438 0.5766 0.4254 0.037 -omp 7449.0542 0.5957 0.7394 0.8939 0.047 -par 7706.3719 0.5705 0.4916 0.2784 0.039 -en 9353.7191 0.3654 0.7469 0.9400 0.042 -knn 11490.5011 0.0415 0.8862 0.9642 0.038 -dummy 11849.9859 -0.0181 1.0061 1.5347 0.034 -2022-06-21 19:27:28,806:INFO:master_model_container: 20 -2022-06-21 19:27:28,807:INFO:display_container: 2 -2022-06-21 19:27:28,807:INFO:GradientBoostingRegressor(random_state=1400) -2022-06-21 19:27:28,807:INFO:compare_models() successfully completed...................................... -2022-06-21 19:27:28,808:INFO:Initializing evaluate_model() -2022-06-21 19:27:28,808:INFO:evaluate_model(self=, estimator=GradientBoostingRegressor(random_state=1400), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:27:28,825:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('Residuals', 'residuals'), ('Prediction Error', 'error'), ('Cooks Distance', 'cooks'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Validation Curve', 'vc'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Tree', 'tree'), ('Interactive Residuals', 'residuals_interactive')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:27:28,831:INFO:Initializing plot_model() -2022-06-21 19:27:28,831:INFO:plot_model(plot=error, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=GradientBoostingRegressor(random_state=1400), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:27:28,831:INFO:Checking exceptions -2022-06-21 19:27:28,834:INFO:Preloading libraries -2022-06-21 19:27:28,854:INFO:Copying training dataset -2022-06-21 19:27:28,856:INFO:Plot type: error -2022-06-21 19:27:29,029:INFO:Fitting Model -2022-06-21 19:27:29,029:WARNING:X does not have valid feature names, but GradientBoostingRegressor was fitted with feature names - -2022-06-21 19:27:29,030:INFO:Scoring test/hold-out set -2022-06-21 19:27:29,109:INFO:Saving 'images/Prediction Error.png' -2022-06-21 19:27:29,299:INFO:Visual Rendered Successfully -2022-06-21 19:27:29,515:INFO:plot_model() successfully completed...................................... -2022-06-21 19:27:29,515:INFO:error -2022-06-21 19:27:56,341:INFO: age sex bmi children smoker region charges -0 19 female 27.900 0 yes southwest 16884.92400 -1 18 male 33.770 1 no southeast 1725.55230 -2 28 male 33.000 3 no southeast 4449.46200 -3 33 male 22.705 0 no northwest 21984.47061 -4 32 male 28.880 0 no northwest 3866.85520 -2022-06-21 19:27:56,346:INFO:PyCaret RegressionExperiment -2022-06-21 19:27:56,347:INFO:Logging name: reg-default-name -2022-06-21 19:27:56,347:INFO:ML Usecase: MLUsecase.REGRESSION -2022-06-21 19:27:56,348:INFO:version 3.0.0.rc1 -2022-06-21 19:27:56,348:INFO:Initializing setup() -2022-06-21 19:27:56,348:INFO:self.USI: 459b -2022-06-21 19:27:56,349:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'transform_target_method_param', 'transform_target_param', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'idx', 'exp_id'} -2022-06-21 19:27:56,349:INFO:Checking environment -2022-06-21 19:27:56,349:INFO:python_version: 3.9.7 -2022-06-21 19:27:56,350:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:27:56,350:INFO:machine: x86_64 -2022-06-21 19:27:56,352:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:27:56,353:INFO:Memory: svmem(total=8230690816, available=1211101184, percent=85.3, used=5915648000, free=140603392, active=3249651712, inactive=3944615936, buffers=100397056, cached=2074042368, shared=815435776, slab=368029696) -2022-06-21 19:27:56,354:INFO:Physical Core: 2 -2022-06-21 19:27:56,355:INFO:Logical Core: 4 -2022-06-21 19:27:56,355:INFO:Checking libraries -2022-06-21 19:27:56,356:INFO: -System: -2022-06-21 19:27:56,356:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:27:56,357:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:27:56,357:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:27:56,358:INFO: -PyCaret required dependencies: -2022-06-21 19:27:56,362:INFO: pip: 22.1.2 -2022-06-21 19:27:56,362:INFO: setuptools: 58.0.4 -2022-06-21 19:27:56,363:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:27:56,363:INFO: ipython: Not installed -2022-06-21 19:27:56,363:INFO: ipywidgets: 7.6.5 -2022-06-21 19:27:56,363:INFO: tqdm: 4.62.3 -2022-06-21 19:27:56,364:INFO: numpy: 1.21.5 -2022-06-21 19:27:56,364:INFO: pandas: 1.3.5 -2022-06-21 19:27:56,364:INFO: jinja2: 3.0.3 -2022-06-21 19:27:56,364:INFO: scipy: 1.7.1 -2022-06-21 19:27:56,364:INFO: joblib: 1.1.0 -2022-06-21 19:27:56,364:INFO: sklearn: 1.1.1 -2022-06-21 19:27:56,364:INFO: pyod: Installed but version unavailable -2022-06-21 19:27:56,365:INFO: imblearn: 0.9.1 -2022-06-21 19:27:56,365:INFO: category_encoders: 2.5.0 -2022-06-21 19:27:56,365:INFO: lightgbm: 3.2.1 -2022-06-21 19:27:56,366:INFO: numba: 0.55.2 -2022-06-21 19:27:56,368:INFO: requests: 2.27.1 -2022-06-21 19:27:56,369:INFO: matplotlib: 3.4.3 -2022-06-21 19:27:56,369:INFO: scikitplot: 0.3.7 -2022-06-21 19:27:56,370:INFO: yellowbrick: 1.4 -2022-06-21 19:27:56,371:INFO: plotly: 5.5.0 -2022-06-21 19:27:56,373:INFO: kaleido: 0.2.1 -2022-06-21 19:27:56,375:INFO: statsmodels: 0.12.2 -2022-06-21 19:27:56,375:INFO: sktime: 0.11.4 -2022-06-21 19:27:56,382:INFO: tbats: Installed but version unavailable -2022-06-21 19:27:56,383:INFO: pmdarima: 1.8.5 -2022-06-21 19:27:56,383:INFO: psutil: 5.9.0 -2022-06-21 19:27:56,384:INFO: -PyCaret optional dependencies: -2022-06-21 19:27:56,386:INFO: shap: 0.39.0 -2022-06-21 19:27:56,387:INFO: interpret: 0.2.7 -2022-06-21 19:27:56,387:INFO: umap: 0.5.3 -2022-06-21 19:27:56,387:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:27:56,387:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:27:56,388:INFO: autoviz: 0.1.39 -2022-06-21 19:27:56,388:INFO: fairlearn: 0.7.0 -2022-06-21 19:27:56,388:INFO: xgboost: 1.4.0 -2022-06-21 19:27:56,390:INFO: catboost: 1.0.6 -2022-06-21 19:27:56,398:INFO: kmodes: 0.12.1 -2022-06-21 19:27:56,405:INFO: mlxtend: 0.20.0 -2022-06-21 19:27:56,407:INFO: statsforecast: 0.5.5 -2022-06-21 19:27:56,408:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:27:56,408:INFO: ray: 1.12.1 -2022-06-21 19:27:56,409:INFO: hyperopt: 0.2.7 -2022-06-21 19:27:56,410:INFO: optuna: 2.10.0 -2022-06-21 19:27:56,410:INFO: skopt: 0.9.0 -2022-06-21 19:27:56,415:INFO: mlflow: 1.26.1 -2022-06-21 19:27:56,415:INFO: gradio: 3.0.11 -2022-06-21 19:27:56,415:INFO: fastapi: 0.75.2 -2022-06-21 19:27:56,416:INFO: uvicorn: 0.17.6 -2022-06-21 19:27:56,416:INFO: m2cgen: 0.10.0 -2022-06-21 19:27:56,416:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:27:56,416:INFO: nltk: 3.6.5 -2022-06-21 19:27:56,417:INFO: pyLDAvis: Not installed -2022-06-21 19:27:56,417:INFO: gensim: Not installed -2022-06-21 19:27:56,418:INFO: spacy: Not installed -2022-06-21 19:27:56,419:INFO: wordcloud: 1.8.1 -2022-06-21 19:27:56,419:INFO: textblob: 0.17.1 -2022-06-21 19:27:56,419:INFO: fugue: 0.6.6 -2022-06-21 19:27:56,420:INFO: streamlit: 1.10.0 -2022-06-21 19:27:56,420:INFO: prophet: Not installed -2022-06-21 19:27:56,421:INFO:None -2022-06-21 19:27:56,421:INFO:Set up data. -2022-06-21 19:27:56,446:INFO:Set up train/test split. -2022-06-21 19:27:56,462:INFO:Set up folding strategy. -2022-06-21 19:27:56,462:INFO:Assigning column types. -2022-06-21 19:27:56,478:INFO:Preparing preprocessing pipeline... -2022-06-21 19:27:56,480:INFO:Set up simple imputation. -2022-06-21 19:27:56,495:INFO:Set up encoding of ordinal features. -2022-06-21 19:27:56,514:INFO:Set up encoding of categorical features. -2022-06-21 19:27:56,697:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:27:56,704:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(include=['age', 'bmi', 'children'], transformer=SimpleImputer())), - ('categorical_imputer', - TransformerWrapper(include=['sex', 'smoker', 'region'], transformer=SimpleImputer(fill_value='constant', strategy='constant'))), - ('ordinal_encoding', - TransformerWrapper(include=[...ker'], transformer=OrdinalEncoder(cols=['sex', 'smoker'], handle_missing='return_nan', mapping=[{'col': 'sex', 'mapping': {nan: -1, 'female': 0, 'male': 1}}, {'col': 'smoker', 'mapping': {nan: -1, 'no': 0, 'yes': 1}}]))), - ('onehot_encoding', - TransformerWrapper(include=['region'], transformer=OneHotEncoder(cols=['region'], handle_missing='return_nan', use_cat_names=True)))]) -2022-06-21 19:27:56,704:INFO:Creating final display dataframe. -2022-06-21 19:27:56,945:INFO:Setup display_container: Description Value -0 Session id 2832 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 459b -2022-06-21 19:27:56,950:INFO: Description Value -0 Session id 2832 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 459b -2022-06-21 19:27:57,215:INFO:setup() successfully completed in 0.87s............... -2022-06-21 19:27:57,215:INFO:Initializing compare_models() -2022-06-21 19:27:57,216:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=R2, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'R2', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:27:57,216:INFO:Checking exceptions -2022-06-21 19:27:57,218:INFO:Preparing display monitor -2022-06-21 19:27:57,221:INFO:Initializing Linear Regression -2022-06-21 19:27:57,221:INFO:Total runtime is 5.273024241129557e-06 minutes -2022-06-21 19:27:57,222:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:57,222:INFO:Initializing create_model() -2022-06-21 19:27:57,222:INFO:create_model(self=, estimator=lr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:57,223:INFO:Checking exceptions -2022-06-21 19:27:57,225:INFO:Importing libraries -2022-06-21 19:27:57,225:INFO:Copying training dataset -2022-06-21 19:27:57,229:INFO:Defining folds -2022-06-21 19:27:57,229:INFO:Declaring metric variables -2022-06-21 19:27:57,230:INFO:Importing untrained model -2022-06-21 19:27:57,230:INFO:Linear Regression Imported successfully -2022-06-21 19:27:57,231:INFO:Starting cross validation -2022-06-21 19:27:57,231:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:57,608:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:57,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:57,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:57,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,142:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,477:INFO:Calculating mean and std -2022-06-21 19:27:58,478:INFO:Creating metrics dataframe -2022-06-21 19:27:58,482:INFO:Uploading results into container -2022-06-21 19:27:58,482:INFO:Uploading model into container now -2022-06-21 19:27:58,483:INFO:master_model_container: 1 -2022-06-21 19:27:58,483:INFO:display_container: 2 -2022-06-21 19:27:58,483:INFO:LinearRegression(n_jobs=-1) -2022-06-21 19:27:58,484:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:58,682:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:58,683:INFO:Creating metrics dataframe -2022-06-21 19:27:58,688:INFO:Initializing Lasso Regression -2022-06-21 19:27:58,688:INFO:Total runtime is 0.024454196294148762 minutes -2022-06-21 19:27:58,689:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:58,689:INFO:Initializing create_model() -2022-06-21 19:27:58,689:INFO:create_model(self=, estimator=lasso, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:58,689:INFO:Checking exceptions -2022-06-21 19:27:58,692:INFO:Importing libraries -2022-06-21 19:27:58,692:INFO:Copying training dataset -2022-06-21 19:27:58,695:INFO:Defining folds -2022-06-21 19:27:58,695:INFO:Declaring metric variables -2022-06-21 19:27:58,696:INFO:Importing untrained model -2022-06-21 19:27:58,697:INFO:Lasso Regression Imported successfully -2022-06-21 19:27:58,697:INFO:Starting cross validation -2022-06-21 19:27:58,698:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:58,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:58,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,020:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,040:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,078:INFO:Calculating mean and std -2022-06-21 19:27:59,079:INFO:Creating metrics dataframe -2022-06-21 19:27:59,083:INFO:Uploading results into container -2022-06-21 19:27:59,084:INFO:Uploading model into container now -2022-06-21 19:27:59,084:INFO:master_model_container: 2 -2022-06-21 19:27:59,085:INFO:display_container: 2 -2022-06-21 19:27:59,085:INFO:Lasso(random_state=2832) -2022-06-21 19:27:59,085:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:59,283:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:59,283:INFO:Creating metrics dataframe -2022-06-21 19:27:59,290:INFO:Initializing Ridge Regression -2022-06-21 19:27:59,291:INFO:Total runtime is 0.03449714183807373 minutes -2022-06-21 19:27:59,291:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:59,291:INFO:Initializing create_model() -2022-06-21 19:27:59,292:INFO:create_model(self=, estimator=ridge, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:59,292:INFO:Checking exceptions -2022-06-21 19:27:59,294:INFO:Importing libraries -2022-06-21 19:27:59,294:INFO:Copying training dataset -2022-06-21 19:27:59,297:INFO:Defining folds -2022-06-21 19:27:59,297:INFO:Declaring metric variables -2022-06-21 19:27:59,298:INFO:Importing untrained model -2022-06-21 19:27:59,299:INFO:Ridge Regression Imported successfully -2022-06-21 19:27:59,300:INFO:Starting cross validation -2022-06-21 19:27:59,300:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:27:59,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,403:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,487:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,582:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,605:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:27:59,705:INFO:Calculating mean and std -2022-06-21 19:27:59,706:INFO:Creating metrics dataframe -2022-06-21 19:27:59,712:INFO:Uploading results into container -2022-06-21 19:27:59,712:INFO:Uploading model into container now -2022-06-21 19:27:59,713:INFO:master_model_container: 3 -2022-06-21 19:27:59,713:INFO:display_container: 2 -2022-06-21 19:27:59,714:INFO:Ridge(random_state=2832) -2022-06-21 19:27:59,714:INFO:create_model() successfully completed...................................... -2022-06-21 19:27:59,936:INFO:SubProcess create_model() end ================================== -2022-06-21 19:27:59,937:INFO:Creating metrics dataframe -2022-06-21 19:27:59,945:INFO:Initializing Elastic Net -2022-06-21 19:27:59,945:INFO:Total runtime is 0.04539765119552612 minutes -2022-06-21 19:27:59,945:INFO:SubProcess create_model() called ================================== -2022-06-21 19:27:59,945:INFO:Initializing create_model() -2022-06-21 19:27:59,945:INFO:create_model(self=, estimator=en, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:27:59,945:INFO:Checking exceptions -2022-06-21 19:27:59,947:INFO:Importing libraries -2022-06-21 19:27:59,948:INFO:Copying training dataset -2022-06-21 19:27:59,951:INFO:Defining folds -2022-06-21 19:27:59,951:INFO:Declaring metric variables -2022-06-21 19:27:59,952:INFO:Importing untrained model -2022-06-21 19:27:59,952:INFO:Elastic Net Imported successfully -2022-06-21 19:27:59,953:INFO:Starting cross validation -2022-06-21 19:27:59,954:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:00,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,280:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,347:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,449:INFO:Calculating mean and std -2022-06-21 19:28:00,450:INFO:Creating metrics dataframe -2022-06-21 19:28:00,453:INFO:Uploading results into container -2022-06-21 19:28:00,454:INFO:Uploading model into container now -2022-06-21 19:28:00,454:INFO:master_model_container: 4 -2022-06-21 19:28:00,454:INFO:display_container: 2 -2022-06-21 19:28:00,455:INFO:ElasticNet(random_state=2832) -2022-06-21 19:28:00,455:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:00,709:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:00,709:INFO:Creating metrics dataframe -2022-06-21 19:28:00,715:INFO:Initializing Least Angle Regression -2022-06-21 19:28:00,716:INFO:Total runtime is 0.05824792782465617 minutes -2022-06-21 19:28:00,716:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:00,717:INFO:Initializing create_model() -2022-06-21 19:28:00,717:INFO:create_model(self=, estimator=lar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:00,717:INFO:Checking exceptions -2022-06-21 19:28:00,719:INFO:Importing libraries -2022-06-21 19:28:00,719:INFO:Copying training dataset -2022-06-21 19:28:00,722:INFO:Defining folds -2022-06-21 19:28:00,723:INFO:Declaring metric variables -2022-06-21 19:28:00,723:INFO:Importing untrained model -2022-06-21 19:28:00,724:INFO:Least Angle Regression Imported successfully -2022-06-21 19:28:00,725:INFO:Starting cross validation -2022-06-21 19:28:00,726:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:00,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:00,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:00,807:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,821:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:00,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:00,877:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,909:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:00,911:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:00,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:00,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:00,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:00,996:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,029:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:01,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,053:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:01,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,091:INFO:Calculating mean and std -2022-06-21 19:28:01,092:INFO:Creating metrics dataframe -2022-06-21 19:28:01,095:INFO:Uploading results into container -2022-06-21 19:28:01,096:INFO:Uploading model into container now -2022-06-21 19:28:01,097:INFO:master_model_container: 5 -2022-06-21 19:28:01,097:INFO:display_container: 2 -2022-06-21 19:28:01,097:INFO:Lars(random_state=2832) -2022-06-21 19:28:01,097:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:01,425:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:01,425:INFO:Creating metrics dataframe -2022-06-21 19:28:01,432:INFO:Initializing Lasso Least Angle Regression -2022-06-21 19:28:01,432:INFO:Total runtime is 0.07019282182057698 minutes -2022-06-21 19:28:01,433:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:01,433:INFO:Initializing create_model() -2022-06-21 19:28:01,434:INFO:create_model(self=, estimator=llar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:01,434:INFO:Checking exceptions -2022-06-21 19:28:01,436:INFO:Importing libraries -2022-06-21 19:28:01,436:INFO:Copying training dataset -2022-06-21 19:28:01,440:INFO:Defining folds -2022-06-21 19:28:01,440:INFO:Declaring metric variables -2022-06-21 19:28:01,440:INFO:Importing untrained model -2022-06-21 19:28:01,441:INFO:Lasso Least Angle Regression Imported successfully -2022-06-21 19:28:01,442:INFO:Starting cross validation -2022-06-21 19:28:01,443:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:01,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,602:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,655:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:28:01,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:01,800:INFO:Calculating mean and std -2022-06-21 19:28:01,800:INFO:Creating metrics dataframe -2022-06-21 19:28:01,804:INFO:Uploading results into container -2022-06-21 19:28:01,805:INFO:Uploading model into container now -2022-06-21 19:28:01,805:INFO:master_model_container: 6 -2022-06-21 19:28:01,805:INFO:display_container: 2 -2022-06-21 19:28:01,806:INFO:LassoLars(random_state=2832) -2022-06-21 19:28:01,806:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:02,003:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:02,004:INFO:Creating metrics dataframe -2022-06-21 19:28:02,010:INFO:Initializing Orthogonal Matching Pursuit -2022-06-21 19:28:02,010:INFO:Total runtime is 0.0798184871673584 minutes -2022-06-21 19:28:02,010:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:02,011:INFO:Initializing create_model() -2022-06-21 19:28:02,011:INFO:create_model(self=, estimator=omp, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:02,011:INFO:Checking exceptions -2022-06-21 19:28:02,013:INFO:Importing libraries -2022-06-21 19:28:02,013:INFO:Copying training dataset -2022-06-21 19:28:02,016:INFO:Defining folds -2022-06-21 19:28:02,017:INFO:Declaring metric variables -2022-06-21 19:28:02,017:INFO:Importing untrained model -2022-06-21 19:28:02,018:INFO:Orthogonal Matching Pursuit Imported successfully -2022-06-21 19:28:02,019:INFO:Starting cross validation -2022-06-21 19:28:02,020:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:02,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,304:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,331:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:28:02,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,378:INFO:Calculating mean and std -2022-06-21 19:28:02,378:INFO:Creating metrics dataframe -2022-06-21 19:28:02,382:INFO:Uploading results into container -2022-06-21 19:28:02,383:INFO:Uploading model into container now -2022-06-21 19:28:02,383:INFO:master_model_container: 7 -2022-06-21 19:28:02,383:INFO:display_container: 2 -2022-06-21 19:28:02,384:INFO:OrthogonalMatchingPursuit() -2022-06-21 19:28:02,384:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:02,584:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:02,584:INFO:Creating metrics dataframe -2022-06-21 19:28:02,596:INFO:Initializing Bayesian Ridge -2022-06-21 19:28:02,596:INFO:Total runtime is 0.08958954413731893 minutes -2022-06-21 19:28:02,597:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:02,599:INFO:Initializing create_model() -2022-06-21 19:28:02,599:INFO:create_model(self=, estimator=br, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:02,599:INFO:Checking exceptions -2022-06-21 19:28:02,604:INFO:Importing libraries -2022-06-21 19:28:02,606:INFO:Copying training dataset -2022-06-21 19:28:02,614:INFO:Defining folds -2022-06-21 19:28:02,614:INFO:Declaring metric variables -2022-06-21 19:28:02,616:INFO:Importing untrained model -2022-06-21 19:28:02,618:INFO:Bayesian Ridge Imported successfully -2022-06-21 19:28:02,619:INFO:Starting cross validation -2022-06-21 19:28:02,621:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:02,700:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,902:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,903:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:02,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,000:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,065:INFO:Calculating mean and std -2022-06-21 19:28:03,066:INFO:Creating metrics dataframe -2022-06-21 19:28:03,070:INFO:Uploading results into container -2022-06-21 19:28:03,071:INFO:Uploading model into container now -2022-06-21 19:28:03,072:INFO:master_model_container: 8 -2022-06-21 19:28:03,072:INFO:display_container: 2 -2022-06-21 19:28:03,073:INFO:BayesianRidge() -2022-06-21 19:28:03,073:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:03,295:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:03,295:INFO:Creating metrics dataframe -2022-06-21 19:28:03,302:INFO:Initializing Passive Aggressive Regressor -2022-06-21 19:28:03,303:INFO:Total runtime is 0.10136540333429972 minutes -2022-06-21 19:28:03,304:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:03,304:INFO:Initializing create_model() -2022-06-21 19:28:03,304:INFO:create_model(self=, estimator=par, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:03,305:INFO:Checking exceptions -2022-06-21 19:28:03,308:INFO:Importing libraries -2022-06-21 19:28:03,308:INFO:Copying training dataset -2022-06-21 19:28:03,312:INFO:Defining folds -2022-06-21 19:28:03,312:INFO:Declaring metric variables -2022-06-21 19:28:03,313:INFO:Importing untrained model -2022-06-21 19:28:03,314:INFO:Passive Aggressive Regressor Imported successfully -2022-06-21 19:28:03,315:INFO:Starting cross validation -2022-06-21 19:28:03,317:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:03,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,612:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:03,763:INFO:Calculating mean and std -2022-06-21 19:28:03,763:INFO:Creating metrics dataframe -2022-06-21 19:28:03,769:INFO:Uploading results into container -2022-06-21 19:28:03,770:INFO:Uploading model into container now -2022-06-21 19:28:03,770:INFO:master_model_container: 9 -2022-06-21 19:28:03,771:INFO:display_container: 2 -2022-06-21 19:28:03,771:INFO:PassiveAggressiveRegressor(random_state=2832) -2022-06-21 19:28:03,773:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:03,988:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:03,989:INFO:Creating metrics dataframe -2022-06-21 19:28:03,996:INFO:Initializing Huber Regressor -2022-06-21 19:28:03,996:INFO:Total runtime is 0.11291656891504923 minutes -2022-06-21 19:28:03,997:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:03,997:INFO:Initializing create_model() -2022-06-21 19:28:03,997:INFO:create_model(self=, estimator=huber, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:03,998:INFO:Checking exceptions -2022-06-21 19:28:04,001:INFO:Importing libraries -2022-06-21 19:28:04,001:INFO:Copying training dataset -2022-06-21 19:28:04,005:INFO:Defining folds -2022-06-21 19:28:04,005:INFO:Declaring metric variables -2022-06-21 19:28:04,006:INFO:Importing untrained model -2022-06-21 19:28:04,007:INFO:Huber Regressor Imported successfully -2022-06-21 19:28:04,008:INFO:Starting cross validation -2022-06-21 19:28:04,010:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:04,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,146:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,155:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,156:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,226:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:28:04,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,533:INFO:Calculating mean and std -2022-06-21 19:28:04,534:INFO:Creating metrics dataframe -2022-06-21 19:28:04,539:INFO:Uploading results into container -2022-06-21 19:28:04,540:INFO:Uploading model into container now -2022-06-21 19:28:04,541:INFO:master_model_container: 10 -2022-06-21 19:28:04,541:INFO:display_container: 2 -2022-06-21 19:28:04,541:INFO:HuberRegressor() -2022-06-21 19:28:04,542:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:04,795:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:04,795:INFO:Creating metrics dataframe -2022-06-21 19:28:04,803:INFO:Initializing K Neighbors Regressor -2022-06-21 19:28:04,803:INFO:Total runtime is 0.12637106974919637 minutes -2022-06-21 19:28:04,804:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:04,804:INFO:Initializing create_model() -2022-06-21 19:28:04,805:INFO:create_model(self=, estimator=knn, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:04,805:INFO:Checking exceptions -2022-06-21 19:28:04,813:INFO:Importing libraries -2022-06-21 19:28:04,814:INFO:Copying training dataset -2022-06-21 19:28:04,820:INFO:Defining folds -2022-06-21 19:28:04,820:INFO:Declaring metric variables -2022-06-21 19:28:04,820:INFO:Importing untrained model -2022-06-21 19:28:04,821:INFO:K Neighbors Regressor Imported successfully -2022-06-21 19:28:04,822:INFO:Starting cross validation -2022-06-21 19:28:04,823:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:04,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:04,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,245:INFO:Calculating mean and std -2022-06-21 19:28:05,246:INFO:Creating metrics dataframe -2022-06-21 19:28:05,251:INFO:Uploading results into container -2022-06-21 19:28:05,252:INFO:Uploading model into container now -2022-06-21 19:28:05,253:INFO:master_model_container: 11 -2022-06-21 19:28:05,253:INFO:display_container: 2 -2022-06-21 19:28:05,253:INFO:KNeighborsRegressor(n_jobs=-1) -2022-06-21 19:28:05,254:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:05,472:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:05,472:INFO:Creating metrics dataframe -2022-06-21 19:28:05,479:INFO:Initializing Decision Tree Regressor -2022-06-21 19:28:05,479:INFO:Total runtime is 0.13764134645462037 minutes -2022-06-21 19:28:05,480:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:05,481:INFO:Initializing create_model() -2022-06-21 19:28:05,481:INFO:create_model(self=, estimator=dt, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:05,481:INFO:Checking exceptions -2022-06-21 19:28:05,487:INFO:Importing libraries -2022-06-21 19:28:05,488:INFO:Copying training dataset -2022-06-21 19:28:05,495:INFO:Defining folds -2022-06-21 19:28:05,496:INFO:Declaring metric variables -2022-06-21 19:28:05,496:INFO:Importing untrained model -2022-06-21 19:28:05,497:INFO:Decision Tree Regressor Imported successfully -2022-06-21 19:28:05,498:INFO:Starting cross validation -2022-06-21 19:28:05,499:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:05,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,628:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,651:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,807:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:05,938:INFO:Calculating mean and std -2022-06-21 19:28:05,939:INFO:Creating metrics dataframe -2022-06-21 19:28:05,943:INFO:Uploading results into container -2022-06-21 19:28:05,944:INFO:Uploading model into container now -2022-06-21 19:28:05,945:INFO:master_model_container: 12 -2022-06-21 19:28:05,945:INFO:display_container: 2 -2022-06-21 19:28:05,946:INFO:DecisionTreeRegressor(random_state=2832) -2022-06-21 19:28:05,946:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:06,160:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:06,160:INFO:Creating metrics dataframe -2022-06-21 19:28:06,167:INFO:Initializing Random Forest Regressor -2022-06-21 19:28:06,168:INFO:Total runtime is 0.14911256631215414 minutes -2022-06-21 19:28:06,168:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:06,169:INFO:Initializing create_model() -2022-06-21 19:28:06,169:INFO:create_model(self=, estimator=rf, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:06,170:INFO:Checking exceptions -2022-06-21 19:28:06,174:INFO:Importing libraries -2022-06-21 19:28:06,174:INFO:Copying training dataset -2022-06-21 19:28:06,177:INFO:Defining folds -2022-06-21 19:28:06,178:INFO:Declaring metric variables -2022-06-21 19:28:06,178:INFO:Importing untrained model -2022-06-21 19:28:06,180:INFO:Random Forest Regressor Imported successfully -2022-06-21 19:28:06,182:INFO:Starting cross validation -2022-06-21 19:28:06,186:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:06,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:06,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:06,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:06,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:07,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:07,300:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:07,353:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:07,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:07,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:07,795:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:07,843:INFO:Calculating mean and std -2022-06-21 19:28:07,844:INFO:Creating metrics dataframe -2022-06-21 19:28:07,849:INFO:Uploading results into container -2022-06-21 19:28:07,850:INFO:Uploading model into container now -2022-06-21 19:28:07,851:INFO:master_model_container: 13 -2022-06-21 19:28:07,851:INFO:display_container: 2 -2022-06-21 19:28:07,852:INFO:RandomForestRegressor(n_jobs=-1, random_state=2832) -2022-06-21 19:28:07,852:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:08,068:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:08,068:INFO:Creating metrics dataframe -2022-06-21 19:28:08,076:INFO:Initializing Extra Trees Regressor -2022-06-21 19:28:08,076:INFO:Total runtime is 0.180919086933136 minutes -2022-06-21 19:28:08,077:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:08,078:INFO:Initializing create_model() -2022-06-21 19:28:08,078:INFO:create_model(self=, estimator=et, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:08,078:INFO:Checking exceptions -2022-06-21 19:28:08,084:INFO:Importing libraries -2022-06-21 19:28:08,086:INFO:Copying training dataset -2022-06-21 19:28:08,093:INFO:Defining folds -2022-06-21 19:28:08,093:INFO:Declaring metric variables -2022-06-21 19:28:08,094:INFO:Importing untrained model -2022-06-21 19:28:08,095:INFO:Extra Trees Regressor Imported successfully -2022-06-21 19:28:08,095:INFO:Starting cross validation -2022-06-21 19:28:08,097:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:08,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:08,532:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:08,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:08,629:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:09,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:09,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:09,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:09,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:09,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:09,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:09,554:INFO:Calculating mean and std -2022-06-21 19:28:09,555:INFO:Creating metrics dataframe -2022-06-21 19:28:09,560:INFO:Uploading results into container -2022-06-21 19:28:09,562:INFO:Uploading model into container now -2022-06-21 19:28:09,564:INFO:master_model_container: 14 -2022-06-21 19:28:09,564:INFO:display_container: 2 -2022-06-21 19:28:09,566:INFO:ExtraTreesRegressor(n_jobs=-1, random_state=2832) -2022-06-21 19:28:09,566:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:09,818:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:09,819:INFO:Creating metrics dataframe -2022-06-21 19:28:09,826:INFO:Initializing AdaBoost Regressor -2022-06-21 19:28:09,826:INFO:Total runtime is 0.2100880026817322 minutes -2022-06-21 19:28:09,827:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:09,827:INFO:Initializing create_model() -2022-06-21 19:28:09,828:INFO:create_model(self=, estimator=ada, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:09,828:INFO:Checking exceptions -2022-06-21 19:28:09,832:INFO:Importing libraries -2022-06-21 19:28:09,832:INFO:Copying training dataset -2022-06-21 19:28:09,842:INFO:Defining folds -2022-06-21 19:28:09,842:INFO:Declaring metric variables -2022-06-21 19:28:09,842:INFO:Importing untrained model -2022-06-21 19:28:09,843:INFO:AdaBoost Regressor Imported successfully -2022-06-21 19:28:09,844:INFO:Starting cross validation -2022-06-21 19:28:09,845:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:09,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:09,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:09,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,130:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,174:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,312:INFO:Calculating mean and std -2022-06-21 19:28:10,313:INFO:Creating metrics dataframe -2022-06-21 19:28:10,317:INFO:Uploading results into container -2022-06-21 19:28:10,317:INFO:Uploading model into container now -2022-06-21 19:28:10,318:INFO:master_model_container: 15 -2022-06-21 19:28:10,318:INFO:display_container: 2 -2022-06-21 19:28:10,319:INFO:AdaBoostRegressor(random_state=2832) -2022-06-21 19:28:10,319:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:10,533:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:10,533:INFO:Creating metrics dataframe -2022-06-21 19:28:10,542:INFO:Initializing Gradient Boosting Regressor -2022-06-21 19:28:10,542:INFO:Total runtime is 0.22201755444208782 minutes -2022-06-21 19:28:10,542:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:10,543:INFO:Initializing create_model() -2022-06-21 19:28:10,543:INFO:create_model(self=, estimator=gbr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:10,543:INFO:Checking exceptions -2022-06-21 19:28:10,549:INFO:Importing libraries -2022-06-21 19:28:10,549:INFO:Copying training dataset -2022-06-21 19:28:10,558:INFO:Defining folds -2022-06-21 19:28:10,558:INFO:Declaring metric variables -2022-06-21 19:28:10,559:INFO:Importing untrained model -2022-06-21 19:28:10,560:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:28:10,560:INFO:Starting cross validation -2022-06-21 19:28:10,562:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:10,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:10,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:11,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:11,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:11,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:11,116:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:11,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:11,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:11,323:INFO:Calculating mean and std -2022-06-21 19:28:11,324:INFO:Creating metrics dataframe -2022-06-21 19:28:11,328:INFO:Uploading results into container -2022-06-21 19:28:11,329:INFO:Uploading model into container now -2022-06-21 19:28:11,329:INFO:master_model_container: 16 -2022-06-21 19:28:11,330:INFO:display_container: 2 -2022-06-21 19:28:11,330:INFO:GradientBoostingRegressor(random_state=2832) -2022-06-21 19:28:11,331:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:11,542:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:11,542:INFO:Creating metrics dataframe -2022-06-21 19:28:11,551:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:28:11,551:INFO:Total runtime is 0.2388381520907084 minutes -2022-06-21 19:28:11,552:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:11,552:INFO:Initializing create_model() -2022-06-21 19:28:11,553:INFO:create_model(self=, estimator=xgboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:11,553:INFO:Checking exceptions -2022-06-21 19:28:11,557:INFO:Importing libraries -2022-06-21 19:28:11,557:INFO:Copying training dataset -2022-06-21 19:28:11,560:INFO:Defining folds -2022-06-21 19:28:11,561:INFO:Declaring metric variables -2022-06-21 19:28:11,561:INFO:Importing untrained model -2022-06-21 19:28:11,564:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:28:11,569:INFO:Starting cross validation -2022-06-21 19:28:11,578:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:12,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:12,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:12,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:12,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:12,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:13,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:13,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:13,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:14,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:14,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:14,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:14,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:14,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:14,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:14,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:15,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:15,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:15,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:15,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:15,704:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:28:15,718:INFO:Calculating mean and std -2022-06-21 19:28:15,720:INFO:Creating metrics dataframe -2022-06-21 19:28:15,727:INFO:Uploading results into container -2022-06-21 19:28:15,728:INFO:Uploading model into container now -2022-06-21 19:28:15,729:INFO:master_model_container: 17 -2022-06-21 19:28:15,729:INFO:display_container: 2 -2022-06-21 19:28:15,730:INFO:XGBRegressor(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=2832, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 19:28:15,731:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:15,982:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:15,982:INFO:Creating metrics dataframe -2022-06-21 19:28:15,991:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:28:15,992:INFO:Total runtime is 0.3128460645675659 minutes -2022-06-21 19:28:15,992:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:15,993:INFO:Initializing create_model() -2022-06-21 19:28:15,993:INFO:create_model(self=, estimator=lightgbm, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:15,993:INFO:Checking exceptions -2022-06-21 19:28:15,997:INFO:Importing libraries -2022-06-21 19:28:15,997:INFO:Copying training dataset -2022-06-21 19:28:16,006:INFO:Defining folds -2022-06-21 19:28:16,007:INFO:Declaring metric variables -2022-06-21 19:28:16,008:INFO:Importing untrained model -2022-06-21 19:28:16,009:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:28:16,010:INFO:Starting cross validation -2022-06-21 19:28:16,012:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:17,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:18,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:18,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:18,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:19,100:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:21,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:21,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:22,217:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:22,274:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:22,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:22,550:INFO:Calculating mean and std -2022-06-21 19:28:22,551:INFO:Creating metrics dataframe -2022-06-21 19:28:22,566:INFO:Uploading results into container -2022-06-21 19:28:22,568:INFO:Uploading model into container now -2022-06-21 19:28:22,568:INFO:master_model_container: 18 -2022-06-21 19:28:22,574:INFO:display_container: 2 -2022-06-21 19:28:22,575:INFO:LGBMRegressor(random_state=2832) -2022-06-21 19:28:22,576:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:22,852:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:22,852:INFO:Creating metrics dataframe -2022-06-21 19:28:22,861:INFO:Initializing CatBoost Regressor -2022-06-21 19:28:22,861:INFO:Total runtime is 0.4273446798324585 minutes -2022-06-21 19:28:22,862:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:22,863:INFO:Initializing create_model() -2022-06-21 19:28:22,863:INFO:create_model(self=, estimator=catboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:22,863:INFO:Checking exceptions -2022-06-21 19:28:22,867:INFO:Importing libraries -2022-06-21 19:28:22,867:INFO:Copying training dataset -2022-06-21 19:28:22,871:INFO:Defining folds -2022-06-21 19:28:22,872:INFO:Declaring metric variables -2022-06-21 19:28:22,874:INFO:Importing untrained model -2022-06-21 19:28:22,877:INFO:CatBoost Regressor Imported successfully -2022-06-21 19:28:22,879:INFO:Starting cross validation -2022-06-21 19:28:22,880:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:25,712:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:25,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:26,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:27,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:29,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:29,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:30,500:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:31,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:31,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:31,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:31,788:INFO:Calculating mean and std -2022-06-21 19:28:31,789:INFO:Creating metrics dataframe -2022-06-21 19:28:31,794:INFO:Uploading results into container -2022-06-21 19:28:31,795:INFO:Uploading model into container now -2022-06-21 19:28:31,796:INFO:master_model_container: 19 -2022-06-21 19:28:31,796:INFO:display_container: 2 -2022-06-21 19:28:31,796:INFO: -2022-06-21 19:28:31,796:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:32,023:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:32,023:INFO:Creating metrics dataframe -2022-06-21 19:28:32,032:INFO:Initializing Dummy Regressor -2022-06-21 19:28:32,032:INFO:Total runtime is 0.5801908095677694 minutes -2022-06-21 19:28:32,033:INFO:SubProcess create_model() called ================================== -2022-06-21 19:28:32,034:INFO:Initializing create_model() -2022-06-21 19:28:32,034:INFO:create_model(self=, estimator=dummy, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:28:32,034:INFO:Checking exceptions -2022-06-21 19:28:32,040:INFO:Importing libraries -2022-06-21 19:28:32,040:INFO:Copying training dataset -2022-06-21 19:28:32,048:INFO:Defining folds -2022-06-21 19:28:32,049:INFO:Declaring metric variables -2022-06-21 19:28:32,049:INFO:Importing untrained model -2022-06-21 19:28:32,050:INFO:Dummy Regressor Imported successfully -2022-06-21 19:28:32,051:INFO:Starting cross validation -2022-06-21 19:28:32,052:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:28:32,132:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,151:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,240:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:28:32,400:INFO:Calculating mean and std -2022-06-21 19:28:32,401:INFO:Creating metrics dataframe -2022-06-21 19:28:32,406:INFO:Uploading results into container -2022-06-21 19:28:32,408:INFO:Uploading model into container now -2022-06-21 19:28:32,408:INFO:master_model_container: 20 -2022-06-21 19:28:32,408:INFO:display_container: 2 -2022-06-21 19:28:32,409:INFO:DummyRegressor() -2022-06-21 19:28:32,409:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:32,647:INFO:SubProcess create_model() end ================================== -2022-06-21 19:28:32,647:INFO:Creating metrics dataframe -2022-06-21 19:28:32,661:INFO:Initializing create_model() -2022-06-21 19:28:32,661:INFO:create_model(self=, estimator=GradientBoostingRegressor(random_state=2832), fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:28:32,662:INFO:Checking exceptions -2022-06-21 19:28:32,675:INFO:Importing libraries -2022-06-21 19:28:32,675:INFO:Copying training dataset -2022-06-21 19:28:32,679:INFO:Defining folds -2022-06-21 19:28:32,679:INFO:Declaring metric variables -2022-06-21 19:28:32,680:INFO:Importing untrained model -2022-06-21 19:28:32,680:INFO:Declaring custom model -2022-06-21 19:28:32,681:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:28:32,683:INFO:Cross validation set to False -2022-06-21 19:28:32,683:INFO:Fitting Model -2022-06-21 19:28:32,910:INFO:GradientBoostingRegressor(random_state=2832) -2022-06-21 19:28:32,910:INFO:create_model() successfully completed...................................... -2022-06-21 19:28:33,153:INFO: Model MAE MSE \ -gbr Gradient Boosting Regressor 2284.4765 1.836632e+07 -lightgbm Light Gradient Boosting Machine 2606.0921 2.106002e+07 -catboost CatBoost Regressor 2479.9500 2.117615e+07 -rf Random Forest Regressor 2491.3644 2.129084e+07 -ada AdaBoost Regressor 3762.0651 2.351614e+07 -et Extra Trees Regressor 2548.4826 2.419660e+07 -xgboost Extreme Gradient Boosting 2766.0577 2.454156e+07 -llar Lasso Least Angle Regression 4065.3915 3.460109e+07 -ridge Ridge Regression 4081.5401 3.466135e+07 -br Bayesian Ridge 4076.4744 3.466164e+07 -lasso Lasso Regression 4071.3820 3.465588e+07 -lr Linear Regression 4071.2734 3.466060e+07 -lar Least Angle Regression 4071.2734 3.466060e+07 -dt Decision Tree Regressor 2932.3394 3.802458e+07 -huber Huber Regressor 3529.2283 4.577437e+07 -omp Orthogonal Matching Pursuit 5483.7404 5.197663e+07 -par Passive Aggressive Regressor 4013.7304 5.607974e+07 -en Elastic Net 7099.5939 8.602622e+07 -knn K Neighbors Regressor 7710.4421 1.241538e+08 -dummy Dummy Regressor 8996.4579 1.421211e+08 - - RMSE R2 RMSLE MAPE TT (Sec) -gbr 4207.5431 0.8653 0.4050 0.2625 0.076 -lightgbm 4501.5671 0.8453 0.5040 0.3232 0.654 -catboost 4529.0916 0.8446 0.4355 0.2863 0.891 -rf 4536.6264 0.8440 0.4395 0.2894 0.165 -ada 4818.5812 0.8281 0.5532 0.5900 0.047 -et 4852.4398 0.8226 0.4529 0.2867 0.146 -xgboost 4885.3000 0.8189 0.5154 0.3341 0.414 -llar 5845.4550 0.7479 0.5826 0.4202 0.036 -ridge 5850.5382 0.7475 0.6120 0.4227 0.040 -br 5850.2831 0.7474 0.5970 0.4217 0.044 -lasso 5849.5104 0.7474 0.5890 0.4207 0.038 -lr 5849.8556 0.7473 0.5882 0.4207 0.125 -lar 5849.8556 0.7473 0.5882 0.4207 0.037 -dt 6117.3284 0.7187 0.5065 0.3221 0.044 -huber 6697.8279 0.6635 0.4230 0.2110 0.052 -omp 7192.1290 0.6232 0.7064 0.8325 0.036 -par 7419.4667 0.6032 0.4627 0.2748 0.044 -en 9246.7360 0.3877 0.7234 0.9021 0.050 -knn 11108.3648 0.1124 0.8450 0.9259 0.042 -dummy 11882.1603 -0.0088 0.9967 1.5080 0.035 -2022-06-21 19:28:33,154:INFO:master_model_container: 20 -2022-06-21 19:28:33,154:INFO:display_container: 2 -2022-06-21 19:28:33,155:INFO:GradientBoostingRegressor(random_state=2832) -2022-06-21 19:28:33,155:INFO:compare_models() successfully completed...................................... -2022-06-21 19:28:33,156:INFO:Initializing evaluate_model() -2022-06-21 19:28:33,156:INFO:evaluate_model(self=, estimator=GradientBoostingRegressor(random_state=2832), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:28:33,182:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('Residuals', 'residuals'), ('Prediction Error', 'error'), ('Cooks Distance', 'cooks'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Validation Curve', 'vc'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Tree', 'tree'), ('Interactive Residuals', 'residuals_interactive')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:28:33,187:INFO:Initializing plot_model() -2022-06-21 19:28:33,187:INFO:plot_model(plot=residuals, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=GradientBoostingRegressor(random_state=2832), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:28:33,187:INFO:Checking exceptions -2022-06-21 19:28:33,192:INFO:Preloading libraries -2022-06-21 19:28:33,209:INFO:Copying training dataset -2022-06-21 19:28:33,209:INFO:Plot type: residuals -2022-06-21 19:28:33,371:INFO:Fitting Model -2022-06-21 19:28:33,372:WARNING:X does not have valid feature names, but GradientBoostingRegressor was fitted with feature names - -2022-06-21 19:28:33,430:INFO:Scoring test/hold-out set -2022-06-21 19:28:33,476:INFO:Saving 'images/Residuals.png' -2022-06-21 19:28:33,909:INFO:Visual Rendered Successfully -2022-06-21 19:28:34,116:INFO:plot_model() successfully completed...................................... -2022-06-21 19:28:34,117:INFO:residuals -2022-06-21 19:29:47,957:INFO: age sex bmi children smoker region charges -0 19 female 27.900 0 yes southwest 16884.92400 -1 18 male 33.770 1 no southeast 1725.55230 -2 28 male 33.000 3 no southeast 4449.46200 -3 33 male 22.705 0 no northwest 21984.47061 -4 32 male 28.880 0 no northwest 3866.85520 -2022-06-21 19:29:47,958:INFO:PyCaret RegressionExperiment -2022-06-21 19:29:47,959:INFO:Logging name: reg-default-name -2022-06-21 19:29:47,959:INFO:ML Usecase: MLUsecase.REGRESSION -2022-06-21 19:29:47,959:INFO:version 3.0.0.rc1 -2022-06-21 19:29:47,960:INFO:Initializing setup() -2022-06-21 19:29:47,960:INFO:self.USI: cd84 -2022-06-21 19:29:47,960:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'transform_target_method_param', 'transform_target_param', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'idx', 'exp_id'} -2022-06-21 19:29:47,960:INFO:Checking environment -2022-06-21 19:29:47,960:INFO:python_version: 3.9.7 -2022-06-21 19:29:47,961:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:29:47,961:INFO:machine: x86_64 -2022-06-21 19:29:47,961:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:29:47,962:INFO:Memory: svmem(total=8230690816, available=1125564416, percent=86.3, used=5979623424, free=176074752, active=3414962176, inactive=3921645568, buffers=93962240, cached=1981030400, shared=815505408, slab=368357376) -2022-06-21 19:29:47,962:INFO:Physical Core: 2 -2022-06-21 19:29:47,962:INFO:Logical Core: 4 -2022-06-21 19:29:47,963:INFO:Checking libraries -2022-06-21 19:29:47,963:INFO: -System: -2022-06-21 19:29:47,963:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:29:47,963:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:29:47,964:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:29:47,964:INFO: -PyCaret required dependencies: -2022-06-21 19:29:47,965:INFO: pip: 22.1.2 -2022-06-21 19:29:47,965:INFO: setuptools: 58.0.4 -2022-06-21 19:29:47,965:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:29:47,966:INFO: ipython: Not installed -2022-06-21 19:29:47,966:INFO: ipywidgets: 7.6.5 -2022-06-21 19:29:47,966:INFO: tqdm: 4.62.3 -2022-06-21 19:29:47,966:INFO: numpy: 1.21.5 -2022-06-21 19:29:47,966:INFO: pandas: 1.3.5 -2022-06-21 19:29:47,967:INFO: jinja2: 3.0.3 -2022-06-21 19:29:47,967:INFO: scipy: 1.7.1 -2022-06-21 19:29:47,967:INFO: joblib: 1.1.0 -2022-06-21 19:29:47,967:INFO: sklearn: 1.1.1 -2022-06-21 19:29:47,968:INFO: pyod: Installed but version unavailable -2022-06-21 19:29:47,968:INFO: imblearn: 0.9.1 -2022-06-21 19:29:47,968:INFO: category_encoders: 2.5.0 -2022-06-21 19:29:47,968:INFO: lightgbm: 3.2.1 -2022-06-21 19:29:47,969:INFO: numba: 0.55.2 -2022-06-21 19:29:47,969:INFO: requests: 2.27.1 -2022-06-21 19:29:47,969:INFO: matplotlib: 3.4.3 -2022-06-21 19:29:47,969:INFO: scikitplot: 0.3.7 -2022-06-21 19:29:47,969:INFO: yellowbrick: 1.4 -2022-06-21 19:29:47,969:INFO: plotly: 5.5.0 -2022-06-21 19:29:47,970:INFO: kaleido: 0.2.1 -2022-06-21 19:29:47,970:INFO: statsmodels: 0.12.2 -2022-06-21 19:29:47,970:INFO: sktime: 0.11.4 -2022-06-21 19:29:47,970:INFO: tbats: Installed but version unavailable -2022-06-21 19:29:47,971:INFO: pmdarima: 1.8.5 -2022-06-21 19:29:47,971:INFO: psutil: 5.9.0 -2022-06-21 19:29:47,972:INFO: -PyCaret optional dependencies: -2022-06-21 19:29:47,976:INFO: shap: 0.39.0 -2022-06-21 19:29:47,977:INFO: interpret: 0.2.7 -2022-06-21 19:29:47,978:INFO: umap: 0.5.3 -2022-06-21 19:29:47,979:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:29:47,979:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:29:47,980:INFO: autoviz: 0.1.39 -2022-06-21 19:29:47,980:INFO: fairlearn: 0.7.0 -2022-06-21 19:29:47,981:INFO: xgboost: 1.4.0 -2022-06-21 19:29:47,981:INFO: catboost: 1.0.6 -2022-06-21 19:29:47,981:INFO: kmodes: 0.12.1 -2022-06-21 19:29:47,981:INFO: mlxtend: 0.20.0 -2022-06-21 19:29:47,982:INFO: statsforecast: 0.5.5 -2022-06-21 19:29:47,983:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:29:47,983:INFO: ray: 1.12.1 -2022-06-21 19:29:47,984:INFO: hyperopt: 0.2.7 -2022-06-21 19:29:47,985:INFO: optuna: 2.10.0 -2022-06-21 19:29:47,985:INFO: skopt: 0.9.0 -2022-06-21 19:29:47,985:INFO: mlflow: 1.26.1 -2022-06-21 19:29:47,986:INFO: gradio: 3.0.11 -2022-06-21 19:29:47,986:INFO: fastapi: 0.75.2 -2022-06-21 19:29:47,986:INFO: uvicorn: 0.17.6 -2022-06-21 19:29:47,987:INFO: m2cgen: 0.10.0 -2022-06-21 19:29:47,987:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:29:47,987:INFO: nltk: 3.6.5 -2022-06-21 19:29:47,988:INFO: pyLDAvis: Not installed -2022-06-21 19:29:47,989:INFO: gensim: Not installed -2022-06-21 19:29:47,989:INFO: spacy: Not installed -2022-06-21 19:29:47,990:INFO: wordcloud: 1.8.1 -2022-06-21 19:29:47,991:INFO: textblob: 0.17.1 -2022-06-21 19:29:47,992:INFO: fugue: 0.6.6 -2022-06-21 19:29:47,993:INFO: streamlit: 1.10.0 -2022-06-21 19:29:47,993:INFO: prophet: Not installed -2022-06-21 19:29:47,994:INFO:None -2022-06-21 19:29:47,995:INFO:Set up data. -2022-06-21 19:29:48,006:INFO:Set up train/test split. -2022-06-21 19:29:48,015:INFO:Set up folding strategy. -2022-06-21 19:29:48,015:INFO:Assigning column types. -2022-06-21 19:29:48,032:INFO:Preparing preprocessing pipeline... -2022-06-21 19:29:48,034:INFO:Set up simple imputation. -2022-06-21 19:29:48,053:INFO:Set up encoding of ordinal features. -2022-06-21 19:29:48,065:INFO:Set up encoding of categorical features. -2022-06-21 19:29:48,273:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:29:48,280:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(include=['age', 'bmi', 'children'], transformer=SimpleImputer())), - ('categorical_imputer', - TransformerWrapper(include=['sex', 'smoker', 'region'], transformer=SimpleImputer(fill_value='constant', strategy='constant'))), - ('ordinal_encoding', - TransformerWrapper(include=[...ker'], transformer=OrdinalEncoder(cols=['sex', 'smoker'], handle_missing='return_nan', mapping=[{'col': 'sex', 'mapping': {nan: -1, 'female': 0, 'male': 1}}, {'col': 'smoker', 'mapping': {nan: -1, 'no': 0, 'yes': 1}}]))), - ('onehot_encoding', - TransformerWrapper(include=['region'], transformer=OneHotEncoder(cols=['region'], handle_missing='return_nan', use_cat_names=True)))]) -2022-06-21 19:29:48,280:INFO:Creating final display dataframe. -2022-06-21 19:29:48,787:INFO:Setup display_container: Description Value -0 Session id 3892 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI cd84 -2022-06-21 19:29:48,809:INFO: Description Value -0 Session id 3892 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI cd84 -2022-06-21 19:29:49,092:INFO:setup() successfully completed in 1.13s............... -2022-06-21 19:29:49,093:INFO:Initializing compare_models() -2022-06-21 19:29:49,094:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=R2, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'R2', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:29:49,094:INFO:Checking exceptions -2022-06-21 19:29:49,097:INFO:Preparing display monitor -2022-06-21 19:29:49,101:INFO:Initializing Linear Regression -2022-06-21 19:29:49,101:INFO:Total runtime is 3.711382548014323e-06 minutes -2022-06-21 19:29:49,102:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:49,102:INFO:Initializing create_model() -2022-06-21 19:29:49,102:INFO:create_model(self=, estimator=lr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:49,103:INFO:Checking exceptions -2022-06-21 19:29:49,106:INFO:Importing libraries -2022-06-21 19:29:49,107:INFO:Copying training dataset -2022-06-21 19:29:49,110:INFO:Defining folds -2022-06-21 19:29:49,110:INFO:Declaring metric variables -2022-06-21 19:29:49,111:INFO:Importing untrained model -2022-06-21 19:29:49,112:INFO:Linear Regression Imported successfully -2022-06-21 19:29:49,113:INFO:Starting cross validation -2022-06-21 19:29:49,114:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:49,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:49,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:49,500:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:49,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:49,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:49,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:49,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,131:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,225:INFO:Calculating mean and std -2022-06-21 19:29:50,226:INFO:Creating metrics dataframe -2022-06-21 19:29:50,230:INFO:Uploading results into container -2022-06-21 19:29:50,230:INFO:Uploading model into container now -2022-06-21 19:29:50,231:INFO:master_model_container: 1 -2022-06-21 19:29:50,231:INFO:display_container: 2 -2022-06-21 19:29:50,232:INFO:LinearRegression(n_jobs=-1) -2022-06-21 19:29:50,232:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:50,448:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:50,448:INFO:Creating metrics dataframe -2022-06-21 19:29:50,455:INFO:Initializing Lasso Regression -2022-06-21 19:29:50,455:INFO:Total runtime is 0.022575747966766358 minutes -2022-06-21 19:29:50,456:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:50,456:INFO:Initializing create_model() -2022-06-21 19:29:50,457:INFO:create_model(self=, estimator=lasso, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:50,457:INFO:Checking exceptions -2022-06-21 19:29:50,460:INFO:Importing libraries -2022-06-21 19:29:50,461:INFO:Copying training dataset -2022-06-21 19:29:50,465:INFO:Defining folds -2022-06-21 19:29:50,465:INFO:Declaring metric variables -2022-06-21 19:29:50,466:INFO:Importing untrained model -2022-06-21 19:29:50,467:INFO:Lasso Regression Imported successfully -2022-06-21 19:29:50,470:INFO:Starting cross validation -2022-06-21 19:29:50,475:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:50,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,572:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,796:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,823:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:50,887:INFO:Calculating mean and std -2022-06-21 19:29:50,888:INFO:Creating metrics dataframe -2022-06-21 19:29:50,892:INFO:Uploading results into container -2022-06-21 19:29:50,893:INFO:Uploading model into container now -2022-06-21 19:29:50,893:INFO:master_model_container: 2 -2022-06-21 19:29:50,894:INFO:display_container: 2 -2022-06-21 19:29:50,894:INFO:Lasso(random_state=3892) -2022-06-21 19:29:50,895:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:51,112:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:51,113:INFO:Creating metrics dataframe -2022-06-21 19:29:51,119:INFO:Initializing Ridge Regression -2022-06-21 19:29:51,120:INFO:Total runtime is 0.03364848295847575 minutes -2022-06-21 19:29:51,120:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:51,121:INFO:Initializing create_model() -2022-06-21 19:29:51,121:INFO:create_model(self=, estimator=ridge, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:51,122:INFO:Checking exceptions -2022-06-21 19:29:51,127:INFO:Importing libraries -2022-06-21 19:29:51,128:INFO:Copying training dataset -2022-06-21 19:29:51,137:INFO:Defining folds -2022-06-21 19:29:51,137:INFO:Declaring metric variables -2022-06-21 19:29:51,138:INFO:Importing untrained model -2022-06-21 19:29:51,139:INFO:Ridge Regression Imported successfully -2022-06-21 19:29:51,140:INFO:Starting cross validation -2022-06-21 19:29:51,141:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:51,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,301:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,336:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,501:INFO:Calculating mean and std -2022-06-21 19:29:51,502:INFO:Creating metrics dataframe -2022-06-21 19:29:51,506:INFO:Uploading results into container -2022-06-21 19:29:51,507:INFO:Uploading model into container now -2022-06-21 19:29:51,508:INFO:master_model_container: 3 -2022-06-21 19:29:51,508:INFO:display_container: 2 -2022-06-21 19:29:51,508:INFO:Ridge(random_state=3892) -2022-06-21 19:29:51,509:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:51,754:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:51,755:INFO:Creating metrics dataframe -2022-06-21 19:29:51,762:INFO:Initializing Elastic Net -2022-06-21 19:29:51,762:INFO:Total runtime is 0.04435232083002726 minutes -2022-06-21 19:29:51,763:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:51,763:INFO:Initializing create_model() -2022-06-21 19:29:51,763:INFO:create_model(self=, estimator=en, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:51,764:INFO:Checking exceptions -2022-06-21 19:29:51,773:INFO:Importing libraries -2022-06-21 19:29:51,774:INFO:Copying training dataset -2022-06-21 19:29:51,781:INFO:Defining folds -2022-06-21 19:29:51,781:INFO:Declaring metric variables -2022-06-21 19:29:51,782:INFO:Importing untrained model -2022-06-21 19:29:51,783:INFO:Elastic Net Imported successfully -2022-06-21 19:29:51,786:INFO:Starting cross validation -2022-06-21 19:29:51,789:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:51,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,894:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,899:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,960:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:51,996:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,040:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,120:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,160:INFO:Calculating mean and std -2022-06-21 19:29:52,161:INFO:Creating metrics dataframe -2022-06-21 19:29:52,166:INFO:Uploading results into container -2022-06-21 19:29:52,167:INFO:Uploading model into container now -2022-06-21 19:29:52,167:INFO:master_model_container: 4 -2022-06-21 19:29:52,168:INFO:display_container: 2 -2022-06-21 19:29:52,169:INFO:ElasticNet(random_state=3892) -2022-06-21 19:29:52,169:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:52,387:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:52,387:INFO:Creating metrics dataframe -2022-06-21 19:29:52,394:INFO:Initializing Least Angle Regression -2022-06-21 19:29:52,395:INFO:Total runtime is 0.054897526899973556 minutes -2022-06-21 19:29:52,395:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:52,396:INFO:Initializing create_model() -2022-06-21 19:29:52,396:INFO:create_model(self=, estimator=lar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:52,396:INFO:Checking exceptions -2022-06-21 19:29:52,401:INFO:Importing libraries -2022-06-21 19:29:52,401:INFO:Copying training dataset -2022-06-21 19:29:52,410:INFO:Defining folds -2022-06-21 19:29:52,410:INFO:Declaring metric variables -2022-06-21 19:29:52,411:INFO:Importing untrained model -2022-06-21 19:29:52,412:INFO:Least Angle Regression Imported successfully -2022-06-21 19:29:52,413:INFO:Starting cross validation -2022-06-21 19:29:52,414:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:52,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,529:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,655:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,680:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:52,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:52,844:INFO:Calculating mean and std -2022-06-21 19:29:52,845:INFO:Creating metrics dataframe -2022-06-21 19:29:52,850:INFO:Uploading results into container -2022-06-21 19:29:52,850:INFO:Uploading model into container now -2022-06-21 19:29:52,851:INFO:master_model_container: 5 -2022-06-21 19:29:52,851:INFO:display_container: 2 -2022-06-21 19:29:52,852:INFO:Lars(random_state=3892) -2022-06-21 19:29:52,852:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:53,067:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:53,067:INFO:Creating metrics dataframe -2022-06-21 19:29:53,075:INFO:Initializing Lasso Least Angle Regression -2022-06-21 19:29:53,075:INFO:Total runtime is 0.06623877286911012 minutes -2022-06-21 19:29:53,076:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:53,076:INFO:Initializing create_model() -2022-06-21 19:29:53,077:INFO:create_model(self=, estimator=llar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:53,077:INFO:Checking exceptions -2022-06-21 19:29:53,081:INFO:Importing libraries -2022-06-21 19:29:53,081:INFO:Copying training dataset -2022-06-21 19:29:53,090:INFO:Defining folds -2022-06-21 19:29:53,091:INFO:Declaring metric variables -2022-06-21 19:29:53,092:INFO:Importing untrained model -2022-06-21 19:29:53,093:INFO:Lasso Least Angle Regression Imported successfully -2022-06-21 19:29:53,094:INFO:Starting cross validation -2022-06-21 19:29:53,095:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:53,188:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,221:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,250:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,314:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,316:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,412:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,413:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,415:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:29:53,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,473:INFO:Calculating mean and std -2022-06-21 19:29:53,474:INFO:Creating metrics dataframe -2022-06-21 19:29:53,478:INFO:Uploading results into container -2022-06-21 19:29:53,479:INFO:Uploading model into container now -2022-06-21 19:29:53,479:INFO:master_model_container: 6 -2022-06-21 19:29:53,480:INFO:display_container: 2 -2022-06-21 19:29:53,480:INFO:LassoLars(random_state=3892) -2022-06-21 19:29:53,481:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:53,721:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:53,722:INFO:Creating metrics dataframe -2022-06-21 19:29:53,728:INFO:Initializing Orthogonal Matching Pursuit -2022-06-21 19:29:53,729:INFO:Total runtime is 0.07713064352671306 minutes -2022-06-21 19:29:53,729:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:53,730:INFO:Initializing create_model() -2022-06-21 19:29:53,730:INFO:create_model(self=, estimator=omp, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:53,730:INFO:Checking exceptions -2022-06-21 19:29:53,734:INFO:Importing libraries -2022-06-21 19:29:53,734:INFO:Copying training dataset -2022-06-21 19:29:53,737:INFO:Defining folds -2022-06-21 19:29:53,738:INFO:Declaring metric variables -2022-06-21 19:29:53,738:INFO:Importing untrained model -2022-06-21 19:29:53,739:INFO:Orthogonal Matching Pursuit Imported successfully -2022-06-21 19:29:53,739:INFO:Starting cross validation -2022-06-21 19:29:53,741:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:53,825:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:53,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:53,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,843:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:53,847:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:53,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:53,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:53,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:53,951:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:53,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:54,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:54,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:29:54,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,101:INFO:Calculating mean and std -2022-06-21 19:29:54,101:INFO:Creating metrics dataframe -2022-06-21 19:29:54,106:INFO:Uploading results into container -2022-06-21 19:29:54,106:INFO:Uploading model into container now -2022-06-21 19:29:54,107:INFO:master_model_container: 7 -2022-06-21 19:29:54,107:INFO:display_container: 2 -2022-06-21 19:29:54,108:INFO:OrthogonalMatchingPursuit() -2022-06-21 19:29:54,108:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:54,327:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:54,328:INFO:Creating metrics dataframe -2022-06-21 19:29:54,335:INFO:Initializing Bayesian Ridge -2022-06-21 19:29:54,335:INFO:Total runtime is 0.08723625739415487 minutes -2022-06-21 19:29:54,336:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:54,336:INFO:Initializing create_model() -2022-06-21 19:29:54,336:INFO:create_model(self=, estimator=br, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:54,337:INFO:Checking exceptions -2022-06-21 19:29:54,342:INFO:Importing libraries -2022-06-21 19:29:54,343:INFO:Copying training dataset -2022-06-21 19:29:54,352:INFO:Defining folds -2022-06-21 19:29:54,352:INFO:Declaring metric variables -2022-06-21 19:29:54,352:INFO:Importing untrained model -2022-06-21 19:29:54,353:INFO:Bayesian Ridge Imported successfully -2022-06-21 19:29:54,354:INFO:Starting cross validation -2022-06-21 19:29:54,356:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:54,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,474:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,532:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,698:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:54,776:INFO:Calculating mean and std -2022-06-21 19:29:54,777:INFO:Creating metrics dataframe -2022-06-21 19:29:54,784:INFO:Uploading results into container -2022-06-21 19:29:54,785:INFO:Uploading model into container now -2022-06-21 19:29:54,787:INFO:master_model_container: 8 -2022-06-21 19:29:54,787:INFO:display_container: 2 -2022-06-21 19:29:54,788:INFO:BayesianRidge() -2022-06-21 19:29:54,788:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:55,002:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:55,002:INFO:Creating metrics dataframe -2022-06-21 19:29:55,009:INFO:Initializing Passive Aggressive Regressor -2022-06-21 19:29:55,010:INFO:Total runtime is 0.09848368167877197 minutes -2022-06-21 19:29:55,011:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:55,011:INFO:Initializing create_model() -2022-06-21 19:29:55,012:INFO:create_model(self=, estimator=par, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:55,012:INFO:Checking exceptions -2022-06-21 19:29:55,017:INFO:Importing libraries -2022-06-21 19:29:55,017:INFO:Copying training dataset -2022-06-21 19:29:55,026:INFO:Defining folds -2022-06-21 19:29:55,027:INFO:Declaring metric variables -2022-06-21 19:29:55,027:INFO:Importing untrained model -2022-06-21 19:29:55,028:INFO:Passive Aggressive Regressor Imported successfully -2022-06-21 19:29:55,029:INFO:Starting cross validation -2022-06-21 19:29:55,030:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:55,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,152:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,264:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,387:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,430:INFO:Calculating mean and std -2022-06-21 19:29:55,431:INFO:Creating metrics dataframe -2022-06-21 19:29:55,435:INFO:Uploading results into container -2022-06-21 19:29:55,436:INFO:Uploading model into container now -2022-06-21 19:29:55,437:INFO:master_model_container: 9 -2022-06-21 19:29:55,437:INFO:display_container: 2 -2022-06-21 19:29:55,438:INFO:PassiveAggressiveRegressor(random_state=3892) -2022-06-21 19:29:55,438:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:55,664:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:55,666:INFO:Creating metrics dataframe -2022-06-21 19:29:55,677:INFO:Initializing Huber Regressor -2022-06-21 19:29:55,677:INFO:Total runtime is 0.10960960388183594 minutes -2022-06-21 19:29:55,678:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:55,679:INFO:Initializing create_model() -2022-06-21 19:29:55,679:INFO:create_model(self=, estimator=huber, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:55,680:INFO:Checking exceptions -2022-06-21 19:29:55,684:INFO:Importing libraries -2022-06-21 19:29:55,685:INFO:Copying training dataset -2022-06-21 19:29:55,689:INFO:Defining folds -2022-06-21 19:29:55,690:INFO:Declaring metric variables -2022-06-21 19:29:55,690:INFO:Importing untrained model -2022-06-21 19:29:55,693:INFO:Huber Regressor Imported successfully -2022-06-21 19:29:55,695:INFO:Starting cross validation -2022-06-21 19:29:55,699:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:55,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:29:55,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:29:55,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:55,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:29:55,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:29:56,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,061:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:29:56,061:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:29:56,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:29:56,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:29:56,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:29:56,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,236:INFO:Calculating mean and std -2022-06-21 19:29:56,237:INFO:Creating metrics dataframe -2022-06-21 19:29:56,241:INFO:Uploading results into container -2022-06-21 19:29:56,242:INFO:Uploading model into container now -2022-06-21 19:29:56,243:INFO:master_model_container: 10 -2022-06-21 19:29:56,244:INFO:display_container: 2 -2022-06-21 19:29:56,244:INFO:HuberRegressor() -2022-06-21 19:29:56,244:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:56,460:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:56,460:INFO:Creating metrics dataframe -2022-06-21 19:29:56,467:INFO:Initializing K Neighbors Regressor -2022-06-21 19:29:56,467:INFO:Total runtime is 0.12276902596155803 minutes -2022-06-21 19:29:56,468:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:56,468:INFO:Initializing create_model() -2022-06-21 19:29:56,468:INFO:create_model(self=, estimator=knn, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:56,469:INFO:Checking exceptions -2022-06-21 19:29:56,473:INFO:Importing libraries -2022-06-21 19:29:56,474:INFO:Copying training dataset -2022-06-21 19:29:56,483:INFO:Defining folds -2022-06-21 19:29:56,483:INFO:Declaring metric variables -2022-06-21 19:29:56,484:INFO:Importing untrained model -2022-06-21 19:29:56,484:INFO:K Neighbors Regressor Imported successfully -2022-06-21 19:29:56,485:INFO:Starting cross validation -2022-06-21 19:29:56,486:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:56,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,631:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,700:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,827:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:56,976:INFO:Calculating mean and std -2022-06-21 19:29:56,976:INFO:Creating metrics dataframe -2022-06-21 19:29:56,982:INFO:Uploading results into container -2022-06-21 19:29:56,983:INFO:Uploading model into container now -2022-06-21 19:29:56,983:INFO:master_model_container: 11 -2022-06-21 19:29:56,983:INFO:display_container: 2 -2022-06-21 19:29:56,984:INFO:KNeighborsRegressor(n_jobs=-1) -2022-06-21 19:29:56,984:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:57,202:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:57,202:INFO:Creating metrics dataframe -2022-06-21 19:29:57,209:INFO:Initializing Decision Tree Regressor -2022-06-21 19:29:57,210:INFO:Total runtime is 0.1351474086443583 minutes -2022-06-21 19:29:57,210:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:57,211:INFO:Initializing create_model() -2022-06-21 19:29:57,211:INFO:create_model(self=, estimator=dt, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:57,212:INFO:Checking exceptions -2022-06-21 19:29:57,215:INFO:Importing libraries -2022-06-21 19:29:57,215:INFO:Copying training dataset -2022-06-21 19:29:57,219:INFO:Defining folds -2022-06-21 19:29:57,219:INFO:Declaring metric variables -2022-06-21 19:29:57,219:INFO:Importing untrained model -2022-06-21 19:29:57,220:INFO:Decision Tree Regressor Imported successfully -2022-06-21 19:29:57,221:INFO:Starting cross validation -2022-06-21 19:29:57,222:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:57,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,430:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:57,599:INFO:Calculating mean and std -2022-06-21 19:29:57,599:INFO:Creating metrics dataframe -2022-06-21 19:29:57,605:INFO:Uploading results into container -2022-06-21 19:29:57,606:INFO:Uploading model into container now -2022-06-21 19:29:57,606:INFO:master_model_container: 12 -2022-06-21 19:29:57,606:INFO:display_container: 2 -2022-06-21 19:29:57,607:INFO:DecisionTreeRegressor(random_state=3892) -2022-06-21 19:29:57,607:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:57,881:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:57,881:INFO:Creating metrics dataframe -2022-06-21 19:29:57,888:INFO:Initializing Random Forest Regressor -2022-06-21 19:29:57,889:INFO:Total runtime is 0.1464661200841268 minutes -2022-06-21 19:29:57,889:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:57,890:INFO:Initializing create_model() -2022-06-21 19:29:57,890:INFO:create_model(self=, estimator=rf, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:57,891:INFO:Checking exceptions -2022-06-21 19:29:57,895:INFO:Importing libraries -2022-06-21 19:29:57,895:INFO:Copying training dataset -2022-06-21 19:29:57,899:INFO:Defining folds -2022-06-21 19:29:57,899:INFO:Declaring metric variables -2022-06-21 19:29:57,900:INFO:Importing untrained model -2022-06-21 19:29:57,901:INFO:Random Forest Regressor Imported successfully -2022-06-21 19:29:57,902:INFO:Starting cross validation -2022-06-21 19:29:57,905:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:29:58,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:58,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:58,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:58,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:59,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:59,071:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:59,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:59,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:59,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:59,505:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:29:59,557:INFO:Calculating mean and std -2022-06-21 19:29:59,558:INFO:Creating metrics dataframe -2022-06-21 19:29:59,567:INFO:Uploading results into container -2022-06-21 19:29:59,567:INFO:Uploading model into container now -2022-06-21 19:29:59,568:INFO:master_model_container: 13 -2022-06-21 19:29:59,568:INFO:display_container: 2 -2022-06-21 19:29:59,569:INFO:RandomForestRegressor(n_jobs=-1, random_state=3892) -2022-06-21 19:29:59,569:INFO:create_model() successfully completed...................................... -2022-06-21 19:29:59,821:INFO:SubProcess create_model() end ================================== -2022-06-21 19:29:59,822:INFO:Creating metrics dataframe -2022-06-21 19:29:59,829:INFO:Initializing Extra Trees Regressor -2022-06-21 19:29:59,829:INFO:Total runtime is 0.17880224784215293 minutes -2022-06-21 19:29:59,830:INFO:SubProcess create_model() called ================================== -2022-06-21 19:29:59,830:INFO:Initializing create_model() -2022-06-21 19:29:59,830:INFO:create_model(self=, estimator=et, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:29:59,831:INFO:Checking exceptions -2022-06-21 19:29:59,834:INFO:Importing libraries -2022-06-21 19:29:59,834:INFO:Copying training dataset -2022-06-21 19:29:59,838:INFO:Defining folds -2022-06-21 19:29:59,838:INFO:Declaring metric variables -2022-06-21 19:29:59,839:INFO:Importing untrained model -2022-06-21 19:29:59,840:INFO:Extra Trees Regressor Imported successfully -2022-06-21 19:29:59,841:INFO:Starting cross validation -2022-06-21 19:29:59,842:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:00,261:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:00,280:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:00,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:00,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:00,804:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:00,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:00,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:00,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:01,153:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:01,229:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:01,278:INFO:Calculating mean and std -2022-06-21 19:30:01,279:INFO:Creating metrics dataframe -2022-06-21 19:30:01,286:INFO:Uploading results into container -2022-06-21 19:30:01,287:INFO:Uploading model into container now -2022-06-21 19:30:01,288:INFO:master_model_container: 14 -2022-06-21 19:30:01,288:INFO:display_container: 2 -2022-06-21 19:30:01,289:INFO:ExtraTreesRegressor(n_jobs=-1, random_state=3892) -2022-06-21 19:30:01,290:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:01,499:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:01,499:INFO:Creating metrics dataframe -2022-06-21 19:30:01,506:INFO:Initializing AdaBoost Regressor -2022-06-21 19:30:01,506:INFO:Total runtime is 0.2067592740058899 minutes -2022-06-21 19:30:01,507:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:01,508:INFO:Initializing create_model() -2022-06-21 19:30:01,508:INFO:create_model(self=, estimator=ada, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:01,508:INFO:Checking exceptions -2022-06-21 19:30:01,512:INFO:Importing libraries -2022-06-21 19:30:01,512:INFO:Copying training dataset -2022-06-21 19:30:01,515:INFO:Defining folds -2022-06-21 19:30:01,516:INFO:Declaring metric variables -2022-06-21 19:30:01,516:INFO:Importing untrained model -2022-06-21 19:30:01,519:INFO:AdaBoost Regressor Imported successfully -2022-06-21 19:30:01,523:INFO:Starting cross validation -2022-06-21 19:30:01,525:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:01,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:01,678:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:01,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:01,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:01,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:01,943:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:01,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:02,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:02,114:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:02,192:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:02,261:INFO:Calculating mean and std -2022-06-21 19:30:02,265:INFO:Creating metrics dataframe -2022-06-21 19:30:02,271:INFO:Uploading results into container -2022-06-21 19:30:02,272:INFO:Uploading model into container now -2022-06-21 19:30:02,273:INFO:master_model_container: 15 -2022-06-21 19:30:02,275:INFO:display_container: 2 -2022-06-21 19:30:02,275:INFO:AdaBoostRegressor(random_state=3892) -2022-06-21 19:30:02,276:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:02,492:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:02,493:INFO:Creating metrics dataframe -2022-06-21 19:30:02,499:INFO:Initializing Gradient Boosting Regressor -2022-06-21 19:30:02,499:INFO:Total runtime is 0.22331211964289346 minutes -2022-06-21 19:30:02,500:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:02,501:INFO:Initializing create_model() -2022-06-21 19:30:02,501:INFO:create_model(self=, estimator=gbr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:02,501:INFO:Checking exceptions -2022-06-21 19:30:02,506:INFO:Importing libraries -2022-06-21 19:30:02,506:INFO:Copying training dataset -2022-06-21 19:30:02,515:INFO:Defining folds -2022-06-21 19:30:02,515:INFO:Declaring metric variables -2022-06-21 19:30:02,516:INFO:Importing untrained model -2022-06-21 19:30:02,517:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:30:02,518:INFO:Starting cross validation -2022-06-21 19:30:02,519:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:02,720:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:02,744:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:02,756:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:02,773:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:02,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:03,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:03,010:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:03,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:03,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:03,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:03,265:INFO:Calculating mean and std -2022-06-21 19:30:03,266:INFO:Creating metrics dataframe -2022-06-21 19:30:03,270:INFO:Uploading results into container -2022-06-21 19:30:03,271:INFO:Uploading model into container now -2022-06-21 19:30:03,272:INFO:master_model_container: 16 -2022-06-21 19:30:03,272:INFO:display_container: 2 -2022-06-21 19:30:03,273:INFO:GradientBoostingRegressor(random_state=3892) -2022-06-21 19:30:03,273:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:03,527:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:03,527:INFO:Creating metrics dataframe -2022-06-21 19:30:03,539:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:30:03,540:INFO:Total runtime is 0.240654981136322 minutes -2022-06-21 19:30:03,543:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:03,545:INFO:Initializing create_model() -2022-06-21 19:30:03,547:INFO:create_model(self=, estimator=xgboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:03,548:INFO:Checking exceptions -2022-06-21 19:30:03,552:INFO:Importing libraries -2022-06-21 19:30:03,552:INFO:Copying training dataset -2022-06-21 19:30:03,557:INFO:Defining folds -2022-06-21 19:30:03,557:INFO:Declaring metric variables -2022-06-21 19:30:03,558:INFO:Importing untrained model -2022-06-21 19:30:03,559:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:30:03,560:INFO:Starting cross validation -2022-06-21 19:30:03,562:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:05,023:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:05,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:05,146:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:05,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:05,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:05,496:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:05,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:05,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:06,375:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:06,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:06,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:07,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:07,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:07,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:07,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:07,532:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:07,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:07,660:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:07,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:08,001:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:08,006:INFO:Calculating mean and std -2022-06-21 19:30:08,009:INFO:Creating metrics dataframe -2022-06-21 19:30:08,018:INFO:Uploading results into container -2022-06-21 19:30:08,025:INFO:Uploading model into container now -2022-06-21 19:30:08,025:INFO:master_model_container: 17 -2022-06-21 19:30:08,026:INFO:display_container: 2 -2022-06-21 19:30:08,027:INFO:XGBRegressor(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=3892, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 19:30:08,028:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:08,279:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:08,279:INFO:Creating metrics dataframe -2022-06-21 19:30:08,289:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:30:08,289:INFO:Total runtime is 0.3198038935661316 minutes -2022-06-21 19:30:08,290:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:08,290:INFO:Initializing create_model() -2022-06-21 19:30:08,290:INFO:create_model(self=, estimator=lightgbm, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:08,291:INFO:Checking exceptions -2022-06-21 19:30:08,296:INFO:Importing libraries -2022-06-21 19:30:08,297:INFO:Copying training dataset -2022-06-21 19:30:08,305:INFO:Defining folds -2022-06-21 19:30:08,305:INFO:Declaring metric variables -2022-06-21 19:30:08,306:INFO:Importing untrained model -2022-06-21 19:30:08,307:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:30:08,308:INFO:Starting cross validation -2022-06-21 19:30:08,309:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:10,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:11,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:11,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:11,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:14,390:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:14,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:15,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:15,795:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:16,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:16,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:16,580:INFO:Calculating mean and std -2022-06-21 19:30:16,581:INFO:Creating metrics dataframe -2022-06-21 19:30:16,587:INFO:Uploading results into container -2022-06-21 19:30:16,588:INFO:Uploading model into container now -2022-06-21 19:30:16,589:INFO:master_model_container: 18 -2022-06-21 19:30:16,590:INFO:display_container: 2 -2022-06-21 19:30:16,590:INFO:LGBMRegressor(random_state=3892) -2022-06-21 19:30:16,591:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:16,881:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:16,882:INFO:Creating metrics dataframe -2022-06-21 19:30:16,889:INFO:Initializing CatBoost Regressor -2022-06-21 19:30:16,890:INFO:Total runtime is 0.46315088669459026 minutes -2022-06-21 19:30:16,890:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:16,891:INFO:Initializing create_model() -2022-06-21 19:30:16,891:INFO:create_model(self=, estimator=catboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:16,892:INFO:Checking exceptions -2022-06-21 19:30:16,895:INFO:Importing libraries -2022-06-21 19:30:16,895:INFO:Copying training dataset -2022-06-21 19:30:16,898:INFO:Defining folds -2022-06-21 19:30:16,899:INFO:Declaring metric variables -2022-06-21 19:30:16,900:INFO:Importing untrained model -2022-06-21 19:30:16,902:INFO:CatBoost Regressor Imported successfully -2022-06-21 19:30:16,906:INFO:Starting cross validation -2022-06-21 19:30:16,909:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:20,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:20,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:20,873:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:21,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:23,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:23,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:24,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:24,763:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:25,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:25,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:25,812:INFO:Calculating mean and std -2022-06-21 19:30:25,812:INFO:Creating metrics dataframe -2022-06-21 19:30:25,818:INFO:Uploading results into container -2022-06-21 19:30:25,818:INFO:Uploading model into container now -2022-06-21 19:30:25,819:INFO:master_model_container: 19 -2022-06-21 19:30:25,819:INFO:display_container: 2 -2022-06-21 19:30:25,819:INFO: -2022-06-21 19:30:25,820:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:26,037:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:26,038:INFO:Creating metrics dataframe -2022-06-21 19:30:26,045:INFO:Initializing Dummy Regressor -2022-06-21 19:30:26,045:INFO:Total runtime is 0.6157398740450541 minutes -2022-06-21 19:30:26,046:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:26,046:INFO:Initializing create_model() -2022-06-21 19:30:26,046:INFO:create_model(self=, estimator=dummy, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:26,047:INFO:Checking exceptions -2022-06-21 19:30:26,052:INFO:Importing libraries -2022-06-21 19:30:26,053:INFO:Copying training dataset -2022-06-21 19:30:26,061:INFO:Defining folds -2022-06-21 19:30:26,061:INFO:Declaring metric variables -2022-06-21 19:30:26,062:INFO:Importing untrained model -2022-06-21 19:30:26,062:INFO:Dummy Regressor Imported successfully -2022-06-21 19:30:26,063:INFO:Starting cross validation -2022-06-21 19:30:26,065:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:26,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,199:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,356:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,377:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:26,427:INFO:Calculating mean and std -2022-06-21 19:30:26,427:INFO:Creating metrics dataframe -2022-06-21 19:30:26,433:INFO:Uploading results into container -2022-06-21 19:30:26,434:INFO:Uploading model into container now -2022-06-21 19:30:26,435:INFO:master_model_container: 20 -2022-06-21 19:30:26,435:INFO:display_container: 2 -2022-06-21 19:30:26,435:INFO:DummyRegressor() -2022-06-21 19:30:26,436:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:26,665:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:26,667:INFO:Creating metrics dataframe -2022-06-21 19:30:26,689:INFO:Initializing create_model() -2022-06-21 19:30:26,690:INFO:create_model(self=, estimator=GradientBoostingRegressor(random_state=3892), fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:30:26,692:INFO:Checking exceptions -2022-06-21 19:30:26,696:INFO:Importing libraries -2022-06-21 19:30:26,697:INFO:Copying training dataset -2022-06-21 19:30:26,702:INFO:Defining folds -2022-06-21 19:30:26,702:INFO:Declaring metric variables -2022-06-21 19:30:26,704:INFO:Importing untrained model -2022-06-21 19:30:26,704:INFO:Declaring custom model -2022-06-21 19:30:26,706:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:30:26,708:INFO:Cross validation set to False -2022-06-21 19:30:26,708:INFO:Fitting Model -2022-06-21 19:30:26,964:INFO:GradientBoostingRegressor(random_state=3892) -2022-06-21 19:30:26,964:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:27,287:INFO: Model MAE MSE \ -gbr Gradient Boosting Regressor 2354.9774 2.047125e+07 -catboost CatBoost Regressor 2601.6862 2.276079e+07 -lightgbm Light Gradient Boosting Machine 2699.3007 2.294721e+07 -rf Random Forest Regressor 2609.9609 2.379981e+07 -ada AdaBoost Regressor 3956.0502 2.540440e+07 -xgboost Extreme Gradient Boosting 2873.6219 2.644921e+07 -et Extra Trees Regressor 2682.7589 2.687524e+07 -llar Lasso Least Angle Regression 4040.3106 3.603424e+07 -ridge Ridge Regression 4058.8100 3.607725e+07 -lr Linear Regression 4044.2510 3.607252e+07 -lasso Lasso Regression 4044.5167 3.606953e+07 -lar Least Angle Regression 4044.2510 3.607252e+07 -br Bayesian Ridge 4051.0802 3.607402e+07 -dt Decision Tree Regressor 2887.1821 4.043470e+07 -huber Huber Regressor 3256.5430 4.588956e+07 -omp Orthogonal Matching Pursuit 5551.3021 5.435110e+07 -par Passive Aggressive Regressor 4718.0917 6.376594e+07 -en Elastic Net 7503.2082 9.396454e+07 -knn K Neighbors Regressor 8162.2113 1.377985e+08 -dummy Dummy Regressor 9543.0953 1.581839e+08 - - RMSE R2 RMSLE MAPE TT (Sec) -gbr 4472.7992 0.8675 0.3995 0.2602 0.075 -catboost 4715.3053 0.8534 0.4431 0.3001 0.890 -lightgbm 4745.8299 0.8509 0.4929 0.3208 0.827 -rf 4839.9476 0.8452 0.4359 0.2904 0.165 -ada 5019.5446 0.8328 0.5917 0.6603 0.073 -xgboost 5095.6500 0.8295 0.5233 0.3386 0.444 -et 5156.5730 0.8235 0.4592 0.3059 0.144 -llar 5964.8020 0.7657 0.5514 0.3989 0.038 -ridge 5968.5645 0.7654 0.5502 0.4016 0.036 -lr 5968.5030 0.7654 0.5492 0.3992 0.111 -lasso 5968.2258 0.7654 0.5486 0.3993 0.041 -lar 5968.5030 0.7654 0.5492 0.3992 0.043 -br 5968.4762 0.7654 0.5495 0.4003 0.042 -dt 6340.0386 0.7298 0.4795 0.2907 0.038 -huber 6738.5758 0.6957 0.4418 0.2058 0.054 -omp 7333.7095 0.6455 0.7074 0.8386 0.036 -par 7841.1117 0.5993 0.4981 0.3481 0.040 -en 9619.7863 0.3964 0.7346 0.9242 0.037 -knn 11667.6914 0.1051 0.8250 0.8985 0.049 -dummy 12508.4238 -0.0245 1.0127 1.5625 0.036 -2022-06-21 19:30:27,288:INFO:master_model_container: 20 -2022-06-21 19:30:27,288:INFO:display_container: 2 -2022-06-21 19:30:27,289:INFO:GradientBoostingRegressor(random_state=3892) -2022-06-21 19:30:27,289:INFO:compare_models() successfully completed...................................... -2022-06-21 19:30:27,290:INFO:Initializing evaluate_model() -2022-06-21 19:30:27,290:INFO:evaluate_model(self=, estimator=GradientBoostingRegressor(random_state=3892), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:30:27,311:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('Residuals', 'residuals'), ('Prediction Error', 'error'), ('Cooks Distance', 'cooks'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Validation Curve', 'vc'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Tree', 'tree'), ('Interactive Residuals', 'residuals_interactive')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:30:27,948:INFO: age sex bmi children smoker region charges -0 19 female 27.900 0 yes southwest 16884.92400 -1 18 male 33.770 1 no southeast 1725.55230 -2 28 male 33.000 3 no southeast 4449.46200 -3 33 male 22.705 0 no northwest 21984.47061 -4 32 male 28.880 0 no northwest 3866.85520 -2022-06-21 19:30:27,949:INFO:PyCaret RegressionExperiment -2022-06-21 19:30:27,949:INFO:Logging name: reg-default-name -2022-06-21 19:30:27,950:INFO:ML Usecase: MLUsecase.REGRESSION -2022-06-21 19:30:27,950:INFO:version 3.0.0.rc1 -2022-06-21 19:30:27,950:INFO:Initializing setup() -2022-06-21 19:30:27,951:INFO:self.USI: 2777 -2022-06-21 19:30:27,951:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'transform_target_method_param', 'transform_target_param', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'idx', 'exp_id'} -2022-06-21 19:30:27,951:INFO:Checking environment -2022-06-21 19:30:27,951:INFO:python_version: 3.9.7 -2022-06-21 19:30:27,951:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:30:27,952:INFO:machine: x86_64 -2022-06-21 19:30:27,952:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:30:27,952:INFO:Memory: svmem(total=8230690816, available=1177227264, percent=85.7, used=5965119488, free=196657152, active=3420897280, inactive=3914551296, buffers=95072256, cached=1973841920, shared=800378880, slab=368287744) -2022-06-21 19:30:27,953:INFO:Physical Core: 2 -2022-06-21 19:30:27,953:INFO:Logical Core: 4 -2022-06-21 19:30:27,953:INFO:Checking libraries -2022-06-21 19:30:27,953:INFO: -System: -2022-06-21 19:30:27,954:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:30:27,954:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:30:27,954:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:30:27,954:INFO: -PyCaret required dependencies: -2022-06-21 19:30:27,957:INFO: pip: 22.1.2 -2022-06-21 19:30:27,957:INFO: setuptools: 58.0.4 -2022-06-21 19:30:27,957:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:30:27,957:INFO: ipython: Not installed -2022-06-21 19:30:27,958:INFO: ipywidgets: 7.6.5 -2022-06-21 19:30:27,958:INFO: tqdm: 4.62.3 -2022-06-21 19:30:27,958:INFO: numpy: 1.21.5 -2022-06-21 19:30:27,958:INFO: pandas: 1.3.5 -2022-06-21 19:30:27,958:INFO: jinja2: 3.0.3 -2022-06-21 19:30:27,959:INFO: scipy: 1.7.1 -2022-06-21 19:30:27,959:INFO: joblib: 1.1.0 -2022-06-21 19:30:27,959:INFO: sklearn: 1.1.1 -2022-06-21 19:30:27,959:INFO: pyod: Installed but version unavailable -2022-06-21 19:30:27,960:INFO: imblearn: 0.9.1 -2022-06-21 19:30:27,960:INFO: category_encoders: 2.5.0 -2022-06-21 19:30:27,962:INFO: lightgbm: 3.2.1 -2022-06-21 19:30:27,962:INFO: numba: 0.55.2 -2022-06-21 19:30:27,964:INFO: requests: 2.27.1 -2022-06-21 19:30:27,966:INFO: matplotlib: 3.4.3 -2022-06-21 19:30:27,967:INFO: scikitplot: 0.3.7 -2022-06-21 19:30:27,969:INFO: yellowbrick: 1.4 -2022-06-21 19:30:27,971:INFO: plotly: 5.5.0 -2022-06-21 19:30:27,971:INFO: kaleido: 0.2.1 -2022-06-21 19:30:27,973:INFO: statsmodels: 0.12.2 -2022-06-21 19:30:27,973:INFO: sktime: 0.11.4 -2022-06-21 19:30:27,975:INFO: tbats: Installed but version unavailable -2022-06-21 19:30:27,975:INFO: pmdarima: 1.8.5 -2022-06-21 19:30:27,976:INFO: psutil: 5.9.0 -2022-06-21 19:30:27,976:INFO: -PyCaret optional dependencies: -2022-06-21 19:30:27,977:INFO: shap: 0.39.0 -2022-06-21 19:30:27,977:INFO: interpret: 0.2.7 -2022-06-21 19:30:27,978:INFO: umap: 0.5.3 -2022-06-21 19:30:27,978:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:30:27,978:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:30:27,978:INFO: autoviz: 0.1.39 -2022-06-21 19:30:27,978:INFO: fairlearn: 0.7.0 -2022-06-21 19:30:27,979:INFO: xgboost: 1.4.0 -2022-06-21 19:30:27,979:INFO: catboost: 1.0.6 -2022-06-21 19:30:27,979:INFO: kmodes: 0.12.1 -2022-06-21 19:30:27,979:INFO: mlxtend: 0.20.0 -2022-06-21 19:30:27,979:INFO: statsforecast: 0.5.5 -2022-06-21 19:30:27,980:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:30:27,980:INFO: ray: 1.12.1 -2022-06-21 19:30:27,980:INFO: hyperopt: 0.2.7 -2022-06-21 19:30:27,981:INFO: optuna: 2.10.0 -2022-06-21 19:30:27,981:INFO: skopt: 0.9.0 -2022-06-21 19:30:27,981:INFO: mlflow: 1.26.1 -2022-06-21 19:30:27,981:INFO: gradio: 3.0.11 -2022-06-21 19:30:27,981:INFO: fastapi: 0.75.2 -2022-06-21 19:30:27,982:INFO: uvicorn: 0.17.6 -2022-06-21 19:30:27,982:INFO: m2cgen: 0.10.0 -2022-06-21 19:30:27,982:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:30:27,982:INFO: nltk: 3.6.5 -2022-06-21 19:30:27,982:INFO: pyLDAvis: Not installed -2022-06-21 19:30:27,983:INFO: gensim: Not installed -2022-06-21 19:30:27,983:INFO: spacy: Not installed -2022-06-21 19:30:27,985:INFO: wordcloud: 1.8.1 -2022-06-21 19:30:27,987:INFO: textblob: 0.17.1 -2022-06-21 19:30:27,988:INFO: fugue: 0.6.6 -2022-06-21 19:30:27,989:INFO: streamlit: 1.10.0 -2022-06-21 19:30:27,991:INFO: prophet: Not installed -2022-06-21 19:30:27,991:INFO:None -2022-06-21 19:30:27,992:INFO:Set up data. -2022-06-21 19:30:28,007:INFO:Set up train/test split. -2022-06-21 19:30:28,013:INFO:Set up folding strategy. -2022-06-21 19:30:28,014:INFO:Assigning column types. -2022-06-21 19:30:28,023:INFO:Preparing preprocessing pipeline... -2022-06-21 19:30:28,024:INFO:Set up simple imputation. -2022-06-21 19:30:28,034:INFO:Set up encoding of ordinal features. -2022-06-21 19:30:28,051:INFO:Set up encoding of categorical features. -2022-06-21 19:30:28,224:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:30:28,230:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(include=['age', 'bmi', 'children'], transformer=SimpleImputer())), - ('categorical_imputer', - TransformerWrapper(include=['sex', 'smoker', 'region'], transformer=SimpleImputer(fill_value='constant', strategy='constant'))), - ('ordinal_encoding', - TransformerWrapper(include=[...ker'], transformer=OrdinalEncoder(cols=['sex', 'smoker'], handle_missing='return_nan', mapping=[{'col': 'sex', 'mapping': {nan: -1, 'female': 0, 'male': 1}}, {'col': 'smoker', 'mapping': {nan: -1, 'no': 0, 'yes': 1}}]))), - ('onehot_encoding', - TransformerWrapper(include=['region'], transformer=OneHotEncoder(cols=['region'], handle_missing='return_nan', use_cat_names=True)))]) -2022-06-21 19:30:28,231:INFO:Creating final display dataframe. -2022-06-21 19:30:28,472:INFO:Setup display_container: Description Value -0 Session id 4648 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 2777 -2022-06-21 19:30:28,478:INFO: Description Value -0 Session id 4648 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 2777 -2022-06-21 19:30:28,736:INFO:setup() successfully completed in 0.79s............... -2022-06-21 19:30:28,736:INFO:Initializing compare_models() -2022-06-21 19:30:28,736:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=R2, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'R2', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:30:28,737:INFO:Checking exceptions -2022-06-21 19:30:28,739:INFO:Preparing display monitor -2022-06-21 19:30:28,742:INFO:Initializing Linear Regression -2022-06-21 19:30:28,742:INFO:Total runtime is 5.49157460530599e-06 minutes -2022-06-21 19:30:28,743:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:28,743:INFO:Initializing create_model() -2022-06-21 19:30:28,744:INFO:create_model(self=, estimator=lr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:28,744:INFO:Checking exceptions -2022-06-21 19:30:28,749:INFO:Importing libraries -2022-06-21 19:30:28,749:INFO:Copying training dataset -2022-06-21 19:30:28,759:INFO:Defining folds -2022-06-21 19:30:28,759:INFO:Declaring metric variables -2022-06-21 19:30:28,760:INFO:Importing untrained model -2022-06-21 19:30:28,760:INFO:Linear Regression Imported successfully -2022-06-21 19:30:28,761:INFO:Starting cross validation -2022-06-21 19:30:28,762:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:29,131:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,133:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,141:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,499:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,510:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,554:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:29,885:INFO:Calculating mean and std -2022-06-21 19:30:29,886:INFO:Creating metrics dataframe -2022-06-21 19:30:29,890:INFO:Uploading results into container -2022-06-21 19:30:29,891:INFO:Uploading model into container now -2022-06-21 19:30:29,892:INFO:master_model_container: 1 -2022-06-21 19:30:29,892:INFO:display_container: 2 -2022-06-21 19:30:29,892:INFO:LinearRegression(n_jobs=-1) -2022-06-21 19:30:29,893:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:30,109:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:30,109:INFO:Creating metrics dataframe -2022-06-21 19:30:30,114:INFO:Initializing Lasso Regression -2022-06-21 19:30:30,115:INFO:Total runtime is 0.022877033551534018 minutes -2022-06-21 19:30:30,115:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:30,116:INFO:Initializing create_model() -2022-06-21 19:30:30,116:INFO:create_model(self=, estimator=lasso, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:30,116:INFO:Checking exceptions -2022-06-21 19:30:30,119:INFO:Importing libraries -2022-06-21 19:30:30,120:INFO:Copying training dataset -2022-06-21 19:30:30,132:INFO:Defining folds -2022-06-21 19:30:30,132:INFO:Declaring metric variables -2022-06-21 19:30:30,133:INFO:Importing untrained model -2022-06-21 19:30:30,133:INFO:Lasso Regression Imported successfully -2022-06-21 19:30:30,134:INFO:Starting cross validation -2022-06-21 19:30:30,135:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:30,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,244:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,352:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,385:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,431:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,520:INFO:Calculating mean and std -2022-06-21 19:30:30,521:INFO:Creating metrics dataframe -2022-06-21 19:30:30,526:INFO:Uploading results into container -2022-06-21 19:30:30,527:INFO:Uploading model into container now -2022-06-21 19:30:30,527:INFO:master_model_container: 2 -2022-06-21 19:30:30,528:INFO:display_container: 2 -2022-06-21 19:30:30,528:INFO:Lasso(random_state=4648) -2022-06-21 19:30:30,529:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:30,777:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:30,777:INFO:Creating metrics dataframe -2022-06-21 19:30:30,787:INFO:Initializing Ridge Regression -2022-06-21 19:30:30,787:INFO:Total runtime is 0.034079329172770186 minutes -2022-06-21 19:30:30,788:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:30,788:INFO:Initializing create_model() -2022-06-21 19:30:30,788:INFO:create_model(self=, estimator=ridge, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:30,789:INFO:Checking exceptions -2022-06-21 19:30:30,793:INFO:Importing libraries -2022-06-21 19:30:30,793:INFO:Copying training dataset -2022-06-21 19:30:30,797:INFO:Defining folds -2022-06-21 19:30:30,797:INFO:Declaring metric variables -2022-06-21 19:30:30,797:INFO:Importing untrained model -2022-06-21 19:30:30,798:INFO:Ridge Regression Imported successfully -2022-06-21 19:30:30,799:INFO:Starting cross validation -2022-06-21 19:30:30,801:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:30,888:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,900:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:30,940:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,015:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,124:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,140:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,186:INFO:Calculating mean and std -2022-06-21 19:30:31,186:INFO:Creating metrics dataframe -2022-06-21 19:30:31,191:INFO:Uploading results into container -2022-06-21 19:30:31,192:INFO:Uploading model into container now -2022-06-21 19:30:31,192:INFO:master_model_container: 3 -2022-06-21 19:30:31,193:INFO:display_container: 2 -2022-06-21 19:30:31,193:INFO:Ridge(random_state=4648) -2022-06-21 19:30:31,194:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:31,410:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:31,411:INFO:Creating metrics dataframe -2022-06-21 19:30:31,417:INFO:Initializing Elastic Net -2022-06-21 19:30:31,418:INFO:Total runtime is 0.044593568642934164 minutes -2022-06-21 19:30:31,418:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:31,419:INFO:Initializing create_model() -2022-06-21 19:30:31,419:INFO:create_model(self=, estimator=en, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:31,419:INFO:Checking exceptions -2022-06-21 19:30:31,424:INFO:Importing libraries -2022-06-21 19:30:31,425:INFO:Copying training dataset -2022-06-21 19:30:31,434:INFO:Defining folds -2022-06-21 19:30:31,434:INFO:Declaring metric variables -2022-06-21 19:30:31,435:INFO:Importing untrained model -2022-06-21 19:30:31,436:INFO:Elastic Net Imported successfully -2022-06-21 19:30:31,437:INFO:Starting cross validation -2022-06-21 19:30:31,438:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:31,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,657:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,661:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,808:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:31,858:INFO:Calculating mean and std -2022-06-21 19:30:31,859:INFO:Creating metrics dataframe -2022-06-21 19:30:31,863:INFO:Uploading results into container -2022-06-21 19:30:31,864:INFO:Uploading model into container now -2022-06-21 19:30:31,864:INFO:master_model_container: 4 -2022-06-21 19:30:31,865:INFO:display_container: 2 -2022-06-21 19:30:31,865:INFO:ElasticNet(random_state=4648) -2022-06-21 19:30:31,866:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:32,080:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:32,080:INFO:Creating metrics dataframe -2022-06-21 19:30:32,089:INFO:Initializing Least Angle Regression -2022-06-21 19:30:32,089:INFO:Total runtime is 0.055787817637125654 minutes -2022-06-21 19:30:32,090:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:32,090:INFO:Initializing create_model() -2022-06-21 19:30:32,091:INFO:create_model(self=, estimator=lar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:32,091:INFO:Checking exceptions -2022-06-21 19:30:32,094:INFO:Importing libraries -2022-06-21 19:30:32,095:INFO:Copying training dataset -2022-06-21 19:30:32,098:INFO:Defining folds -2022-06-21 19:30:32,099:INFO:Declaring metric variables -2022-06-21 19:30:32,099:INFO:Importing untrained model -2022-06-21 19:30:32,100:INFO:Least Angle Regression Imported successfully -2022-06-21 19:30:32,103:INFO:Starting cross validation -2022-06-21 19:30:32,107:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:32,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,252:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,368:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:32,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,489:INFO:Calculating mean and std -2022-06-21 19:30:32,490:INFO:Creating metrics dataframe -2022-06-21 19:30:32,494:INFO:Uploading results into container -2022-06-21 19:30:32,495:INFO:Uploading model into container now -2022-06-21 19:30:32,496:INFO:master_model_container: 5 -2022-06-21 19:30:32,496:INFO:display_container: 2 -2022-06-21 19:30:32,496:INFO:Lars(random_state=4648) -2022-06-21 19:30:32,497:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:32,739:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:32,739:INFO:Creating metrics dataframe -2022-06-21 19:30:32,748:INFO:Initializing Lasso Least Angle Regression -2022-06-21 19:30:32,748:INFO:Total runtime is 0.06677219072977703 minutes -2022-06-21 19:30:32,749:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:32,749:INFO:Initializing create_model() -2022-06-21 19:30:32,750:INFO:create_model(self=, estimator=llar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:32,750:INFO:Checking exceptions -2022-06-21 19:30:32,754:INFO:Importing libraries -2022-06-21 19:30:32,754:INFO:Copying training dataset -2022-06-21 19:30:32,758:INFO:Defining folds -2022-06-21 19:30:32,758:INFO:Declaring metric variables -2022-06-21 19:30:32,759:INFO:Importing untrained model -2022-06-21 19:30:32,760:INFO:Lasso Least Angle Regression Imported successfully -2022-06-21 19:30:32,760:INFO:Starting cross validation -2022-06-21 19:30:32,763:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:32,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:32,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:32,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:32,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:32,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:32,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:32,984:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:32,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:32,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:33,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,084:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:33,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:30:33,094:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,136:INFO:Calculating mean and std -2022-06-21 19:30:33,137:INFO:Creating metrics dataframe -2022-06-21 19:30:33,142:INFO:Uploading results into container -2022-06-21 19:30:33,143:INFO:Uploading model into container now -2022-06-21 19:30:33,144:INFO:master_model_container: 6 -2022-06-21 19:30:33,144:INFO:display_container: 2 -2022-06-21 19:30:33,145:INFO:LassoLars(random_state=4648) -2022-06-21 19:30:33,145:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:33,360:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:33,360:INFO:Creating metrics dataframe -2022-06-21 19:30:33,368:INFO:Initializing Orthogonal Matching Pursuit -2022-06-21 19:30:33,368:INFO:Total runtime is 0.07710512876510621 minutes -2022-06-21 19:30:33,369:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:33,370:INFO:Initializing create_model() -2022-06-21 19:30:33,370:INFO:create_model(self=, estimator=omp, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:33,371:INFO:Checking exceptions -2022-06-21 19:30:33,375:INFO:Importing libraries -2022-06-21 19:30:33,375:INFO:Copying training dataset -2022-06-21 19:30:33,379:INFO:Defining folds -2022-06-21 19:30:33,379:INFO:Declaring metric variables -2022-06-21 19:30:33,380:INFO:Importing untrained model -2022-06-21 19:30:33,381:INFO:Orthogonal Matching Pursuit Imported successfully -2022-06-21 19:30:33,382:INFO:Starting cross validation -2022-06-21 19:30:33,383:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:33,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,463:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,479:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,496:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,609:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:30:33,751:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:33,805:INFO:Calculating mean and std -2022-06-21 19:30:33,805:INFO:Creating metrics dataframe -2022-06-21 19:30:33,811:INFO:Uploading results into container -2022-06-21 19:30:33,811:INFO:Uploading model into container now -2022-06-21 19:30:33,812:INFO:master_model_container: 7 -2022-06-21 19:30:33,812:INFO:display_container: 2 -2022-06-21 19:30:33,813:INFO:OrthogonalMatchingPursuit() -2022-06-21 19:30:33,813:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:34,030:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:34,030:INFO:Creating metrics dataframe -2022-06-21 19:30:34,036:INFO:Initializing Bayesian Ridge -2022-06-21 19:30:34,037:INFO:Total runtime is 0.08824563821156821 minutes -2022-06-21 19:30:34,037:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:34,038:INFO:Initializing create_model() -2022-06-21 19:30:34,038:INFO:create_model(self=, estimator=br, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:34,039:INFO:Checking exceptions -2022-06-21 19:30:34,043:INFO:Importing libraries -2022-06-21 19:30:34,044:INFO:Copying training dataset -2022-06-21 19:30:34,053:INFO:Defining folds -2022-06-21 19:30:34,053:INFO:Declaring metric variables -2022-06-21 19:30:34,054:INFO:Importing untrained model -2022-06-21 19:30:34,054:INFO:Bayesian Ridge Imported successfully -2022-06-21 19:30:34,055:INFO:Starting cross validation -2022-06-21 19:30:34,056:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:34,144:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,151:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,177:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,232:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,290:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,423:INFO:Calculating mean and std -2022-06-21 19:30:34,424:INFO:Creating metrics dataframe -2022-06-21 19:30:34,429:INFO:Uploading results into container -2022-06-21 19:30:34,430:INFO:Uploading model into container now -2022-06-21 19:30:34,431:INFO:master_model_container: 8 -2022-06-21 19:30:34,431:INFO:display_container: 2 -2022-06-21 19:30:34,432:INFO:BayesianRidge() -2022-06-21 19:30:34,432:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:34,655:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:34,656:INFO:Creating metrics dataframe -2022-06-21 19:30:34,669:INFO:Initializing Passive Aggressive Regressor -2022-06-21 19:30:34,670:INFO:Total runtime is 0.09879342714945477 minutes -2022-06-21 19:30:34,671:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:34,672:INFO:Initializing create_model() -2022-06-21 19:30:34,672:INFO:create_model(self=, estimator=par, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:34,673:INFO:Checking exceptions -2022-06-21 19:30:34,678:INFO:Importing libraries -2022-06-21 19:30:34,678:INFO:Copying training dataset -2022-06-21 19:30:34,683:INFO:Defining folds -2022-06-21 19:30:34,683:INFO:Declaring metric variables -2022-06-21 19:30:34,688:INFO:Importing untrained model -2022-06-21 19:30:34,691:INFO:Passive Aggressive Regressor Imported successfully -2022-06-21 19:30:34,693:INFO:Starting cross validation -2022-06-21 19:30:34,694:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:34,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,843:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:34,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,092:INFO:Calculating mean and std -2022-06-21 19:30:35,092:INFO:Creating metrics dataframe -2022-06-21 19:30:35,097:INFO:Uploading results into container -2022-06-21 19:30:35,097:INFO:Uploading model into container now -2022-06-21 19:30:35,098:INFO:master_model_container: 9 -2022-06-21 19:30:35,098:INFO:display_container: 2 -2022-06-21 19:30:35,099:INFO:PassiveAggressiveRegressor(random_state=4648) -2022-06-21 19:30:35,099:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:35,315:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:35,315:INFO:Creating metrics dataframe -2022-06-21 19:30:35,327:INFO:Initializing Huber Regressor -2022-06-21 19:30:35,327:INFO:Total runtime is 0.1097496787707011 minutes -2022-06-21 19:30:35,328:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:35,330:INFO:Initializing create_model() -2022-06-21 19:30:35,331:INFO:create_model(self=, estimator=huber, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:35,332:INFO:Checking exceptions -2022-06-21 19:30:35,338:INFO:Importing libraries -2022-06-21 19:30:35,338:INFO:Copying training dataset -2022-06-21 19:30:35,341:INFO:Defining folds -2022-06-21 19:30:35,342:INFO:Declaring metric variables -2022-06-21 19:30:35,342:INFO:Importing untrained model -2022-06-21 19:30:35,343:INFO:Huber Regressor Imported successfully -2022-06-21 19:30:35,344:INFO:Starting cross validation -2022-06-21 19:30:35,345:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:35,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:30:35,488:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:30:35,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,584:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:30:35,584:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:30:35,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:30:35,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,714:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:30:35,717:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:30:35,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:30:35,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:35,926:INFO:Calculating mean and std -2022-06-21 19:30:35,926:INFO:Creating metrics dataframe -2022-06-21 19:30:35,932:INFO:Uploading results into container -2022-06-21 19:30:35,932:INFO:Uploading model into container now -2022-06-21 19:30:35,933:INFO:master_model_container: 10 -2022-06-21 19:30:35,933:INFO:display_container: 2 -2022-06-21 19:30:35,934:INFO:HuberRegressor() -2022-06-21 19:30:35,934:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:36,152:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:36,152:INFO:Creating metrics dataframe -2022-06-21 19:30:36,164:INFO:Initializing K Neighbors Regressor -2022-06-21 19:30:36,164:INFO:Total runtime is 0.12370081345240276 minutes -2022-06-21 19:30:36,165:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:36,165:INFO:Initializing create_model() -2022-06-21 19:30:36,166:INFO:create_model(self=, estimator=knn, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:36,166:INFO:Checking exceptions -2022-06-21 19:30:36,172:INFO:Importing libraries -2022-06-21 19:30:36,172:INFO:Copying training dataset -2022-06-21 19:30:36,176:INFO:Defining folds -2022-06-21 19:30:36,176:INFO:Declaring metric variables -2022-06-21 19:30:36,177:INFO:Importing untrained model -2022-06-21 19:30:36,178:INFO:K Neighbors Regressor Imported successfully -2022-06-21 19:30:36,179:INFO:Starting cross validation -2022-06-21 19:30:36,180:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:36,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,324:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,430:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,550:INFO:Calculating mean and std -2022-06-21 19:30:36,551:INFO:Creating metrics dataframe -2022-06-21 19:30:36,562:INFO:Uploading results into container -2022-06-21 19:30:36,563:INFO:Uploading model into container now -2022-06-21 19:30:36,563:INFO:master_model_container: 11 -2022-06-21 19:30:36,564:INFO:display_container: 2 -2022-06-21 19:30:36,564:INFO:KNeighborsRegressor(n_jobs=-1) -2022-06-21 19:30:36,564:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:36,813:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:36,813:INFO:Creating metrics dataframe -2022-06-21 19:30:36,822:INFO:Initializing Decision Tree Regressor -2022-06-21 19:30:36,823:INFO:Total runtime is 0.13467618227005007 minutes -2022-06-21 19:30:36,823:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:36,824:INFO:Initializing create_model() -2022-06-21 19:30:36,824:INFO:create_model(self=, estimator=dt, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:36,824:INFO:Checking exceptions -2022-06-21 19:30:36,828:INFO:Importing libraries -2022-06-21 19:30:36,828:INFO:Copying training dataset -2022-06-21 19:30:36,832:INFO:Defining folds -2022-06-21 19:30:36,832:INFO:Declaring metric variables -2022-06-21 19:30:36,833:INFO:Importing untrained model -2022-06-21 19:30:36,834:INFO:Decision Tree Regressor Imported successfully -2022-06-21 19:30:36,838:INFO:Starting cross validation -2022-06-21 19:30:36,842:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:36,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,947:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:36,958:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:37,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:37,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:37,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:37,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:37,159:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:37,164:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:37,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:37,226:INFO:Calculating mean and std -2022-06-21 19:30:37,227:INFO:Creating metrics dataframe -2022-06-21 19:30:37,232:INFO:Uploading results into container -2022-06-21 19:30:37,233:INFO:Uploading model into container now -2022-06-21 19:30:37,234:INFO:master_model_container: 12 -2022-06-21 19:30:37,234:INFO:display_container: 2 -2022-06-21 19:30:37,234:INFO:DecisionTreeRegressor(random_state=4648) -2022-06-21 19:30:37,235:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:37,454:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:37,454:INFO:Creating metrics dataframe -2022-06-21 19:30:37,463:INFO:Initializing Random Forest Regressor -2022-06-21 19:30:37,463:INFO:Total runtime is 0.14534884293874106 minutes -2022-06-21 19:30:37,464:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:37,464:INFO:Initializing create_model() -2022-06-21 19:30:37,464:INFO:create_model(self=, estimator=rf, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:37,465:INFO:Checking exceptions -2022-06-21 19:30:37,469:INFO:Importing libraries -2022-06-21 19:30:37,469:INFO:Copying training dataset -2022-06-21 19:30:37,478:INFO:Defining folds -2022-06-21 19:30:37,478:INFO:Declaring metric variables -2022-06-21 19:30:37,479:INFO:Importing untrained model -2022-06-21 19:30:37,480:INFO:Random Forest Regressor Imported successfully -2022-06-21 19:30:37,480:INFO:Starting cross validation -2022-06-21 19:30:37,481:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:38,023:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:38,082:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:38,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:38,137:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:38,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:38,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:38,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:38,680:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:39,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:39,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:39,122:INFO:Calculating mean and std -2022-06-21 19:30:39,122:INFO:Creating metrics dataframe -2022-06-21 19:30:39,128:INFO:Uploading results into container -2022-06-21 19:30:39,129:INFO:Uploading model into container now -2022-06-21 19:30:39,130:INFO:master_model_container: 13 -2022-06-21 19:30:39,130:INFO:display_container: 2 -2022-06-21 19:30:39,131:INFO:RandomForestRegressor(n_jobs=-1, random_state=4648) -2022-06-21 19:30:39,131:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:39,347:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:39,347:INFO:Creating metrics dataframe -2022-06-21 19:30:39,357:INFO:Initializing Extra Trees Regressor -2022-06-21 19:30:39,357:INFO:Total runtime is 0.176916241645813 minutes -2022-06-21 19:30:39,358:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:39,358:INFO:Initializing create_model() -2022-06-21 19:30:39,359:INFO:create_model(self=, estimator=et, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:39,359:INFO:Checking exceptions -2022-06-21 19:30:39,363:INFO:Importing libraries -2022-06-21 19:30:39,364:INFO:Copying training dataset -2022-06-21 19:30:39,367:INFO:Defining folds -2022-06-21 19:30:39,368:INFO:Declaring metric variables -2022-06-21 19:30:39,371:INFO:Importing untrained model -2022-06-21 19:30:39,375:INFO:Extra Trees Regressor Imported successfully -2022-06-21 19:30:39,379:INFO:Starting cross validation -2022-06-21 19:30:39,383:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:39,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:39,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:39,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:39,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:40,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:40,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:40,500:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:40,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:40,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:40,790:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:40,852:INFO:Calculating mean and std -2022-06-21 19:30:40,853:INFO:Creating metrics dataframe -2022-06-21 19:30:40,858:INFO:Uploading results into container -2022-06-21 19:30:40,859:INFO:Uploading model into container now -2022-06-21 19:30:40,859:INFO:master_model_container: 14 -2022-06-21 19:30:40,860:INFO:display_container: 2 -2022-06-21 19:30:40,860:INFO:ExtraTreesRegressor(n_jobs=-1, random_state=4648) -2022-06-21 19:30:40,861:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:41,076:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:41,076:INFO:Creating metrics dataframe -2022-06-21 19:30:41,085:INFO:Initializing AdaBoost Regressor -2022-06-21 19:30:41,085:INFO:Total runtime is 0.20571204423904418 minutes -2022-06-21 19:30:41,086:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:41,086:INFO:Initializing create_model() -2022-06-21 19:30:41,086:INFO:create_model(self=, estimator=ada, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:41,087:INFO:Checking exceptions -2022-06-21 19:30:41,090:INFO:Importing libraries -2022-06-21 19:30:41,091:INFO:Copying training dataset -2022-06-21 19:30:41,094:INFO:Defining folds -2022-06-21 19:30:41,094:INFO:Declaring metric variables -2022-06-21 19:30:41,095:INFO:Importing untrained model -2022-06-21 19:30:41,096:INFO:AdaBoost Regressor Imported successfully -2022-06-21 19:30:41,097:INFO:Starting cross validation -2022-06-21 19:30:41,098:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:41,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,242:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,245:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,286:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,353:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,418:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,500:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:41,530:INFO:Calculating mean and std -2022-06-21 19:30:41,531:INFO:Creating metrics dataframe -2022-06-21 19:30:41,535:INFO:Uploading results into container -2022-06-21 19:30:41,536:INFO:Uploading model into container now -2022-06-21 19:30:41,536:INFO:master_model_container: 15 -2022-06-21 19:30:41,537:INFO:display_container: 2 -2022-06-21 19:30:41,537:INFO:AdaBoostRegressor(random_state=4648) -2022-06-21 19:30:41,537:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:41,794:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:41,794:INFO:Creating metrics dataframe -2022-06-21 19:30:41,802:INFO:Initializing Gradient Boosting Regressor -2022-06-21 19:30:41,803:INFO:Total runtime is 0.2176777998606364 minutes -2022-06-21 19:30:41,803:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:41,804:INFO:Initializing create_model() -2022-06-21 19:30:41,804:INFO:create_model(self=, estimator=gbr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:41,805:INFO:Checking exceptions -2022-06-21 19:30:41,809:INFO:Importing libraries -2022-06-21 19:30:41,809:INFO:Copying training dataset -2022-06-21 19:30:41,818:INFO:Defining folds -2022-06-21 19:30:41,818:INFO:Declaring metric variables -2022-06-21 19:30:41,818:INFO:Importing untrained model -2022-06-21 19:30:41,819:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:30:41,820:INFO:Starting cross validation -2022-06-21 19:30:41,821:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:42,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,045:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,281:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,317:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:42,473:INFO:Calculating mean and std -2022-06-21 19:30:42,473:INFO:Creating metrics dataframe -2022-06-21 19:30:42,479:INFO:Uploading results into container -2022-06-21 19:30:42,480:INFO:Uploading model into container now -2022-06-21 19:30:42,480:INFO:master_model_container: 16 -2022-06-21 19:30:42,481:INFO:display_container: 2 -2022-06-21 19:30:42,481:INFO:GradientBoostingRegressor(random_state=4648) -2022-06-21 19:30:42,481:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:42,743:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:42,744:INFO:Creating metrics dataframe -2022-06-21 19:30:42,751:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:30:42,751:INFO:Total runtime is 0.23349093596140544 minutes -2022-06-21 19:30:42,752:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:42,753:INFO:Initializing create_model() -2022-06-21 19:30:42,753:INFO:create_model(self=, estimator=xgboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:42,753:INFO:Checking exceptions -2022-06-21 19:30:42,757:INFO:Importing libraries -2022-06-21 19:30:42,757:INFO:Copying training dataset -2022-06-21 19:30:42,761:INFO:Defining folds -2022-06-21 19:30:42,761:INFO:Declaring metric variables -2022-06-21 19:30:42,762:INFO:Importing untrained model -2022-06-21 19:30:42,763:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:30:42,765:INFO:Starting cross validation -2022-06-21 19:30:42,770:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:43,753:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:43,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:44,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:44,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:44,151:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:44,185:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:44,297:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:44,336:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:44,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:44,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:45,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:45,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:45,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:45,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:45,856:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:45,890:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:46,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:46,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:46,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:46,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:30:46,647:INFO:Calculating mean and std -2022-06-21 19:30:46,648:INFO:Creating metrics dataframe -2022-06-21 19:30:46,653:INFO:Uploading results into container -2022-06-21 19:30:46,653:INFO:Uploading model into container now -2022-06-21 19:30:46,654:INFO:master_model_container: 17 -2022-06-21 19:30:46,654:INFO:display_container: 2 -2022-06-21 19:30:46,655:INFO:XGBRegressor(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=4648, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 19:30:46,656:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:46,899:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:46,900:INFO:Creating metrics dataframe -2022-06-21 19:30:46,906:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:30:46,906:INFO:Total runtime is 0.3027383248011271 minutes -2022-06-21 19:30:46,907:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:46,908:INFO:Initializing create_model() -2022-06-21 19:30:46,908:INFO:create_model(self=, estimator=lightgbm, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:46,908:INFO:Checking exceptions -2022-06-21 19:30:46,911:INFO:Importing libraries -2022-06-21 19:30:46,912:INFO:Copying training dataset -2022-06-21 19:30:46,915:INFO:Defining folds -2022-06-21 19:30:46,915:INFO:Declaring metric variables -2022-06-21 19:30:46,916:INFO:Importing untrained model -2022-06-21 19:30:46,917:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:30:46,918:INFO:Starting cross validation -2022-06-21 19:30:46,920:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:48,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:48,879:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:49,362:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:49,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:51,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:52,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:52,353:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:52,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:52,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:53,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:53,235:INFO:Calculating mean and std -2022-06-21 19:30:53,236:INFO:Creating metrics dataframe -2022-06-21 19:30:53,241:INFO:Uploading results into container -2022-06-21 19:30:53,242:INFO:Uploading model into container now -2022-06-21 19:30:53,242:INFO:master_model_container: 18 -2022-06-21 19:30:53,243:INFO:display_container: 2 -2022-06-21 19:30:53,243:INFO:LGBMRegressor(random_state=4648) -2022-06-21 19:30:53,243:INFO:create_model() successfully completed...................................... -2022-06-21 19:30:53,488:INFO:SubProcess create_model() end ================================== -2022-06-21 19:30:53,488:INFO:Creating metrics dataframe -2022-06-21 19:30:53,497:INFO:Initializing CatBoost Regressor -2022-06-21 19:30:53,497:INFO:Total runtime is 0.41258442401885986 minutes -2022-06-21 19:30:53,498:INFO:SubProcess create_model() called ================================== -2022-06-21 19:30:53,498:INFO:Initializing create_model() -2022-06-21 19:30:53,499:INFO:create_model(self=, estimator=catboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:30:53,499:INFO:Checking exceptions -2022-06-21 19:30:53,503:INFO:Importing libraries -2022-06-21 19:30:53,503:INFO:Copying training dataset -2022-06-21 19:30:53,507:INFO:Defining folds -2022-06-21 19:30:53,507:INFO:Declaring metric variables -2022-06-21 19:30:53,509:INFO:Importing untrained model -2022-06-21 19:30:53,512:INFO:CatBoost Regressor Imported successfully -2022-06-21 19:30:53,514:INFO:Starting cross validation -2022-06-21 19:30:53,515:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:30:56,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:57,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:57,129:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:57,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:58,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:30:59,512:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:00,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:00,314:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:00,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,034:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,062:INFO:Calculating mean and std -2022-06-21 19:31:01,063:INFO:Creating metrics dataframe -2022-06-21 19:31:01,068:INFO:Uploading results into container -2022-06-21 19:31:01,069:INFO:Uploading model into container now -2022-06-21 19:31:01,070:INFO:master_model_container: 19 -2022-06-21 19:31:01,070:INFO:display_container: 2 -2022-06-21 19:31:01,070:INFO: -2022-06-21 19:31:01,070:INFO:create_model() successfully completed...................................... -2022-06-21 19:31:01,292:INFO:SubProcess create_model() end ================================== -2022-06-21 19:31:01,292:INFO:Creating metrics dataframe -2022-06-21 19:31:01,299:INFO:Initializing Dummy Regressor -2022-06-21 19:31:01,299:INFO:Total runtime is 0.5426230947176616 minutes -2022-06-21 19:31:01,300:INFO:SubProcess create_model() called ================================== -2022-06-21 19:31:01,301:INFO:Initializing create_model() -2022-06-21 19:31:01,301:INFO:create_model(self=, estimator=dummy, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:31:01,302:INFO:Checking exceptions -2022-06-21 19:31:01,305:INFO:Importing libraries -2022-06-21 19:31:01,306:INFO:Copying training dataset -2022-06-21 19:31:01,309:INFO:Defining folds -2022-06-21 19:31:01,310:INFO:Declaring metric variables -2022-06-21 19:31:01,310:INFO:Importing untrained model -2022-06-21 19:31:01,311:INFO:Dummy Regressor Imported successfully -2022-06-21 19:31:01,313:INFO:Starting cross validation -2022-06-21 19:31:01,315:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:31:01,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,496:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,500:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,604:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:31:01,668:INFO:Calculating mean and std -2022-06-21 19:31:01,669:INFO:Creating metrics dataframe -2022-06-21 19:31:01,677:INFO:Uploading results into container -2022-06-21 19:31:01,678:INFO:Uploading model into container now -2022-06-21 19:31:01,679:INFO:master_model_container: 20 -2022-06-21 19:31:01,679:INFO:display_container: 2 -2022-06-21 19:31:01,680:INFO:DummyRegressor() -2022-06-21 19:31:01,681:INFO:create_model() successfully completed...................................... -2022-06-21 19:31:01,913:INFO:SubProcess create_model() end ================================== -2022-06-21 19:31:01,914:INFO:Creating metrics dataframe -2022-06-21 19:31:01,926:INFO:Initializing create_model() -2022-06-21 19:31:01,926:INFO:create_model(self=, estimator=GradientBoostingRegressor(random_state=4648), fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:31:01,927:INFO:Checking exceptions -2022-06-21 19:31:01,935:INFO:Importing libraries -2022-06-21 19:31:01,935:INFO:Copying training dataset -2022-06-21 19:31:01,939:INFO:Defining folds -2022-06-21 19:31:01,939:INFO:Declaring metric variables -2022-06-21 19:31:01,940:INFO:Importing untrained model -2022-06-21 19:31:01,940:INFO:Declaring custom model -2022-06-21 19:31:01,941:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:31:01,943:INFO:Cross validation set to False -2022-06-21 19:31:01,943:INFO:Fitting Model -2022-06-21 19:31:02,163:INFO:GradientBoostingRegressor(random_state=4648) -2022-06-21 19:31:02,164:INFO:create_model() successfully completed...................................... -2022-06-21 19:31:02,433:INFO: Model MAE MSE \ -gbr Gradient Boosting Regressor 2614.7160 2.175024e+07 -catboost CatBoost Regressor 2745.5270 2.305200e+07 -lightgbm Light Gradient Boosting Machine 2861.0736 2.404046e+07 -rf Random Forest Regressor 2759.9578 2.414434e+07 -ada AdaBoost Regressor 3975.3230 2.701641e+07 -et Extra Trees Regressor 2720.0472 2.749331e+07 -xgboost Extreme Gradient Boosting 3109.3891 2.842341e+07 -llar Lasso Least Angle Regression 4238.8666 3.645928e+07 -ridge Ridge Regression 4259.0504 3.649590e+07 -lr Linear Regression 4248.1247 3.649754e+07 -lasso Lasso Regression 4248.0569 3.649415e+07 -lar Least Angle Regression 4248.1247 3.649754e+07 -br Bayesian Ridge 4253.8639 3.649800e+07 -dt Decision Tree Regressor 3183.0143 4.371260e+07 -huber Huber Regressor 3404.5592 4.765028e+07 -omp Orthogonal Matching Pursuit 5627.2949 5.498540e+07 -par Passive Aggressive Regressor 4279.2409 6.717050e+07 -en Elastic Net 7218.3234 8.759489e+07 -knn K Neighbors Regressor 8317.8958 1.367021e+08 -dummy Dummy Regressor 8832.3418 1.403989e+08 - - RMSE R2 RMSLE MAPE TT (Sec) -gbr 4530.3085 0.8395 0.4350 0.3093 0.065 -catboost 4691.0141 0.8303 0.4922 0.3332 0.755 -lightgbm 4772.2333 0.8228 0.5558 0.3510 0.631 -rf 4798.3252 0.8223 0.4670 0.3338 0.164 -ada 5145.8548 0.8024 0.6003 0.6580 0.043 -et 5113.1220 0.7970 0.4704 0.3147 0.147 -xgboost 5234.9804 0.7914 0.5497 0.3868 0.388 -llar 5989.9263 0.7320 0.5896 0.4342 0.037 -ridge 5993.3022 0.7318 0.5804 0.4371 0.038 -lr 5992.7604 0.7317 0.5837 0.4352 0.112 -lasso 5992.4970 0.7317 0.5856 0.4353 0.038 -lar 5992.7604 0.7317 0.5837 0.4352 0.038 -br 5993.1412 0.7317 0.5821 0.4362 0.037 -dt 6551.4997 0.6784 0.5506 0.4013 0.038 -huber 6843.1556 0.6462 0.4704 0.2171 0.058 -omp 7388.2458 0.5991 0.7170 0.8581 0.042 -par 8129.4502 0.5177 0.4848 0.2471 0.040 -en 9340.3730 0.3697 0.7282 0.9098 0.042 -knn 11651.9286 0.0201 0.8712 0.9677 0.037 -dummy 11823.7973 -0.0069 0.9779 1.4624 0.035 -2022-06-21 19:31:02,433:INFO:master_model_container: 20 -2022-06-21 19:31:02,433:INFO:display_container: 2 -2022-06-21 19:31:02,434:INFO:GradientBoostingRegressor(random_state=4648) -2022-06-21 19:31:02,434:INFO:compare_models() successfully completed...................................... -2022-06-21 19:31:02,435:INFO:Initializing evaluate_model() -2022-06-21 19:31:02,435:INFO:evaluate_model(self=, estimator=GradientBoostingRegressor(random_state=4648), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:31:02,454:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('Residuals', 'residuals'), ('Prediction Error', 'error'), ('Cooks Distance', 'cooks'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Validation Curve', 'vc'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Tree', 'tree'), ('Interactive Residuals', 'residuals_interactive')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:31:02,457:INFO:Initializing plot_model() -2022-06-21 19:31:02,458:INFO:plot_model(plot=residuals, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=GradientBoostingRegressor(random_state=4648), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:31:02,458:INFO:Checking exceptions -2022-06-21 19:31:02,461:INFO:Preloading libraries -2022-06-21 19:31:02,477:INFO:Copying training dataset -2022-06-21 19:31:02,477:INFO:Plot type: residuals -2022-06-21 19:31:02,684:INFO:Fitting Model -2022-06-21 19:31:02,684:WARNING:X does not have valid feature names, but GradientBoostingRegressor was fitted with feature names - -2022-06-21 19:31:02,743:INFO:Scoring test/hold-out set -2022-06-21 19:31:02,786:INFO:Saving 'images/Residuals.png' -2022-06-21 19:31:03,107:INFO:Visual Rendered Successfully -2022-06-21 19:31:03,318:INFO:plot_model() successfully completed...................................... -2022-06-21 19:31:03,319:INFO:residuals -2022-06-21 19:32:49,812:INFO: age sex bmi children smoker region charges -0 19 female 27.900 0 yes southwest 16884.92400 -1 18 male 33.770 1 no southeast 1725.55230 -2 28 male 33.000 3 no southeast 4449.46200 -3 33 male 22.705 0 no northwest 21984.47061 -4 32 male 28.880 0 no northwest 3866.85520 -2022-06-21 19:32:49,814:INFO:PyCaret RegressionExperiment -2022-06-21 19:32:49,814:INFO:Logging name: reg-default-name -2022-06-21 19:32:49,814:INFO:ML Usecase: MLUsecase.REGRESSION -2022-06-21 19:32:49,815:INFO:version 3.0.0.rc1 -2022-06-21 19:32:49,815:INFO:Initializing setup() -2022-06-21 19:32:49,815:INFO:self.USI: 014f -2022-06-21 19:32:49,816:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'transform_target_method_param', 'transform_target_param', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'idx', 'exp_id'} -2022-06-21 19:32:49,816:INFO:Checking environment -2022-06-21 19:32:49,816:INFO:python_version: 3.9.7 -2022-06-21 19:32:49,816:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:32:49,817:INFO:machine: x86_64 -2022-06-21 19:32:49,817:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:32:49,817:INFO:Memory: svmem(total=8230690816, available=1124290560, percent=86.3, used=5987090432, free=138510336, active=3429535744, inactive=3948761088, buffers=97189888, cached=2007900160, shared=832192512, slab=368455680) -2022-06-21 19:32:49,824:INFO:Physical Core: 2 -2022-06-21 19:32:49,828:INFO:Logical Core: 4 -2022-06-21 19:32:49,829:INFO:Checking libraries -2022-06-21 19:32:49,832:INFO: -System: -2022-06-21 19:32:49,833:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:32:49,833:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:32:49,834:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:32:49,835:INFO: -PyCaret required dependencies: -2022-06-21 19:32:49,837:INFO: pip: 22.1.2 -2022-06-21 19:32:49,838:INFO: setuptools: 58.0.4 -2022-06-21 19:32:49,839:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:32:49,839:INFO: ipython: Not installed -2022-06-21 19:32:49,839:INFO: ipywidgets: 7.6.5 -2022-06-21 19:32:49,840:INFO: tqdm: 4.62.3 -2022-06-21 19:32:49,841:INFO: numpy: 1.21.5 -2022-06-21 19:32:49,841:INFO: pandas: 1.3.5 -2022-06-21 19:32:49,842:INFO: jinja2: 3.0.3 -2022-06-21 19:32:49,843:INFO: scipy: 1.7.1 -2022-06-21 19:32:49,843:INFO: joblib: 1.1.0 -2022-06-21 19:32:49,843:INFO: sklearn: 1.1.1 -2022-06-21 19:32:49,843:INFO: pyod: Installed but version unavailable -2022-06-21 19:32:49,843:INFO: imblearn: 0.9.1 -2022-06-21 19:32:49,843:INFO: category_encoders: 2.5.0 -2022-06-21 19:32:49,845:INFO: lightgbm: 3.2.1 -2022-06-21 19:32:49,845:INFO: numba: 0.55.2 -2022-06-21 19:32:49,846:INFO: requests: 2.27.1 -2022-06-21 19:32:49,847:INFO: matplotlib: 3.4.3 -2022-06-21 19:32:49,849:INFO: scikitplot: 0.3.7 -2022-06-21 19:32:49,852:INFO: yellowbrick: 1.4 -2022-06-21 19:32:49,852:INFO: plotly: 5.5.0 -2022-06-21 19:32:49,852:INFO: kaleido: 0.2.1 -2022-06-21 19:32:49,852:INFO: statsmodels: 0.12.2 -2022-06-21 19:32:49,852:INFO: sktime: 0.11.4 -2022-06-21 19:32:49,853:INFO: tbats: Installed but version unavailable -2022-06-21 19:32:49,853:INFO: pmdarima: 1.8.5 -2022-06-21 19:32:49,853:INFO: psutil: 5.9.0 -2022-06-21 19:32:49,853:INFO: -PyCaret optional dependencies: -2022-06-21 19:32:49,854:INFO: shap: 0.39.0 -2022-06-21 19:32:49,855:INFO: interpret: 0.2.7 -2022-06-21 19:32:49,855:INFO: umap: 0.5.3 -2022-06-21 19:32:49,855:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:32:49,856:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:32:49,857:INFO: autoviz: 0.1.39 -2022-06-21 19:32:49,857:INFO: fairlearn: 0.7.0 -2022-06-21 19:32:49,857:INFO: xgboost: 1.4.0 -2022-06-21 19:32:49,857:INFO: catboost: 1.0.6 -2022-06-21 19:32:49,857:INFO: kmodes: 0.12.1 -2022-06-21 19:32:49,857:INFO: mlxtend: 0.20.0 -2022-06-21 19:32:49,857:INFO: statsforecast: 0.5.5 -2022-06-21 19:32:49,857:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:32:49,857:INFO: ray: 1.12.1 -2022-06-21 19:32:49,857:INFO: hyperopt: 0.2.7 -2022-06-21 19:32:49,858:INFO: optuna: 2.10.0 -2022-06-21 19:32:49,858:INFO: skopt: 0.9.0 -2022-06-21 19:32:49,858:INFO: mlflow: 1.26.1 -2022-06-21 19:32:49,858:INFO: gradio: 3.0.11 -2022-06-21 19:32:49,858:INFO: fastapi: 0.75.2 -2022-06-21 19:32:49,858:INFO: uvicorn: 0.17.6 -2022-06-21 19:32:49,858:INFO: m2cgen: 0.10.0 -2022-06-21 19:32:49,858:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:32:49,858:INFO: nltk: 3.6.5 -2022-06-21 19:32:49,858:INFO: pyLDAvis: Not installed -2022-06-21 19:32:49,858:INFO: gensim: Not installed -2022-06-21 19:32:49,858:INFO: spacy: Not installed -2022-06-21 19:32:49,859:INFO: wordcloud: 1.8.1 -2022-06-21 19:32:49,859:INFO: textblob: 0.17.1 -2022-06-21 19:32:49,859:INFO: fugue: 0.6.6 -2022-06-21 19:32:49,859:INFO: streamlit: 1.10.0 -2022-06-21 19:32:49,859:INFO: prophet: Not installed -2022-06-21 19:32:49,859:INFO:None -2022-06-21 19:32:49,859:INFO:Set up data. -2022-06-21 19:32:49,880:INFO:Set up train/test split. -2022-06-21 19:32:49,890:INFO:Set up folding strategy. -2022-06-21 19:32:49,890:INFO:Assigning column types. -2022-06-21 19:32:49,906:INFO:Preparing preprocessing pipeline... -2022-06-21 19:32:49,908:INFO:Set up simple imputation. -2022-06-21 19:32:49,920:INFO:Set up encoding of ordinal features. -2022-06-21 19:32:49,939:INFO:Set up encoding of categorical features. -2022-06-21 19:32:50,123:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:32:50,129:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(include=['age', 'bmi', 'children'], transformer=SimpleImputer())), - ('categorical_imputer', - TransformerWrapper(include=['sex', 'smoker', 'region'], transformer=SimpleImputer(fill_value='constant', strategy='constant'))), - ('ordinal_encoding', - TransformerWrapper(include=[...ker'], transformer=OrdinalEncoder(cols=['sex', 'smoker'], handle_missing='return_nan', mapping=[{'col': 'sex', 'mapping': {nan: -1, 'female': 0, 'male': 1}}, {'col': 'smoker', 'mapping': {nan: -1, 'no': 0, 'yes': 1}}]))), - ('onehot_encoding', - TransformerWrapper(include=['region'], transformer=OneHotEncoder(cols=['region'], handle_missing='return_nan', use_cat_names=True)))]) -2022-06-21 19:32:50,130:INFO:Creating final display dataframe. -2022-06-21 19:32:50,384:INFO:Setup display_container: Description Value -0 Session id 7307 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 014f -2022-06-21 19:32:50,391:INFO: Description Value -0 Session id 7307 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 014f -2022-06-21 19:32:50,617:INFO:setup() successfully completed in 0.8s............... -2022-06-21 19:32:50,618:INFO:Initializing compare_models() -2022-06-21 19:32:50,618:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=R2, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'R2', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:32:50,618:INFO:Checking exceptions -2022-06-21 19:32:50,620:INFO:Preparing display monitor -2022-06-21 19:32:50,624:INFO:Initializing Linear Regression -2022-06-21 19:32:50,624:INFO:Total runtime is 6.202856699625651e-06 minutes -2022-06-21 19:32:50,625:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:50,625:INFO:Initializing create_model() -2022-06-21 19:32:50,625:INFO:create_model(self=, estimator=lr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:50,626:INFO:Checking exceptions -2022-06-21 19:32:50,630:INFO:Importing libraries -2022-06-21 19:32:50,631:INFO:Copying training dataset -2022-06-21 19:32:50,640:INFO:Defining folds -2022-06-21 19:32:50,640:INFO:Declaring metric variables -2022-06-21 19:32:50,641:INFO:Importing untrained model -2022-06-21 19:32:50,641:INFO:Linear Regression Imported successfully -2022-06-21 19:32:50,642:INFO:Starting cross validation -2022-06-21 19:32:50,643:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:51,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,061:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,459:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,558:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:51,881:INFO:Calculating mean and std -2022-06-21 19:32:51,881:INFO:Creating metrics dataframe -2022-06-21 19:32:51,886:INFO:Uploading results into container -2022-06-21 19:32:51,887:INFO:Uploading model into container now -2022-06-21 19:32:51,887:INFO:master_model_container: 1 -2022-06-21 19:32:51,888:INFO:display_container: 2 -2022-06-21 19:32:51,888:INFO:LinearRegression(n_jobs=-1) -2022-06-21 19:32:51,889:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:52,114:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:52,114:INFO:Creating metrics dataframe -2022-06-21 19:32:52,120:INFO:Initializing Lasso Regression -2022-06-21 19:32:52,120:INFO:Total runtime is 0.024949256579081217 minutes -2022-06-21 19:32:52,121:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:52,122:INFO:Initializing create_model() -2022-06-21 19:32:52,122:INFO:create_model(self=, estimator=lasso, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:52,122:INFO:Checking exceptions -2022-06-21 19:32:52,126:INFO:Importing libraries -2022-06-21 19:32:52,126:INFO:Copying training dataset -2022-06-21 19:32:52,130:INFO:Defining folds -2022-06-21 19:32:52,130:INFO:Declaring metric variables -2022-06-21 19:32:52,131:INFO:Importing untrained model -2022-06-21 19:32:52,132:INFO:Lasso Regression Imported successfully -2022-06-21 19:32:52,132:INFO:Starting cross validation -2022-06-21 19:32:52,134:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:52,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,253:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,329:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,370:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,386:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,418:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,491:INFO:Calculating mean and std -2022-06-21 19:32:52,492:INFO:Creating metrics dataframe -2022-06-21 19:32:52,496:INFO:Uploading results into container -2022-06-21 19:32:52,497:INFO:Uploading model into container now -2022-06-21 19:32:52,497:INFO:master_model_container: 2 -2022-06-21 19:32:52,498:INFO:display_container: 2 -2022-06-21 19:32:52,498:INFO:Lasso(random_state=7307) -2022-06-21 19:32:52,498:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:52,717:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:52,717:INFO:Creating metrics dataframe -2022-06-21 19:32:52,726:INFO:Initializing Ridge Regression -2022-06-21 19:32:52,726:INFO:Total runtime is 0.035038423538208005 minutes -2022-06-21 19:32:52,726:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:52,727:INFO:Initializing create_model() -2022-06-21 19:32:52,727:INFO:create_model(self=, estimator=ridge, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:52,728:INFO:Checking exceptions -2022-06-21 19:32:52,731:INFO:Importing libraries -2022-06-21 19:32:52,732:INFO:Copying training dataset -2022-06-21 19:32:52,741:INFO:Defining folds -2022-06-21 19:32:52,743:INFO:Declaring metric variables -2022-06-21 19:32:52,747:INFO:Importing untrained model -2022-06-21 19:32:52,751:INFO:Ridge Regression Imported successfully -2022-06-21 19:32:52,753:INFO:Starting cross validation -2022-06-21 19:32:52,754:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:52,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,947:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:52,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,120:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,209:INFO:Calculating mean and std -2022-06-21 19:32:53,211:INFO:Creating metrics dataframe -2022-06-21 19:32:53,219:INFO:Uploading results into container -2022-06-21 19:32:53,221:INFO:Uploading model into container now -2022-06-21 19:32:53,223:INFO:master_model_container: 3 -2022-06-21 19:32:53,223:INFO:display_container: 2 -2022-06-21 19:32:53,224:INFO:Ridge(random_state=7307) -2022-06-21 19:32:53,224:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:53,453:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:53,453:INFO:Creating metrics dataframe -2022-06-21 19:32:53,459:INFO:Initializing Elastic Net -2022-06-21 19:32:53,460:INFO:Total runtime is 0.04726820389429728 minutes -2022-06-21 19:32:53,460:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:53,461:INFO:Initializing create_model() -2022-06-21 19:32:53,461:INFO:create_model(self=, estimator=en, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:53,462:INFO:Checking exceptions -2022-06-21 19:32:53,466:INFO:Importing libraries -2022-06-21 19:32:53,466:INFO:Copying training dataset -2022-06-21 19:32:53,475:INFO:Defining folds -2022-06-21 19:32:53,475:INFO:Declaring metric variables -2022-06-21 19:32:53,476:INFO:Importing untrained model -2022-06-21 19:32:53,477:INFO:Elastic Net Imported successfully -2022-06-21 19:32:53,478:INFO:Starting cross validation -2022-06-21 19:32:53,479:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:53,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,602:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,731:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:53,838:INFO:Calculating mean and std -2022-06-21 19:32:53,839:INFO:Creating metrics dataframe -2022-06-21 19:32:53,845:INFO:Uploading results into container -2022-06-21 19:32:53,845:INFO:Uploading model into container now -2022-06-21 19:32:53,846:INFO:master_model_container: 4 -2022-06-21 19:32:53,846:INFO:display_container: 2 -2022-06-21 19:32:53,847:INFO:ElasticNet(random_state=7307) -2022-06-21 19:32:53,847:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:54,063:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:54,063:INFO:Creating metrics dataframe -2022-06-21 19:32:54,070:INFO:Initializing Least Angle Regression -2022-06-21 19:32:54,070:INFO:Total runtime is 0.057437539100646966 minutes -2022-06-21 19:32:54,070:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:54,071:INFO:Initializing create_model() -2022-06-21 19:32:54,071:INFO:create_model(self=, estimator=lar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:54,072:INFO:Checking exceptions -2022-06-21 19:32:54,075:INFO:Importing libraries -2022-06-21 19:32:54,075:INFO:Copying training dataset -2022-06-21 19:32:54,079:INFO:Defining folds -2022-06-21 19:32:54,079:INFO:Declaring metric variables -2022-06-21 19:32:54,080:INFO:Importing untrained model -2022-06-21 19:32:54,081:INFO:Least Angle Regression Imported successfully -2022-06-21 19:32:54,081:INFO:Starting cross validation -2022-06-21 19:32:54,082:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:54,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,185:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,190:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,194:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,245:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,305:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_least_angle.py:649: ConvergenceWarning: Regressors in active set degenerate. Dropping a regressor, after 9 iterations, i.e. alpha=9.496e-01, with an active set of 8 regressors, and the smallest cholesky pivot element being 2.980e-08. Reduce max_iter or increase eps parameters. - warnings.warn( - -2022-06-21 19:32:54,305:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,309:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,410:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:54,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,463:INFO:Calculating mean and std -2022-06-21 19:32:54,464:INFO:Creating metrics dataframe -2022-06-21 19:32:54,470:INFO:Uploading results into container -2022-06-21 19:32:54,470:INFO:Uploading model into container now -2022-06-21 19:32:54,471:INFO:master_model_container: 5 -2022-06-21 19:32:54,472:INFO:display_container: 2 -2022-06-21 19:32:54,472:INFO:Lars(random_state=7307) -2022-06-21 19:32:54,472:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:54,692:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:54,693:INFO:Creating metrics dataframe -2022-06-21 19:32:54,702:INFO:Initializing Lasso Least Angle Regression -2022-06-21 19:32:54,702:INFO:Total runtime is 0.0679735541343689 minutes -2022-06-21 19:32:54,703:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:54,703:INFO:Initializing create_model() -2022-06-21 19:32:54,703:INFO:create_model(self=, estimator=llar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:54,704:INFO:Checking exceptions -2022-06-21 19:32:54,709:INFO:Importing libraries -2022-06-21 19:32:54,709:INFO:Copying training dataset -2022-06-21 19:32:54,718:INFO:Defining folds -2022-06-21 19:32:54,718:INFO:Declaring metric variables -2022-06-21 19:32:54,719:INFO:Importing untrained model -2022-06-21 19:32:54,720:INFO:Lasso Least Angle Regression Imported successfully -2022-06-21 19:32:54,721:INFO:Starting cross validation -2022-06-21 19:32:54,722:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:54,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:54,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:54,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:54,854:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:54,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:54,878:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:55,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:55,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:55,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:55,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,082:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:55,154:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:32:55,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,239:INFO:Calculating mean and std -2022-06-21 19:32:55,240:INFO:Creating metrics dataframe -2022-06-21 19:32:55,247:INFO:Uploading results into container -2022-06-21 19:32:55,248:INFO:Uploading model into container now -2022-06-21 19:32:55,249:INFO:master_model_container: 6 -2022-06-21 19:32:55,250:INFO:display_container: 2 -2022-06-21 19:32:55,251:INFO:LassoLars(random_state=7307) -2022-06-21 19:32:55,252:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:55,509:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:55,509:INFO:Creating metrics dataframe -2022-06-21 19:32:55,518:INFO:Initializing Orthogonal Matching Pursuit -2022-06-21 19:32:55,518:INFO:Total runtime is 0.08157856067021688 minutes -2022-06-21 19:32:55,519:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:55,519:INFO:Initializing create_model() -2022-06-21 19:32:55,520:INFO:create_model(self=, estimator=omp, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:55,520:INFO:Checking exceptions -2022-06-21 19:32:55,525:INFO:Importing libraries -2022-06-21 19:32:55,525:INFO:Copying training dataset -2022-06-21 19:32:55,534:INFO:Defining folds -2022-06-21 19:32:55,534:INFO:Declaring metric variables -2022-06-21 19:32:55,534:INFO:Importing untrained model -2022-06-21 19:32:55,535:INFO:Orthogonal Matching Pursuit Imported successfully -2022-06-21 19:32:55,536:INFO:Starting cross validation -2022-06-21 19:32:55,537:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:55,618:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,636:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,640:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,705:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,714:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,756:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:32:55,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:55,931:INFO:Calculating mean and std -2022-06-21 19:32:55,932:INFO:Creating metrics dataframe -2022-06-21 19:32:55,938:INFO:Uploading results into container -2022-06-21 19:32:55,941:INFO:Uploading model into container now -2022-06-21 19:32:55,943:INFO:master_model_container: 7 -2022-06-21 19:32:55,943:INFO:display_container: 2 -2022-06-21 19:32:55,944:INFO:OrthogonalMatchingPursuit() -2022-06-21 19:32:55,945:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:56,164:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:56,164:INFO:Creating metrics dataframe -2022-06-21 19:32:56,174:INFO:Initializing Bayesian Ridge -2022-06-21 19:32:56,174:INFO:Total runtime is 0.09250892400741577 minutes -2022-06-21 19:32:56,175:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:56,176:INFO:Initializing create_model() -2022-06-21 19:32:56,176:INFO:create_model(self=, estimator=br, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:56,176:INFO:Checking exceptions -2022-06-21 19:32:56,181:INFO:Importing libraries -2022-06-21 19:32:56,181:INFO:Copying training dataset -2022-06-21 19:32:56,190:INFO:Defining folds -2022-06-21 19:32:56,190:INFO:Declaring metric variables -2022-06-21 19:32:56,191:INFO:Importing untrained model -2022-06-21 19:32:56,192:INFO:Bayesian Ridge Imported successfully -2022-06-21 19:32:56,192:INFO:Starting cross validation -2022-06-21 19:32:56,194:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:56,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,295:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,394:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,415:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:56,664:INFO:Calculating mean and std -2022-06-21 19:32:56,669:INFO:Creating metrics dataframe -2022-06-21 19:32:56,675:INFO:Uploading results into container -2022-06-21 19:32:56,684:INFO:Uploading model into container now -2022-06-21 19:32:56,684:INFO:master_model_container: 8 -2022-06-21 19:32:56,685:INFO:display_container: 2 -2022-06-21 19:32:56,686:INFO:BayesianRidge() -2022-06-21 19:32:56,686:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:56,947:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:56,947:INFO:Creating metrics dataframe -2022-06-21 19:32:56,958:INFO:Initializing Passive Aggressive Regressor -2022-06-21 19:32:56,959:INFO:Total runtime is 0.10558627049128214 minutes -2022-06-21 19:32:56,960:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:56,961:INFO:Initializing create_model() -2022-06-21 19:32:56,962:INFO:create_model(self=, estimator=par, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:56,962:INFO:Checking exceptions -2022-06-21 19:32:56,966:INFO:Importing libraries -2022-06-21 19:32:56,966:INFO:Copying training dataset -2022-06-21 19:32:56,970:INFO:Defining folds -2022-06-21 19:32:56,970:INFO:Declaring metric variables -2022-06-21 19:32:56,971:INFO:Importing untrained model -2022-06-21 19:32:56,972:INFO:Passive Aggressive Regressor Imported successfully -2022-06-21 19:32:56,973:INFO:Starting cross validation -2022-06-21 19:32:56,975:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:57,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,112:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,324:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,325:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,363:INFO:Calculating mean and std -2022-06-21 19:32:57,363:INFO:Creating metrics dataframe -2022-06-21 19:32:57,367:INFO:Uploading results into container -2022-06-21 19:32:57,368:INFO:Uploading model into container now -2022-06-21 19:32:57,369:INFO:master_model_container: 9 -2022-06-21 19:32:57,369:INFO:display_container: 2 -2022-06-21 19:32:57,370:INFO:PassiveAggressiveRegressor(random_state=7307) -2022-06-21 19:32:57,370:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:57,587:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:57,587:INFO:Creating metrics dataframe -2022-06-21 19:32:57,597:INFO:Initializing Huber Regressor -2022-06-21 19:32:57,597:INFO:Total runtime is 0.116226859887441 minutes -2022-06-21 19:32:57,598:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:57,598:INFO:Initializing create_model() -2022-06-21 19:32:57,598:INFO:create_model(self=, estimator=huber, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:57,599:INFO:Checking exceptions -2022-06-21 19:32:57,603:INFO:Importing libraries -2022-06-21 19:32:57,604:INFO:Copying training dataset -2022-06-21 19:32:57,607:INFO:Defining folds -2022-06-21 19:32:57,607:INFO:Declaring metric variables -2022-06-21 19:32:57,608:INFO:Importing untrained model -2022-06-21 19:32:57,609:INFO:Huber Regressor Imported successfully -2022-06-21 19:32:57,610:INFO:Starting cross validation -2022-06-21 19:32:57,612:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:57,740:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:32:57,740:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:32:57,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,845:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:32:57,846:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:57,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:32:57,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:32:58,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:32:58,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,047:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:32:58,047:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:32:58,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,228:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,288:INFO:Calculating mean and std -2022-06-21 19:32:58,288:INFO:Creating metrics dataframe -2022-06-21 19:32:58,294:INFO:Uploading results into container -2022-06-21 19:32:58,295:INFO:Uploading model into container now -2022-06-21 19:32:58,295:INFO:master_model_container: 10 -2022-06-21 19:32:58,295:INFO:display_container: 2 -2022-06-21 19:32:58,296:INFO:HuberRegressor() -2022-06-21 19:32:58,296:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:58,517:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:58,518:INFO:Creating metrics dataframe -2022-06-21 19:32:58,524:INFO:Initializing K Neighbors Regressor -2022-06-21 19:32:58,525:INFO:Total runtime is 0.1316837469736735 minutes -2022-06-21 19:32:58,525:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:58,526:INFO:Initializing create_model() -2022-06-21 19:32:58,526:INFO:create_model(self=, estimator=knn, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:58,526:INFO:Checking exceptions -2022-06-21 19:32:58,530:INFO:Importing libraries -2022-06-21 19:32:58,530:INFO:Copying training dataset -2022-06-21 19:32:58,535:INFO:Defining folds -2022-06-21 19:32:58,536:INFO:Declaring metric variables -2022-06-21 19:32:58,539:INFO:Importing untrained model -2022-06-21 19:32:58,542:INFO:K Neighbors Regressor Imported successfully -2022-06-21 19:32:58,542:INFO:Starting cross validation -2022-06-21 19:32:58,544:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:58,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,730:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,774:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,869:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,894:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:58,958:INFO:Calculating mean and std -2022-06-21 19:32:58,958:INFO:Creating metrics dataframe -2022-06-21 19:32:58,963:INFO:Uploading results into container -2022-06-21 19:32:58,964:INFO:Uploading model into container now -2022-06-21 19:32:58,965:INFO:master_model_container: 11 -2022-06-21 19:32:58,965:INFO:display_container: 2 -2022-06-21 19:32:58,966:INFO:KNeighborsRegressor(n_jobs=-1) -2022-06-21 19:32:58,966:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:59,185:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:59,185:INFO:Creating metrics dataframe -2022-06-21 19:32:59,194:INFO:Initializing Decision Tree Regressor -2022-06-21 19:32:59,194:INFO:Total runtime is 0.14283800522486367 minutes -2022-06-21 19:32:59,195:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:59,195:INFO:Initializing create_model() -2022-06-21 19:32:59,195:INFO:create_model(self=, estimator=dt, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:59,196:INFO:Checking exceptions -2022-06-21 19:32:59,200:INFO:Importing libraries -2022-06-21 19:32:59,200:INFO:Copying training dataset -2022-06-21 19:32:59,204:INFO:Defining folds -2022-06-21 19:32:59,205:INFO:Declaring metric variables -2022-06-21 19:32:59,207:INFO:Importing untrained model -2022-06-21 19:32:59,211:INFO:Decision Tree Regressor Imported successfully -2022-06-21 19:32:59,212:INFO:Starting cross validation -2022-06-21 19:32:59,213:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:32:59,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,453:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,492:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,569:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:32:59,608:INFO:Calculating mean and std -2022-06-21 19:32:59,609:INFO:Creating metrics dataframe -2022-06-21 19:32:59,613:INFO:Uploading results into container -2022-06-21 19:32:59,614:INFO:Uploading model into container now -2022-06-21 19:32:59,615:INFO:master_model_container: 12 -2022-06-21 19:32:59,615:INFO:display_container: 2 -2022-06-21 19:32:59,616:INFO:DecisionTreeRegressor(random_state=7307) -2022-06-21 19:32:59,616:INFO:create_model() successfully completed...................................... -2022-06-21 19:32:59,846:INFO:SubProcess create_model() end ================================== -2022-06-21 19:32:59,847:INFO:Creating metrics dataframe -2022-06-21 19:32:59,863:INFO:Initializing Random Forest Regressor -2022-06-21 19:32:59,866:INFO:Total runtime is 0.15403827428817748 minutes -2022-06-21 19:32:59,868:INFO:SubProcess create_model() called ================================== -2022-06-21 19:32:59,871:INFO:Initializing create_model() -2022-06-21 19:32:59,874:INFO:create_model(self=, estimator=rf, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:32:59,876:INFO:Checking exceptions -2022-06-21 19:32:59,880:INFO:Importing libraries -2022-06-21 19:32:59,880:INFO:Copying training dataset -2022-06-21 19:32:59,885:INFO:Defining folds -2022-06-21 19:32:59,885:INFO:Declaring metric variables -2022-06-21 19:32:59,886:INFO:Importing untrained model -2022-06-21 19:32:59,887:INFO:Random Forest Regressor Imported successfully -2022-06-21 19:32:59,888:INFO:Starting cross validation -2022-06-21 19:32:59,890:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:00,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:00,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:00,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:00,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:00,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:00,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:01,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:01,064:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:01,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:01,463:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:01,514:INFO:Calculating mean and std -2022-06-21 19:33:01,518:INFO:Creating metrics dataframe -2022-06-21 19:33:01,523:INFO:Uploading results into container -2022-06-21 19:33:01,524:INFO:Uploading model into container now -2022-06-21 19:33:01,524:INFO:master_model_container: 13 -2022-06-21 19:33:01,524:INFO:display_container: 2 -2022-06-21 19:33:01,525:INFO:RandomForestRegressor(n_jobs=-1, random_state=7307) -2022-06-21 19:33:01,525:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:01,739:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:01,739:INFO:Creating metrics dataframe -2022-06-21 19:33:01,748:INFO:Initializing Extra Trees Regressor -2022-06-21 19:33:01,748:INFO:Total runtime is 0.18541338046391803 minutes -2022-06-21 19:33:01,749:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:01,749:INFO:Initializing create_model() -2022-06-21 19:33:01,749:INFO:create_model(self=, estimator=et, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:01,750:INFO:Checking exceptions -2022-06-21 19:33:01,752:INFO:Importing libraries -2022-06-21 19:33:01,752:INFO:Copying training dataset -2022-06-21 19:33:01,755:INFO:Defining folds -2022-06-21 19:33:01,755:INFO:Declaring metric variables -2022-06-21 19:33:01,756:INFO:Importing untrained model -2022-06-21 19:33:01,758:INFO:Extra Trees Regressor Imported successfully -2022-06-21 19:33:01,760:INFO:Starting cross validation -2022-06-21 19:33:01,761:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:02,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:02,166:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:02,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:02,208:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:02,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:02,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:02,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:02,656:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,119:INFO:Calculating mean and std -2022-06-21 19:33:03,120:INFO:Creating metrics dataframe -2022-06-21 19:33:03,128:INFO:Uploading results into container -2022-06-21 19:33:03,131:INFO:Uploading model into container now -2022-06-21 19:33:03,133:INFO:master_model_container: 14 -2022-06-21 19:33:03,137:INFO:display_container: 2 -2022-06-21 19:33:03,140:INFO:ExtraTreesRegressor(n_jobs=-1, random_state=7307) -2022-06-21 19:33:03,141:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:03,375:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:03,376:INFO:Creating metrics dataframe -2022-06-21 19:33:03,382:INFO:Initializing AdaBoost Regressor -2022-06-21 19:33:03,383:INFO:Total runtime is 0.2126494805018107 minutes -2022-06-21 19:33:03,383:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:03,384:INFO:Initializing create_model() -2022-06-21 19:33:03,384:INFO:create_model(self=, estimator=ada, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:03,384:INFO:Checking exceptions -2022-06-21 19:33:03,386:INFO:Importing libraries -2022-06-21 19:33:03,386:INFO:Copying training dataset -2022-06-21 19:33:03,389:INFO:Defining folds -2022-06-21 19:33:03,390:INFO:Declaring metric variables -2022-06-21 19:33:03,390:INFO:Importing untrained model -2022-06-21 19:33:03,391:INFO:AdaBoost Regressor Imported successfully -2022-06-21 19:33:03,391:INFO:Starting cross validation -2022-06-21 19:33:03,392:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:03,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,483:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,639:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,767:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:03,800:INFO:Calculating mean and std -2022-06-21 19:33:03,801:INFO:Creating metrics dataframe -2022-06-21 19:33:03,805:INFO:Uploading results into container -2022-06-21 19:33:03,805:INFO:Uploading model into container now -2022-06-21 19:33:03,806:INFO:master_model_container: 15 -2022-06-21 19:33:03,806:INFO:display_container: 2 -2022-06-21 19:33:03,807:INFO:AdaBoostRegressor(random_state=7307) -2022-06-21 19:33:03,807:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:04,014:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:04,014:INFO:Creating metrics dataframe -2022-06-21 19:33:04,021:INFO:Initializing Gradient Boosting Regressor -2022-06-21 19:33:04,021:INFO:Total runtime is 0.22329054276148477 minutes -2022-06-21 19:33:04,021:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:04,022:INFO:Initializing create_model() -2022-06-21 19:33:04,022:INFO:create_model(self=, estimator=gbr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:04,022:INFO:Checking exceptions -2022-06-21 19:33:04,024:INFO:Importing libraries -2022-06-21 19:33:04,024:INFO:Copying training dataset -2022-06-21 19:33:04,027:INFO:Defining folds -2022-06-21 19:33:04,027:INFO:Declaring metric variables -2022-06-21 19:33:04,027:INFO:Importing untrained model -2022-06-21 19:33:04,028:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:33:04,028:INFO:Starting cross validation -2022-06-21 19:33:04,029:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:04,217:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,294:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,445:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:04,675:INFO:Calculating mean and std -2022-06-21 19:33:04,676:INFO:Creating metrics dataframe -2022-06-21 19:33:04,680:INFO:Uploading results into container -2022-06-21 19:33:04,680:INFO:Uploading model into container now -2022-06-21 19:33:04,681:INFO:master_model_container: 16 -2022-06-21 19:33:04,681:INFO:display_container: 2 -2022-06-21 19:33:04,682:INFO:GradientBoostingRegressor(random_state=7307) -2022-06-21 19:33:04,682:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:04,904:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:04,905:INFO:Creating metrics dataframe -2022-06-21 19:33:04,911:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:33:04,911:INFO:Total runtime is 0.23812455336252847 minutes -2022-06-21 19:33:04,912:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:04,912:INFO:Initializing create_model() -2022-06-21 19:33:04,912:INFO:create_model(self=, estimator=xgboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:04,912:INFO:Checking exceptions -2022-06-21 19:33:04,914:INFO:Importing libraries -2022-06-21 19:33:04,915:INFO:Copying training dataset -2022-06-21 19:33:04,918:INFO:Defining folds -2022-06-21 19:33:04,918:INFO:Declaring metric variables -2022-06-21 19:33:04,918:INFO:Importing untrained model -2022-06-21 19:33:04,919:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:33:04,920:INFO:Starting cross validation -2022-06-21 19:33:04,920:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:05,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:06,035:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:06,365:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:06,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:06,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:06,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:06,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:06,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:07,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:07,803:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:07,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:07,895:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:07,961:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:07,996:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:08,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:08,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:08,867:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:08,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:08,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:08,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:33:08,964:INFO:Calculating mean and std -2022-06-21 19:33:08,965:INFO:Creating metrics dataframe -2022-06-21 19:33:08,969:INFO:Uploading results into container -2022-06-21 19:33:08,972:INFO:Uploading model into container now -2022-06-21 19:33:08,973:INFO:master_model_container: 17 -2022-06-21 19:33:08,973:INFO:display_container: 2 -2022-06-21 19:33:08,974:INFO:XGBRegressor(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=7307, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 19:33:08,975:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:09,341:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:09,342:INFO:Creating metrics dataframe -2022-06-21 19:33:09,349:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:33:09,349:INFO:Total runtime is 0.3120933016141256 minutes -2022-06-21 19:33:09,351:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:09,351:INFO:Initializing create_model() -2022-06-21 19:33:09,352:INFO:create_model(self=, estimator=lightgbm, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:09,353:INFO:Checking exceptions -2022-06-21 19:33:09,356:INFO:Importing libraries -2022-06-21 19:33:09,357:INFO:Copying training dataset -2022-06-21 19:33:09,363:INFO:Defining folds -2022-06-21 19:33:09,364:INFO:Declaring metric variables -2022-06-21 19:33:09,365:INFO:Importing untrained model -2022-06-21 19:33:09,366:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:33:09,368:INFO:Starting cross validation -2022-06-21 19:33:09,370:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:10,726:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:11,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:12,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:12,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:13,668:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:14,280:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:14,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:14,979:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:15,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:15,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:15,343:INFO:Calculating mean and std -2022-06-21 19:33:15,344:INFO:Creating metrics dataframe -2022-06-21 19:33:15,348:INFO:Uploading results into container -2022-06-21 19:33:15,353:INFO:Uploading model into container now -2022-06-21 19:33:15,354:INFO:master_model_container: 18 -2022-06-21 19:33:15,354:INFO:display_container: 2 -2022-06-21 19:33:15,355:INFO:LGBMRegressor(random_state=7307) -2022-06-21 19:33:15,359:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:15,676:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:15,676:INFO:Creating metrics dataframe -2022-06-21 19:33:15,684:INFO:Initializing CatBoost Regressor -2022-06-21 19:33:15,684:INFO:Total runtime is 0.4176758925120036 minutes -2022-06-21 19:33:15,685:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:15,685:INFO:Initializing create_model() -2022-06-21 19:33:15,686:INFO:create_model(self=, estimator=catboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:15,687:INFO:Checking exceptions -2022-06-21 19:33:15,689:INFO:Importing libraries -2022-06-21 19:33:15,689:INFO:Copying training dataset -2022-06-21 19:33:15,693:INFO:Defining folds -2022-06-21 19:33:15,693:INFO:Declaring metric variables -2022-06-21 19:33:15,694:INFO:Importing untrained model -2022-06-21 19:33:15,695:INFO:CatBoost Regressor Imported successfully -2022-06-21 19:33:15,697:INFO:Starting cross validation -2022-06-21 19:33:15,699:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:18,782:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:18,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:19,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:19,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:21,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:22,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:22,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:22,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:23,592:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:23,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:23,858:INFO:Calculating mean and std -2022-06-21 19:33:23,860:INFO:Creating metrics dataframe -2022-06-21 19:33:23,868:INFO:Uploading results into container -2022-06-21 19:33:23,869:INFO:Uploading model into container now -2022-06-21 19:33:23,870:INFO:master_model_container: 19 -2022-06-21 19:33:23,871:INFO:display_container: 2 -2022-06-21 19:33:23,871:INFO: -2022-06-21 19:33:23,872:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:24,128:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:24,129:INFO:Creating metrics dataframe -2022-06-21 19:33:24,136:INFO:Initializing Dummy Regressor -2022-06-21 19:33:24,136:INFO:Total runtime is 0.5585403958956401 minutes -2022-06-21 19:33:24,137:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:24,137:INFO:Initializing create_model() -2022-06-21 19:33:24,138:INFO:create_model(self=, estimator=dummy, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:24,138:INFO:Checking exceptions -2022-06-21 19:33:24,142:INFO:Importing libraries -2022-06-21 19:33:24,142:INFO:Copying training dataset -2022-06-21 19:33:24,146:INFO:Defining folds -2022-06-21 19:33:24,146:INFO:Declaring metric variables -2022-06-21 19:33:24,147:INFO:Importing untrained model -2022-06-21 19:33:24,148:INFO:Dummy Regressor Imported successfully -2022-06-21 19:33:24,153:INFO:Starting cross validation -2022-06-21 19:33:24,158:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:24,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,272:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,314:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,410:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,494:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:24,523:INFO:Calculating mean and std -2022-06-21 19:33:24,524:INFO:Creating metrics dataframe -2022-06-21 19:33:24,529:INFO:Uploading results into container -2022-06-21 19:33:24,529:INFO:Uploading model into container now -2022-06-21 19:33:24,530:INFO:master_model_container: 20 -2022-06-21 19:33:24,530:INFO:display_container: 2 -2022-06-21 19:33:24,531:INFO:DummyRegressor() -2022-06-21 19:33:24,531:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:24,778:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:24,779:INFO:Creating metrics dataframe -2022-06-21 19:33:24,800:INFO:Initializing create_model() -2022-06-21 19:33:24,801:INFO:create_model(self=, estimator=GradientBoostingRegressor(random_state=7307), fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:33:24,801:INFO:Checking exceptions -2022-06-21 19:33:24,815:INFO:Importing libraries -2022-06-21 19:33:24,816:INFO:Copying training dataset -2022-06-21 19:33:24,821:INFO:Defining folds -2022-06-21 19:33:24,822:INFO:Declaring metric variables -2022-06-21 19:33:24,823:INFO:Importing untrained model -2022-06-21 19:33:24,824:INFO:Declaring custom model -2022-06-21 19:33:24,826:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:33:24,828:INFO:Cross validation set to False -2022-06-21 19:33:24,829:INFO:Fitting Model -2022-06-21 19:33:25,238:INFO:GradientBoostingRegressor(random_state=7307) -2022-06-21 19:33:25,239:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:25,502:INFO: Model MAE MSE \ -gbr Gradient Boosting Regressor 2607.2516 2.171598e+07 -catboost CatBoost Regressor 2831.3379 2.420670e+07 -lightgbm Light Gradient Boosting Machine 2916.2836 2.403911e+07 -rf Random Forest Regressor 2788.2039 2.443975e+07 -ada AdaBoost Regressor 4118.3395 2.804695e+07 -xgboost Extreme Gradient Boosting 3120.9132 2.841223e+07 -et Extra Trees Regressor 2870.1591 2.852130e+07 -llar Lasso Least Angle Regression 4349.6511 3.806573e+07 -ridge Ridge Regression 4366.3282 3.809296e+07 -br Bayesian Ridge 4362.1090 3.809226e+07 -lr Linear Regression 4356.3311 3.809189e+07 -lar Least Angle Regression 4356.1111 3.808998e+07 -lasso Lasso Regression 4356.3699 3.808973e+07 -dt Decision Tree Regressor 3177.3938 4.393958e+07 -huber Huber Regressor 3890.8027 5.425050e+07 -par Passive Aggressive Regressor 4454.2672 6.095712e+07 -omp Orthogonal Matching Pursuit 5806.5890 5.821051e+07 -en Elastic Net 7239.2865 8.744877e+07 -knn K Neighbors Regressor 7910.1148 1.266502e+08 -dummy Dummy Regressor 9090.9610 1.452500e+08 - - RMSE R2 RMSLE MAPE TT (Sec) -gbr 4592.2037 0.8438 0.4284 0.3034 0.065 -catboost 4847.2037 0.8257 0.4840 0.3392 0.816 -lightgbm 4836.5445 0.8255 0.5571 0.3764 0.597 -rf 4878.7126 0.8228 0.4780 0.3448 0.162 -ada 5247.9484 0.7960 0.6081 0.6948 0.041 -xgboost 5266.8467 0.7944 0.5413 0.3882 0.404 -et 5287.2536 0.7926 0.4853 0.3420 0.136 -llar 6130.6691 0.7268 0.5779 0.4306 0.052 -ridge 6132.7497 0.7266 0.6034 0.4336 0.046 -br 6132.7796 0.7266 0.6153 0.4329 0.047 -lr 6132.8625 0.7265 0.6017 0.4318 0.124 -lar 6132.6963 0.7265 0.6025 0.4318 0.038 -lasso 6132.6783 0.7265 0.6044 0.4318 0.036 -dt 6583.4784 0.6761 0.5282 0.3349 0.039 -huber 7285.4499 0.6120 0.4647 0.2213 0.067 -par 7666.8442 0.5810 0.4867 0.3275 0.039 -omp 7604.3330 0.5785 0.7272 0.8788 0.039 -en 9286.6367 0.3813 0.7142 0.8804 0.036 -knn 11187.6640 0.0988 0.8320 0.9318 0.041 -dummy 11970.7661 -0.0248 0.9986 1.5288 0.036 -2022-06-21 19:33:25,502:INFO:master_model_container: 20 -2022-06-21 19:33:25,503:INFO:display_container: 2 -2022-06-21 19:33:25,503:INFO:GradientBoostingRegressor(random_state=7307) -2022-06-21 19:33:25,504:INFO:compare_models() successfully completed...................................... -2022-06-21 19:33:25,504:INFO:Initializing evaluate_model() -2022-06-21 19:33:25,504:INFO:evaluate_model(self=, estimator=GradientBoostingRegressor(random_state=7307), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:33:25,521:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('Residuals', 'residuals'), ('Prediction Error', 'error'), ('Cooks Distance', 'cooks'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Validation Curve', 'vc'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Tree', 'tree'), ('Interactive Residuals', 'residuals_interactive')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:33:25,528:INFO:Initializing plot_model() -2022-06-21 19:33:25,529:INFO:plot_model(plot=error, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=GradientBoostingRegressor(random_state=7307), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:33:25,530:INFO:Checking exceptions -2022-06-21 19:33:25,533:INFO:Preloading libraries -2022-06-21 19:33:25,542:INFO:Copying training dataset -2022-06-21 19:33:25,547:INFO:Plot type: error -2022-06-21 19:33:25,706:INFO:Fitting Model -2022-06-21 19:33:25,706:WARNING:X does not have valid feature names, but GradientBoostingRegressor was fitted with feature names - -2022-06-21 19:33:25,707:INFO:Scoring test/hold-out set -2022-06-21 19:33:25,737:INFO:Saving 'images/Prediction Error.png' -2022-06-21 19:33:25,917:INFO:Visual Rendered Successfully -2022-06-21 19:33:26,133:INFO:plot_model() successfully completed...................................... -2022-06-21 19:33:26,133:INFO:error -2022-06-21 19:33:53,316:INFO: age sex bmi children smoker region charges -0 19 female 27.900 0 yes southwest 16884.92400 -1 18 male 33.770 1 no southeast 1725.55230 -2 28 male 33.000 3 no southeast 4449.46200 -3 33 male 22.705 0 no northwest 21984.47061 -4 32 male 28.880 0 no northwest 3866.85520 -2022-06-21 19:33:53,317:INFO:PyCaret RegressionExperiment -2022-06-21 19:33:53,318:INFO:Logging name: reg-default-name -2022-06-21 19:33:53,318:INFO:ML Usecase: MLUsecase.REGRESSION -2022-06-21 19:33:53,318:INFO:version 3.0.0.rc1 -2022-06-21 19:33:53,318:INFO:Initializing setup() -2022-06-21 19:33:53,319:INFO:self.USI: 8ea3 -2022-06-21 19:33:53,319:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'transform_target_method_param', 'transform_target_param', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'idx', 'exp_id'} -2022-06-21 19:33:53,319:INFO:Checking environment -2022-06-21 19:33:53,319:INFO:python_version: 3.9.7 -2022-06-21 19:33:53,320:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:33:53,320:INFO:machine: x86_64 -2022-06-21 19:33:53,320:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:33:53,320:INFO:Memory: svmem(total=8230690816, available=1111420928, percent=86.5, used=6003564544, free=215330816, active=3577905152, inactive=3748536320, buffers=93589504, cached=1918205952, shared=812515328, slab=369938432) -2022-06-21 19:33:53,321:INFO:Physical Core: 2 -2022-06-21 19:33:53,321:INFO:Logical Core: 4 -2022-06-21 19:33:53,321:INFO:Checking libraries -2022-06-21 19:33:53,322:INFO: -System: -2022-06-21 19:33:53,322:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:33:53,322:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:33:53,322:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:33:53,323:INFO: -PyCaret required dependencies: -2022-06-21 19:33:53,323:INFO: pip: 22.1.2 -2022-06-21 19:33:53,323:INFO: setuptools: 58.0.4 -2022-06-21 19:33:53,324:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:33:53,324:INFO: ipython: Not installed -2022-06-21 19:33:53,324:INFO: ipywidgets: 7.6.5 -2022-06-21 19:33:53,324:INFO: tqdm: 4.62.3 -2022-06-21 19:33:53,325:INFO: numpy: 1.21.5 -2022-06-21 19:33:53,325:INFO: pandas: 1.3.5 -2022-06-21 19:33:53,325:INFO: jinja2: 3.0.3 -2022-06-21 19:33:53,325:INFO: scipy: 1.7.1 -2022-06-21 19:33:53,326:INFO: joblib: 1.1.0 -2022-06-21 19:33:53,326:INFO: sklearn: 1.1.1 -2022-06-21 19:33:53,326:INFO: pyod: Installed but version unavailable -2022-06-21 19:33:53,326:INFO: imblearn: 0.9.1 -2022-06-21 19:33:53,326:INFO: category_encoders: 2.5.0 -2022-06-21 19:33:53,326:INFO: lightgbm: 3.2.1 -2022-06-21 19:33:53,327:INFO: numba: 0.55.2 -2022-06-21 19:33:53,327:INFO: requests: 2.27.1 -2022-06-21 19:33:53,327:INFO: matplotlib: 3.4.3 -2022-06-21 19:33:53,327:INFO: scikitplot: 0.3.7 -2022-06-21 19:33:53,329:INFO: yellowbrick: 1.4 -2022-06-21 19:33:53,329:INFO: plotly: 5.5.0 -2022-06-21 19:33:53,329:INFO: kaleido: 0.2.1 -2022-06-21 19:33:53,329:INFO: statsmodels: 0.12.2 -2022-06-21 19:33:53,330:INFO: sktime: 0.11.4 -2022-06-21 19:33:53,330:INFO: tbats: Installed but version unavailable -2022-06-21 19:33:53,330:INFO: pmdarima: 1.8.5 -2022-06-21 19:33:53,330:INFO: psutil: 5.9.0 -2022-06-21 19:33:53,330:INFO: -PyCaret optional dependencies: -2022-06-21 19:33:53,331:INFO: shap: 0.39.0 -2022-06-21 19:33:53,331:INFO: interpret: 0.2.7 -2022-06-21 19:33:53,332:INFO: umap: 0.5.3 -2022-06-21 19:33:53,332:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:33:53,332:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:33:53,333:INFO: autoviz: 0.1.39 -2022-06-21 19:33:53,333:INFO: fairlearn: 0.7.0 -2022-06-21 19:33:53,333:INFO: xgboost: 1.4.0 -2022-06-21 19:33:53,334:INFO: catboost: 1.0.6 -2022-06-21 19:33:53,334:INFO: kmodes: 0.12.1 -2022-06-21 19:33:53,334:INFO: mlxtend: 0.20.0 -2022-06-21 19:33:53,335:INFO: statsforecast: 0.5.5 -2022-06-21 19:33:53,335:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:33:53,335:INFO: ray: 1.12.1 -2022-06-21 19:33:53,335:INFO: hyperopt: 0.2.7 -2022-06-21 19:33:53,336:INFO: optuna: 2.10.0 -2022-06-21 19:33:53,336:INFO: skopt: 0.9.0 -2022-06-21 19:33:53,336:INFO: mlflow: 1.26.1 -2022-06-21 19:33:53,337:INFO: gradio: 3.0.11 -2022-06-21 19:33:53,338:INFO: fastapi: 0.75.2 -2022-06-21 19:33:53,339:INFO: uvicorn: 0.17.6 -2022-06-21 19:33:53,340:INFO: m2cgen: 0.10.0 -2022-06-21 19:33:53,341:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:33:53,342:INFO: nltk: 3.6.5 -2022-06-21 19:33:53,343:INFO: pyLDAvis: Not installed -2022-06-21 19:33:53,344:INFO: gensim: Not installed -2022-06-21 19:33:53,344:INFO: spacy: Not installed -2022-06-21 19:33:53,344:INFO: wordcloud: 1.8.1 -2022-06-21 19:33:53,345:INFO: textblob: 0.17.1 -2022-06-21 19:33:53,345:INFO: fugue: 0.6.6 -2022-06-21 19:33:53,345:INFO: streamlit: 1.10.0 -2022-06-21 19:33:53,345:INFO: prophet: Not installed -2022-06-21 19:33:53,345:INFO:None -2022-06-21 19:33:53,346:INFO:Set up data. -2022-06-21 19:33:53,357:INFO:Set up train/test split. -2022-06-21 19:33:53,378:INFO:Set up folding strategy. -2022-06-21 19:33:53,379:INFO:Assigning column types. -2022-06-21 19:33:53,398:INFO:Preparing preprocessing pipeline... -2022-06-21 19:33:53,402:INFO:Set up simple imputation. -2022-06-21 19:33:53,418:INFO:Set up encoding of ordinal features. -2022-06-21 19:33:53,438:INFO:Set up encoding of categorical features. -2022-06-21 19:33:53,643:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:33:53,651:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(include=['age', 'bmi', 'children'], transformer=SimpleImputer())), - ('categorical_imputer', - TransformerWrapper(include=['sex', 'smoker', 'region'], transformer=SimpleImputer(fill_value='constant', strategy='constant'))), - ('ordinal_encoding', - TransformerWrapper(include=[...ker'], transformer=OrdinalEncoder(cols=['sex', 'smoker'], handle_missing='return_nan', mapping=[{'col': 'sex', 'mapping': {nan: -1, 'female': 0, 'male': 1}}, {'col': 'smoker', 'mapping': {nan: -1, 'no': 0, 'yes': 1}}]))), - ('onehot_encoding', - TransformerWrapper(include=['region'], transformer=OneHotEncoder(cols=['region'], handle_missing='return_nan', use_cat_names=True)))]) -2022-06-21 19:33:53,651:INFO:Creating final display dataframe. -2022-06-21 19:33:54,076:INFO:Setup display_container: Description Value -0 Session id 2040 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 8ea3 -2022-06-21 19:33:54,089:INFO: Description Value -0 Session id 2040 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 8ea3 -2022-06-21 19:33:54,348:INFO:setup() successfully completed in 1.03s............... -2022-06-21 19:33:54,349:INFO:Initializing compare_models() -2022-06-21 19:33:54,349:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=R2, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'R2', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:33:54,349:INFO:Checking exceptions -2022-06-21 19:33:54,352:INFO:Preparing display monitor -2022-06-21 19:33:54,360:INFO:Initializing Linear Regression -2022-06-21 19:33:54,361:INFO:Total runtime is 2.4251143137613933e-05 minutes -2022-06-21 19:33:54,363:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:54,363:INFO:Initializing create_model() -2022-06-21 19:33:54,364:INFO:create_model(self=, estimator=lr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:54,364:INFO:Checking exceptions -2022-06-21 19:33:54,367:INFO:Importing libraries -2022-06-21 19:33:54,367:INFO:Copying training dataset -2022-06-21 19:33:54,371:INFO:Defining folds -2022-06-21 19:33:54,372:INFO:Declaring metric variables -2022-06-21 19:33:54,373:INFO:Importing untrained model -2022-06-21 19:33:54,374:INFO:Linear Regression Imported successfully -2022-06-21 19:33:54,377:INFO:Starting cross validation -2022-06-21 19:33:54,379:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:54,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:54,763:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:54,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:54,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,209:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,268:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,557:INFO:Calculating mean and std -2022-06-21 19:33:55,558:INFO:Creating metrics dataframe -2022-06-21 19:33:55,563:INFO:Uploading results into container -2022-06-21 19:33:55,564:INFO:Uploading model into container now -2022-06-21 19:33:55,565:INFO:master_model_container: 1 -2022-06-21 19:33:55,565:INFO:display_container: 2 -2022-06-21 19:33:55,565:INFO:LinearRegression(n_jobs=-1) -2022-06-21 19:33:55,566:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:55,784:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:55,784:INFO:Creating metrics dataframe -2022-06-21 19:33:55,791:INFO:Initializing Lasso Regression -2022-06-21 19:33:55,791:INFO:Total runtime is 0.023858861128489176 minutes -2022-06-21 19:33:55,792:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:55,792:INFO:Initializing create_model() -2022-06-21 19:33:55,793:INFO:create_model(self=, estimator=lasso, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:55,793:INFO:Checking exceptions -2022-06-21 19:33:55,796:INFO:Importing libraries -2022-06-21 19:33:55,797:INFO:Copying training dataset -2022-06-21 19:33:55,800:INFO:Defining folds -2022-06-21 19:33:55,801:INFO:Declaring metric variables -2022-06-21 19:33:55,801:INFO:Importing untrained model -2022-06-21 19:33:55,802:INFO:Lasso Regression Imported successfully -2022-06-21 19:33:55,803:INFO:Starting cross validation -2022-06-21 19:33:55,806:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:55,882:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:55,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,040:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,111:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,131:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,176:INFO:Calculating mean and std -2022-06-21 19:33:56,176:INFO:Creating metrics dataframe -2022-06-21 19:33:56,182:INFO:Uploading results into container -2022-06-21 19:33:56,182:INFO:Uploading model into container now -2022-06-21 19:33:56,183:INFO:master_model_container: 2 -2022-06-21 19:33:56,183:INFO:display_container: 2 -2022-06-21 19:33:56,184:INFO:Lasso(random_state=2040) -2022-06-21 19:33:56,184:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:56,402:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:56,402:INFO:Creating metrics dataframe -2022-06-21 19:33:56,409:INFO:Initializing Ridge Regression -2022-06-21 19:33:56,409:INFO:Total runtime is 0.03415305614471435 minutes -2022-06-21 19:33:56,409:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:56,410:INFO:Initializing create_model() -2022-06-21 19:33:56,410:INFO:create_model(self=, estimator=ridge, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:56,411:INFO:Checking exceptions -2022-06-21 19:33:56,414:INFO:Importing libraries -2022-06-21 19:33:56,414:INFO:Copying training dataset -2022-06-21 19:33:56,418:INFO:Defining folds -2022-06-21 19:33:56,418:INFO:Declaring metric variables -2022-06-21 19:33:56,419:INFO:Importing untrained model -2022-06-21 19:33:56,420:INFO:Ridge Regression Imported successfully -2022-06-21 19:33:56,424:INFO:Starting cross validation -2022-06-21 19:33:56,428:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:56,519:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,666:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:56,800:INFO:Calculating mean and std -2022-06-21 19:33:56,801:INFO:Creating metrics dataframe -2022-06-21 19:33:56,805:INFO:Uploading results into container -2022-06-21 19:33:56,806:INFO:Uploading model into container now -2022-06-21 19:33:56,806:INFO:master_model_container: 3 -2022-06-21 19:33:56,807:INFO:display_container: 2 -2022-06-21 19:33:56,807:INFO:Ridge(random_state=2040) -2022-06-21 19:33:56,807:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:57,057:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:57,058:INFO:Creating metrics dataframe -2022-06-21 19:33:57,064:INFO:Initializing Elastic Net -2022-06-21 19:33:57,065:INFO:Total runtime is 0.04508257706960042 minutes -2022-06-21 19:33:57,065:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:57,066:INFO:Initializing create_model() -2022-06-21 19:33:57,067:INFO:create_model(self=, estimator=en, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:57,068:INFO:Checking exceptions -2022-06-21 19:33:57,073:INFO:Importing libraries -2022-06-21 19:33:57,073:INFO:Copying training dataset -2022-06-21 19:33:57,078:INFO:Defining folds -2022-06-21 19:33:57,078:INFO:Declaring metric variables -2022-06-21 19:33:57,080:INFO:Importing untrained model -2022-06-21 19:33:57,081:INFO:Elastic Net Imported successfully -2022-06-21 19:33:57,083:INFO:Starting cross validation -2022-06-21 19:33:57,084:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:57,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,203:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,291:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,333:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,466:INFO:Calculating mean and std -2022-06-21 19:33:57,467:INFO:Creating metrics dataframe -2022-06-21 19:33:57,471:INFO:Uploading results into container -2022-06-21 19:33:57,472:INFO:Uploading model into container now -2022-06-21 19:33:57,472:INFO:master_model_container: 4 -2022-06-21 19:33:57,473:INFO:display_container: 2 -2022-06-21 19:33:57,473:INFO:ElasticNet(random_state=2040) -2022-06-21 19:33:57,473:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:57,694:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:57,694:INFO:Creating metrics dataframe -2022-06-21 19:33:57,703:INFO:Initializing Least Angle Regression -2022-06-21 19:33:57,704:INFO:Total runtime is 0.055734690030415854 minutes -2022-06-21 19:33:57,704:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:57,705:INFO:Initializing create_model() -2022-06-21 19:33:57,705:INFO:create_model(self=, estimator=lar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:57,705:INFO:Checking exceptions -2022-06-21 19:33:57,710:INFO:Importing libraries -2022-06-21 19:33:57,710:INFO:Copying training dataset -2022-06-21 19:33:57,719:INFO:Defining folds -2022-06-21 19:33:57,719:INFO:Declaring metric variables -2022-06-21 19:33:57,720:INFO:Importing untrained model -2022-06-21 19:33:57,721:INFO:Least Angle Regression Imported successfully -2022-06-21 19:33:57,721:INFO:Starting cross validation -2022-06-21 19:33:57,722:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:57,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:57,823:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:57,833:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:57,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:57,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:57,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,015:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:58,018:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,019:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:58,023:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_least_angle.py:649: ConvergenceWarning: Regressors in active set degenerate. Dropping a regressor, after 9 iterations, i.e. alpha=1.488e+00, with an active set of 8 regressors, and the smallest cholesky pivot element being 6.495e-08. Reduce max_iter or increase eps parameters. - warnings.warn( - -2022-06-21 19:33:58,023:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:58,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,077:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:58,081:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,144:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:58,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,158:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:58,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,221:INFO:Calculating mean and std -2022-06-21 19:33:58,222:INFO:Creating metrics dataframe -2022-06-21 19:33:58,229:INFO:Uploading results into container -2022-06-21 19:33:58,230:INFO:Uploading model into container now -2022-06-21 19:33:58,231:INFO:master_model_container: 5 -2022-06-21 19:33:58,231:INFO:display_container: 2 -2022-06-21 19:33:58,232:INFO:Lars(random_state=2040) -2022-06-21 19:33:58,233:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:58,456:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:58,456:INFO:Creating metrics dataframe -2022-06-21 19:33:58,465:INFO:Initializing Lasso Least Angle Regression -2022-06-21 19:33:58,465:INFO:Total runtime is 0.06843124628067017 minutes -2022-06-21 19:33:58,466:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:58,467:INFO:Initializing create_model() -2022-06-21 19:33:58,467:INFO:create_model(self=, estimator=llar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:58,467:INFO:Checking exceptions -2022-06-21 19:33:58,471:INFO:Importing libraries -2022-06-21 19:33:58,471:INFO:Copying training dataset -2022-06-21 19:33:58,475:INFO:Defining folds -2022-06-21 19:33:58,475:INFO:Declaring metric variables -2022-06-21 19:33:58,476:INFO:Importing untrained model -2022-06-21 19:33:58,476:INFO:Lasso Least Angle Regression Imported successfully -2022-06-21 19:33:58,477:INFO:Starting cross validation -2022-06-21 19:33:58,478:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:58,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,580:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,625:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,670:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,673:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,702:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,728:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,732:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,750:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,794:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:33:58,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:58,853:INFO:Calculating mean and std -2022-06-21 19:33:58,854:INFO:Creating metrics dataframe -2022-06-21 19:33:58,859:INFO:Uploading results into container -2022-06-21 19:33:58,859:INFO:Uploading model into container now -2022-06-21 19:33:58,860:INFO:master_model_container: 6 -2022-06-21 19:33:58,860:INFO:display_container: 2 -2022-06-21 19:33:58,861:INFO:LassoLars(random_state=2040) -2022-06-21 19:33:58,861:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:59,082:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:59,083:INFO:Creating metrics dataframe -2022-06-21 19:33:59,089:INFO:Initializing Orthogonal Matching Pursuit -2022-06-21 19:33:59,089:INFO:Total runtime is 0.07883063952128093 minutes -2022-06-21 19:33:59,090:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:59,091:INFO:Initializing create_model() -2022-06-21 19:33:59,091:INFO:create_model(self=, estimator=omp, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:59,091:INFO:Checking exceptions -2022-06-21 19:33:59,096:INFO:Importing libraries -2022-06-21 19:33:59,096:INFO:Copying training dataset -2022-06-21 19:33:59,105:INFO:Defining folds -2022-06-21 19:33:59,105:INFO:Declaring metric variables -2022-06-21 19:33:59,105:INFO:Importing untrained model -2022-06-21 19:33:59,106:INFO:Orthogonal Matching Pursuit Imported successfully -2022-06-21 19:33:59,107:INFO:Starting cross validation -2022-06-21 19:33:59,108:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:59,182:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,197:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,210:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,269:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,306:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,320:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,324:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,326:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,379:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,383:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,410:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,412:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:33:59,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,463:INFO:Calculating mean and std -2022-06-21 19:33:59,464:INFO:Creating metrics dataframe -2022-06-21 19:33:59,468:INFO:Uploading results into container -2022-06-21 19:33:59,469:INFO:Uploading model into container now -2022-06-21 19:33:59,469:INFO:master_model_container: 7 -2022-06-21 19:33:59,470:INFO:display_container: 2 -2022-06-21 19:33:59,470:INFO:OrthogonalMatchingPursuit() -2022-06-21 19:33:59,470:INFO:create_model() successfully completed...................................... -2022-06-21 19:33:59,689:INFO:SubProcess create_model() end ================================== -2022-06-21 19:33:59,689:INFO:Creating metrics dataframe -2022-06-21 19:33:59,699:INFO:Initializing Bayesian Ridge -2022-06-21 19:33:59,699:INFO:Total runtime is 0.08898532787958781 minutes -2022-06-21 19:33:59,700:INFO:SubProcess create_model() called ================================== -2022-06-21 19:33:59,700:INFO:Initializing create_model() -2022-06-21 19:33:59,701:INFO:create_model(self=, estimator=br, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:33:59,701:INFO:Checking exceptions -2022-06-21 19:33:59,706:INFO:Importing libraries -2022-06-21 19:33:59,706:INFO:Copying training dataset -2022-06-21 19:33:59,715:INFO:Defining folds -2022-06-21 19:33:59,715:INFO:Declaring metric variables -2022-06-21 19:33:59,715:INFO:Importing untrained model -2022-06-21 19:33:59,716:INFO:Bayesian Ridge Imported successfully -2022-06-21 19:33:59,717:INFO:Starting cross validation -2022-06-21 19:33:59,718:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:33:59,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,831:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,875:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:33:59,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,025:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,205:INFO:Calculating mean and std -2022-06-21 19:34:00,206:INFO:Creating metrics dataframe -2022-06-21 19:34:00,213:INFO:Uploading results into container -2022-06-21 19:34:00,214:INFO:Uploading model into container now -2022-06-21 19:34:00,216:INFO:master_model_container: 8 -2022-06-21 19:34:00,216:INFO:display_container: 2 -2022-06-21 19:34:00,217:INFO:BayesianRidge() -2022-06-21 19:34:00,218:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:00,448:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:00,448:INFO:Creating metrics dataframe -2022-06-21 19:34:00,462:INFO:Initializing Passive Aggressive Regressor -2022-06-21 19:34:00,462:INFO:Total runtime is 0.10170464515686035 minutes -2022-06-21 19:34:00,463:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:00,463:INFO:Initializing create_model() -2022-06-21 19:34:00,463:INFO:create_model(self=, estimator=par, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:00,464:INFO:Checking exceptions -2022-06-21 19:34:00,466:INFO:Importing libraries -2022-06-21 19:34:00,467:INFO:Copying training dataset -2022-06-21 19:34:00,476:INFO:Defining folds -2022-06-21 19:34:00,476:INFO:Declaring metric variables -2022-06-21 19:34:00,477:INFO:Importing untrained model -2022-06-21 19:34:00,478:INFO:Passive Aggressive Regressor Imported successfully -2022-06-21 19:34:00,478:INFO:Starting cross validation -2022-06-21 19:34:00,480:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:00,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,608:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,653:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,710:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,726:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:00,866:INFO:Calculating mean and std -2022-06-21 19:34:00,867:INFO:Creating metrics dataframe -2022-06-21 19:34:00,871:INFO:Uploading results into container -2022-06-21 19:34:00,872:INFO:Uploading model into container now -2022-06-21 19:34:00,873:INFO:master_model_container: 9 -2022-06-21 19:34:00,873:INFO:display_container: 2 -2022-06-21 19:34:00,874:INFO:PassiveAggressiveRegressor(random_state=2040) -2022-06-21 19:34:00,874:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:01,117:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:01,118:INFO:Creating metrics dataframe -2022-06-21 19:34:01,126:INFO:Initializing Huber Regressor -2022-06-21 19:34:01,127:INFO:Total runtime is 0.11278555393218995 minutes -2022-06-21 19:34:01,127:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:01,128:INFO:Initializing create_model() -2022-06-21 19:34:01,128:INFO:create_model(self=, estimator=huber, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:01,129:INFO:Checking exceptions -2022-06-21 19:34:01,134:INFO:Importing libraries -2022-06-21 19:34:01,134:INFO:Copying training dataset -2022-06-21 19:34:01,147:INFO:Defining folds -2022-06-21 19:34:01,147:INFO:Declaring metric variables -2022-06-21 19:34:01,148:INFO:Importing untrained model -2022-06-21 19:34:01,149:INFO:Huber Regressor Imported successfully -2022-06-21 19:34:01,153:INFO:Starting cross validation -2022-06-21 19:34:01,157:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:01,314:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,317:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,317:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,385:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,503:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,553:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,660:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,660:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:34:01,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:01,706:INFO:Calculating mean and std -2022-06-21 19:34:01,707:INFO:Creating metrics dataframe -2022-06-21 19:34:01,713:INFO:Uploading results into container -2022-06-21 19:34:01,714:INFO:Uploading model into container now -2022-06-21 19:34:01,714:INFO:master_model_container: 10 -2022-06-21 19:34:01,715:INFO:display_container: 2 -2022-06-21 19:34:01,715:INFO:HuberRegressor() -2022-06-21 19:34:01,716:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:01,964:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:01,965:INFO:Creating metrics dataframe -2022-06-21 19:34:01,971:INFO:Initializing K Neighbors Regressor -2022-06-21 19:34:01,972:INFO:Total runtime is 0.12686510483423868 minutes -2022-06-21 19:34:01,972:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:01,973:INFO:Initializing create_model() -2022-06-21 19:34:01,973:INFO:create_model(self=, estimator=knn, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:01,974:INFO:Checking exceptions -2022-06-21 19:34:01,977:INFO:Importing libraries -2022-06-21 19:34:01,978:INFO:Copying training dataset -2022-06-21 19:34:01,981:INFO:Defining folds -2022-06-21 19:34:01,981:INFO:Declaring metric variables -2022-06-21 19:34:01,982:INFO:Importing untrained model -2022-06-21 19:34:01,982:INFO:K Neighbors Regressor Imported successfully -2022-06-21 19:34:01,983:INFO:Starting cross validation -2022-06-21 19:34:01,984:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:02,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,080:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,216:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,370:INFO:Calculating mean and std -2022-06-21 19:34:02,371:INFO:Creating metrics dataframe -2022-06-21 19:34:02,375:INFO:Uploading results into container -2022-06-21 19:34:02,376:INFO:Uploading model into container now -2022-06-21 19:34:02,376:INFO:master_model_container: 11 -2022-06-21 19:34:02,377:INFO:display_container: 2 -2022-06-21 19:34:02,377:INFO:KNeighborsRegressor(n_jobs=-1) -2022-06-21 19:34:02,377:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:02,596:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:02,596:INFO:Creating metrics dataframe -2022-06-21 19:34:02,603:INFO:Initializing Decision Tree Regressor -2022-06-21 19:34:02,604:INFO:Total runtime is 0.13740096092224122 minutes -2022-06-21 19:34:02,604:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:02,605:INFO:Initializing create_model() -2022-06-21 19:34:02,605:INFO:create_model(self=, estimator=dt, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:02,606:INFO:Checking exceptions -2022-06-21 19:34:02,610:INFO:Importing libraries -2022-06-21 19:34:02,610:INFO:Copying training dataset -2022-06-21 19:34:02,619:INFO:Defining folds -2022-06-21 19:34:02,619:INFO:Declaring metric variables -2022-06-21 19:34:02,620:INFO:Importing untrained model -2022-06-21 19:34:02,620:INFO:Decision Tree Regressor Imported successfully -2022-06-21 19:34:02,621:INFO:Starting cross validation -2022-06-21 19:34:02,622:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:02,707:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,798:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,881:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,949:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,972:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:02,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:03,049:INFO:Calculating mean and std -2022-06-21 19:34:03,050:INFO:Creating metrics dataframe -2022-06-21 19:34:03,057:INFO:Uploading results into container -2022-06-21 19:34:03,059:INFO:Uploading model into container now -2022-06-21 19:34:03,060:INFO:master_model_container: 12 -2022-06-21 19:34:03,061:INFO:display_container: 2 -2022-06-21 19:34:03,062:INFO:DecisionTreeRegressor(random_state=2040) -2022-06-21 19:34:03,062:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:03,305:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:03,305:INFO:Creating metrics dataframe -2022-06-21 19:34:03,313:INFO:Initializing Random Forest Regressor -2022-06-21 19:34:03,313:INFO:Total runtime is 0.14922968943913778 minutes -2022-06-21 19:34:03,314:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:03,315:INFO:Initializing create_model() -2022-06-21 19:34:03,315:INFO:create_model(self=, estimator=rf, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:03,317:INFO:Checking exceptions -2022-06-21 19:34:03,323:INFO:Importing libraries -2022-06-21 19:34:03,324:INFO:Copying training dataset -2022-06-21 19:34:03,330:INFO:Defining folds -2022-06-21 19:34:03,330:INFO:Declaring metric variables -2022-06-21 19:34:03,331:INFO:Importing untrained model -2022-06-21 19:34:03,332:INFO:Random Forest Regressor Imported successfully -2022-06-21 19:34:03,333:INFO:Starting cross validation -2022-06-21 19:34:03,334:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:03,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:03,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:03,829:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:03,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:04,349:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:04,361:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:04,364:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:04,432:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:04,706:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:04,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:04,791:INFO:Calculating mean and std -2022-06-21 19:34:04,791:INFO:Creating metrics dataframe -2022-06-21 19:34:04,796:INFO:Uploading results into container -2022-06-21 19:34:04,796:INFO:Uploading model into container now -2022-06-21 19:34:04,797:INFO:master_model_container: 13 -2022-06-21 19:34:04,797:INFO:display_container: 2 -2022-06-21 19:34:04,798:INFO:RandomForestRegressor(n_jobs=-1, random_state=2040) -2022-06-21 19:34:04,798:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:05,048:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:05,048:INFO:Creating metrics dataframe -2022-06-21 19:34:05,055:INFO:Initializing Extra Trees Regressor -2022-06-21 19:34:05,055:INFO:Total runtime is 0.17825699249903362 minutes -2022-06-21 19:34:05,056:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:05,056:INFO:Initializing create_model() -2022-06-21 19:34:05,057:INFO:create_model(self=, estimator=et, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:05,057:INFO:Checking exceptions -2022-06-21 19:34:05,061:INFO:Importing libraries -2022-06-21 19:34:05,061:INFO:Copying training dataset -2022-06-21 19:34:05,064:INFO:Defining folds -2022-06-21 19:34:05,065:INFO:Declaring metric variables -2022-06-21 19:34:05,065:INFO:Importing untrained model -2022-06-21 19:34:05,066:INFO:Extra Trees Regressor Imported successfully -2022-06-21 19:34:05,067:INFO:Starting cross validation -2022-06-21 19:34:05,069:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:05,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:05,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:05,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:05,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:05,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:05,950:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:05,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,411:INFO:Calculating mean and std -2022-06-21 19:34:06,412:INFO:Creating metrics dataframe -2022-06-21 19:34:06,416:INFO:Uploading results into container -2022-06-21 19:34:06,417:INFO:Uploading model into container now -2022-06-21 19:34:06,418:INFO:master_model_container: 14 -2022-06-21 19:34:06,418:INFO:display_container: 2 -2022-06-21 19:34:06,419:INFO:ExtraTreesRegressor(n_jobs=-1, random_state=2040) -2022-06-21 19:34:06,419:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:06,639:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:06,640:INFO:Creating metrics dataframe -2022-06-21 19:34:06,649:INFO:Initializing AdaBoost Regressor -2022-06-21 19:34:06,649:INFO:Total runtime is 0.20482104619344077 minutes -2022-06-21 19:34:06,650:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:06,651:INFO:Initializing create_model() -2022-06-21 19:34:06,651:INFO:create_model(self=, estimator=ada, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:06,651:INFO:Checking exceptions -2022-06-21 19:34:06,655:INFO:Importing libraries -2022-06-21 19:34:06,655:INFO:Copying training dataset -2022-06-21 19:34:06,659:INFO:Defining folds -2022-06-21 19:34:06,659:INFO:Declaring metric variables -2022-06-21 19:34:06,660:INFO:Importing untrained model -2022-06-21 19:34:06,660:INFO:AdaBoost Regressor Imported successfully -2022-06-21 19:34:06,661:INFO:Starting cross validation -2022-06-21 19:34:06,663:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:06,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:06,964:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,096:INFO:Calculating mean and std -2022-06-21 19:34:07,097:INFO:Creating metrics dataframe -2022-06-21 19:34:07,101:INFO:Uploading results into container -2022-06-21 19:34:07,102:INFO:Uploading model into container now -2022-06-21 19:34:07,102:INFO:master_model_container: 15 -2022-06-21 19:34:07,103:INFO:display_container: 2 -2022-06-21 19:34:07,103:INFO:AdaBoostRegressor(random_state=2040) -2022-06-21 19:34:07,103:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:07,321:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:07,322:INFO:Creating metrics dataframe -2022-06-21 19:34:07,331:INFO:Initializing Gradient Boosting Regressor -2022-06-21 19:34:07,331:INFO:Total runtime is 0.2161911209424337 minutes -2022-06-21 19:34:07,332:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:07,333:INFO:Initializing create_model() -2022-06-21 19:34:07,333:INFO:create_model(self=, estimator=gbr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:07,333:INFO:Checking exceptions -2022-06-21 19:34:07,337:INFO:Importing libraries -2022-06-21 19:34:07,338:INFO:Copying training dataset -2022-06-21 19:34:07,355:INFO:Defining folds -2022-06-21 19:34:07,356:INFO:Declaring metric variables -2022-06-21 19:34:07,357:INFO:Importing untrained model -2022-06-21 19:34:07,357:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:34:07,358:INFO:Starting cross validation -2022-06-21 19:34:07,359:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:07,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,591:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:07,825:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:08,044:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:08,061:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:08,099:INFO:Calculating mean and std -2022-06-21 19:34:08,100:INFO:Creating metrics dataframe -2022-06-21 19:34:08,104:INFO:Uploading results into container -2022-06-21 19:34:08,104:INFO:Uploading model into container now -2022-06-21 19:34:08,105:INFO:master_model_container: 16 -2022-06-21 19:34:08,106:INFO:display_container: 2 -2022-06-21 19:34:08,106:INFO:GradientBoostingRegressor(random_state=2040) -2022-06-21 19:34:08,106:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:08,328:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:08,328:INFO:Creating metrics dataframe -2022-06-21 19:34:08,337:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:34:08,337:INFO:Total runtime is 0.2329646190007528 minutes -2022-06-21 19:34:08,338:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:08,339:INFO:Initializing create_model() -2022-06-21 19:34:08,339:INFO:create_model(self=, estimator=xgboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:08,339:INFO:Checking exceptions -2022-06-21 19:34:08,347:INFO:Importing libraries -2022-06-21 19:34:08,348:INFO:Copying training dataset -2022-06-21 19:34:08,362:INFO:Defining folds -2022-06-21 19:34:08,362:INFO:Declaring metric variables -2022-06-21 19:34:08,363:INFO:Importing untrained model -2022-06-21 19:34:08,364:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:34:08,365:INFO:Starting cross validation -2022-06-21 19:34:08,366:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:09,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:09,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:09,922:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:10,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:10,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:10,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:10,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:10,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:11,057:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:11,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:11,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:11,583:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:11,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:11,711:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:11,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:11,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:12,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:12,219:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:12,327:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:12,394:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:34:12,404:INFO:Calculating mean and std -2022-06-21 19:34:12,405:INFO:Creating metrics dataframe -2022-06-21 19:34:12,409:INFO:Uploading results into container -2022-06-21 19:34:12,410:INFO:Uploading model into container now -2022-06-21 19:34:12,410:INFO:master_model_container: 17 -2022-06-21 19:34:12,410:INFO:display_container: 2 -2022-06-21 19:34:12,411:INFO:XGBRegressor(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=2040, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 19:34:12,421:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:12,672:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:12,673:INFO:Creating metrics dataframe -2022-06-21 19:34:12,686:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:34:12,686:INFO:Total runtime is 0.3054375569025676 minutes -2022-06-21 19:34:12,687:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:12,688:INFO:Initializing create_model() -2022-06-21 19:34:12,688:INFO:create_model(self=, estimator=lightgbm, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:12,689:INFO:Checking exceptions -2022-06-21 19:34:12,697:INFO:Importing libraries -2022-06-21 19:34:12,697:INFO:Copying training dataset -2022-06-21 19:34:12,700:INFO:Defining folds -2022-06-21 19:34:12,700:INFO:Declaring metric variables -2022-06-21 19:34:12,701:INFO:Importing untrained model -2022-06-21 19:34:12,702:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:34:12,703:INFO:Starting cross validation -2022-06-21 19:34:12,704:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:13,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:14,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:15,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:15,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:15,903:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:17,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:17,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:18,157:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:18,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:18,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:18,921:INFO:Calculating mean and std -2022-06-21 19:34:18,921:INFO:Creating metrics dataframe -2022-06-21 19:34:18,926:INFO:Uploading results into container -2022-06-21 19:34:18,926:INFO:Uploading model into container now -2022-06-21 19:34:18,927:INFO:master_model_container: 18 -2022-06-21 19:34:18,927:INFO:display_container: 2 -2022-06-21 19:34:18,927:INFO:LGBMRegressor(random_state=2040) -2022-06-21 19:34:18,928:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:19,185:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:19,185:INFO:Creating metrics dataframe -2022-06-21 19:34:19,193:INFO:Initializing CatBoost Regressor -2022-06-21 19:34:19,193:INFO:Total runtime is 0.41388649543126427 minutes -2022-06-21 19:34:19,194:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:19,194:INFO:Initializing create_model() -2022-06-21 19:34:19,194:INFO:create_model(self=, estimator=catboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:19,195:INFO:Checking exceptions -2022-06-21 19:34:19,198:INFO:Importing libraries -2022-06-21 19:34:19,198:INFO:Copying training dataset -2022-06-21 19:34:19,202:INFO:Defining folds -2022-06-21 19:34:19,202:INFO:Declaring metric variables -2022-06-21 19:34:19,203:INFO:Importing untrained model -2022-06-21 19:34:19,205:INFO:CatBoost Regressor Imported successfully -2022-06-21 19:34:19,209:INFO:Starting cross validation -2022-06-21 19:34:19,212:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:22,236:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:22,509:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:22,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:23,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:25,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:25,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:25,680:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:26,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:26,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:26,795:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:26,823:INFO:Calculating mean and std -2022-06-21 19:34:26,824:INFO:Creating metrics dataframe -2022-06-21 19:34:26,830:INFO:Uploading results into container -2022-06-21 19:34:26,831:INFO:Uploading model into container now -2022-06-21 19:34:26,831:INFO:master_model_container: 19 -2022-06-21 19:34:26,832:INFO:display_container: 2 -2022-06-21 19:34:26,832:INFO: -2022-06-21 19:34:26,832:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:27,083:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:27,083:INFO:Creating metrics dataframe -2022-06-21 19:34:27,092:INFO:Initializing Dummy Regressor -2022-06-21 19:34:27,092:INFO:Total runtime is 0.545538087685903 minutes -2022-06-21 19:34:27,093:INFO:SubProcess create_model() called ================================== -2022-06-21 19:34:27,093:INFO:Initializing create_model() -2022-06-21 19:34:27,094:INFO:create_model(self=, estimator=dummy, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:34:27,094:INFO:Checking exceptions -2022-06-21 19:34:27,097:INFO:Importing libraries -2022-06-21 19:34:27,098:INFO:Copying training dataset -2022-06-21 19:34:27,101:INFO:Defining folds -2022-06-21 19:34:27,102:INFO:Declaring metric variables -2022-06-21 19:34:27,102:INFO:Importing untrained model -2022-06-21 19:34:27,103:INFO:Dummy Regressor Imported successfully -2022-06-21 19:34:27,106:INFO:Starting cross validation -2022-06-21 19:34:27,110:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:34:27,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,235:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,301:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,354:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,410:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:34:27,478:INFO:Calculating mean and std -2022-06-21 19:34:27,478:INFO:Creating metrics dataframe -2022-06-21 19:34:27,483:INFO:Uploading results into container -2022-06-21 19:34:27,484:INFO:Uploading model into container now -2022-06-21 19:34:27,485:INFO:master_model_container: 20 -2022-06-21 19:34:27,485:INFO:display_container: 2 -2022-06-21 19:34:27,486:INFO:DummyRegressor() -2022-06-21 19:34:27,486:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:27,703:INFO:SubProcess create_model() end ================================== -2022-06-21 19:34:27,704:INFO:Creating metrics dataframe -2022-06-21 19:34:27,714:INFO:Initializing create_model() -2022-06-21 19:34:27,714:INFO:create_model(self=, estimator=GradientBoostingRegressor(random_state=2040), fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:34:27,715:INFO:Checking exceptions -2022-06-21 19:34:27,718:INFO:Importing libraries -2022-06-21 19:34:27,718:INFO:Copying training dataset -2022-06-21 19:34:27,725:INFO:Defining folds -2022-06-21 19:34:27,726:INFO:Declaring metric variables -2022-06-21 19:34:27,729:INFO:Importing untrained model -2022-06-21 19:34:27,729:INFO:Declaring custom model -2022-06-21 19:34:27,731:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:34:27,732:INFO:Cross validation set to False -2022-06-21 19:34:27,732:INFO:Fitting Model -2022-06-21 19:34:28,007:INFO:GradientBoostingRegressor(random_state=2040) -2022-06-21 19:34:28,007:INFO:create_model() successfully completed...................................... -2022-06-21 19:34:28,259:INFO: Model MAE MSE \ -gbr Gradient Boosting Regressor 2488.0819 2.142786e+07 -catboost CatBoost Regressor 2574.1758 2.241379e+07 -rf Random Forest Regressor 2670.6510 2.305784e+07 -lightgbm Light Gradient Boosting Machine 2819.0386 2.407119e+07 -xgboost Extreme Gradient Boosting 2915.6941 2.700818e+07 -et Extra Trees Regressor 2693.1008 2.717470e+07 -ada AdaBoost Regressor 4656.0893 3.214875e+07 -llar Lasso Least Angle Regression 4254.2943 3.898857e+07 -ridge Ridge Regression 4271.1934 3.900466e+07 -lr Linear Regression 4262.5244 3.899932e+07 -lasso Lasso Regression 4262.5092 3.899941e+07 -lar Least Angle Regression 4262.6889 3.900073e+07 -br Bayesian Ridge 4267.6110 3.900295e+07 -dt Decision Tree Regressor 3063.7744 4.360413e+07 -huber Huber Regressor 3692.8787 5.114298e+07 -omp Orthogonal Matching Pursuit 5775.2191 5.853724e+07 -par Passive Aggressive Regressor 4774.1211 6.607834e+07 -en Elastic Net 7125.4380 8.883209e+07 -knn K Neighbors Regressor 7919.1032 1.310528e+08 -dummy Dummy Regressor 8787.2433 1.421132e+08 - - RMSE R2 RMSLE MAPE TT (Sec) -gbr 4489.2429 0.8498 0.4160 0.2811 0.074 -catboost 4613.1067 0.8435 0.4349 0.2983 0.761 -rf 4694.8941 0.8387 0.4522 0.3209 0.146 -lightgbm 4807.4666 0.8303 0.5103 0.3393 0.622 -xgboost 5110.7703 0.8099 0.5152 0.3638 0.404 -et 5140.7932 0.8089 0.4783 0.3314 0.134 -ada 5657.4667 0.7649 0.6643 0.8057 0.043 -llar 6156.9650 0.7209 0.5624 0.4189 0.037 -ridge 6158.9874 0.7208 0.5999 0.4224 0.037 -lr 6157.9119 0.7207 0.5847 0.4209 0.118 -lasso 6157.9195 0.7207 0.5896 0.4208 0.037 -lar 6158.0245 0.7207 0.5849 0.4209 0.050 -br 6158.5985 0.7207 0.5849 0.4217 0.049 -dt 6564.0105 0.6839 0.5381 0.3672 0.043 -huber 7079.4450 0.6290 0.4476 0.2076 0.055 -omp 7587.2683 0.5830 0.7229 0.8656 0.036 -par 8070.2287 0.5235 0.5143 0.3881 0.039 -en 9392.8651 0.3630 0.7166 0.8746 0.038 -knn 11399.9967 0.0588 0.8224 0.8808 0.039 -dummy 11870.1156 -0.0092 0.9850 1.4711 0.037 -2022-06-21 19:34:28,260:INFO:master_model_container: 20 -2022-06-21 19:34:28,260:INFO:display_container: 2 -2022-06-21 19:34:28,260:INFO:GradientBoostingRegressor(random_state=2040) -2022-06-21 19:34:28,261:INFO:compare_models() successfully completed...................................... -2022-06-21 19:34:28,261:INFO:Initializing evaluate_model() -2022-06-21 19:34:28,262:INFO:evaluate_model(self=, estimator=GradientBoostingRegressor(random_state=2040), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:34:28,276:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('Residuals', 'residuals'), ('Prediction Error', 'error'), ('Cooks Distance', 'cooks'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Validation Curve', 'vc'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Tree', 'tree'), ('Interactive Residuals', 'residuals_interactive')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:34:28,281:INFO:Initializing plot_model() -2022-06-21 19:34:28,283:INFO:plot_model(plot=error, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=GradientBoostingRegressor(random_state=2040), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:34:28,284:INFO:Checking exceptions -2022-06-21 19:34:28,288:INFO:Preloading libraries -2022-06-21 19:34:28,297:INFO:Copying training dataset -2022-06-21 19:34:28,298:INFO:Plot type: error -2022-06-21 19:34:28,455:INFO:Fitting Model -2022-06-21 19:34:28,456:WARNING:X does not have valid feature names, but GradientBoostingRegressor was fitted with feature names - -2022-06-21 19:34:28,456:INFO:Scoring test/hold-out set -2022-06-21 19:34:28,488:INFO:Saving 'images/Prediction Error.png' -2022-06-21 19:34:28,659:INFO:Visual Rendered Successfully -2022-06-21 19:34:28,879:INFO:plot_model() successfully completed...................................... -2022-06-21 19:35:14,509:INFO: age sex bmi children smoker region charges -0 19 female 27.900 0 yes southwest 16884.92400 -1 18 male 33.770 1 no southeast 1725.55230 -2 28 male 33.000 3 no southeast 4449.46200 -3 33 male 22.705 0 no northwest 21984.47061 -4 32 male 28.880 0 no northwest 3866.85520 -2022-06-21 19:35:14,513:INFO:PyCaret RegressionExperiment -2022-06-21 19:35:14,514:INFO:Logging name: reg-default-name -2022-06-21 19:35:14,514:INFO:ML Usecase: MLUsecase.REGRESSION -2022-06-21 19:35:14,514:INFO:version 3.0.0.rc1 -2022-06-21 19:35:14,515:INFO:Initializing setup() -2022-06-21 19:35:14,515:INFO:self.USI: e039 -2022-06-21 19:35:14,515:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'transform_target_method_param', 'transform_target_param', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'idx', 'exp_id'} -2022-06-21 19:35:14,515:INFO:Checking environment -2022-06-21 19:35:14,515:INFO:python_version: 3.9.7 -2022-06-21 19:35:14,516:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:35:14,516:INFO:machine: x86_64 -2022-06-21 19:35:14,516:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:35:14,516:INFO:Memory: svmem(total=8230690816, available=1123184640, percent=86.4, used=5980561408, free=214290432, active=3575771136, inactive=3682426880, buffers=95264768, cached=1940574208, shared=826191872, slab=371113984) -2022-06-21 19:35:14,517:INFO:Physical Core: 2 -2022-06-21 19:35:14,517:INFO:Logical Core: 4 -2022-06-21 19:35:14,517:INFO:Checking libraries -2022-06-21 19:35:14,517:INFO: -System: -2022-06-21 19:35:14,518:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:35:14,518:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:35:14,518:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:35:14,518:INFO: -PyCaret required dependencies: -2022-06-21 19:35:14,519:INFO: pip: 22.1.2 -2022-06-21 19:35:14,519:INFO: setuptools: 58.0.4 -2022-06-21 19:35:14,519:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:35:14,520:INFO: ipython: Not installed -2022-06-21 19:35:14,520:INFO: ipywidgets: 7.6.5 -2022-06-21 19:35:14,520:INFO: tqdm: 4.62.3 -2022-06-21 19:35:14,521:INFO: numpy: 1.21.5 -2022-06-21 19:35:14,523:INFO: pandas: 1.3.5 -2022-06-21 19:35:14,524:INFO: jinja2: 3.0.3 -2022-06-21 19:35:14,525:INFO: scipy: 1.7.1 -2022-06-21 19:35:14,526:INFO: joblib: 1.1.0 -2022-06-21 19:35:14,526:INFO: sklearn: 1.1.1 -2022-06-21 19:35:14,527:INFO: pyod: Installed but version unavailable -2022-06-21 19:35:14,529:INFO: imblearn: 0.9.1 -2022-06-21 19:35:14,530:INFO: category_encoders: 2.5.0 -2022-06-21 19:35:14,531:INFO: lightgbm: 3.2.1 -2022-06-21 19:35:14,532:INFO: numba: 0.55.2 -2022-06-21 19:35:14,532:INFO: requests: 2.27.1 -2022-06-21 19:35:14,532:INFO: matplotlib: 3.4.3 -2022-06-21 19:35:14,532:INFO: scikitplot: 0.3.7 -2022-06-21 19:35:14,533:INFO: yellowbrick: 1.4 -2022-06-21 19:35:14,533:INFO: plotly: 5.5.0 -2022-06-21 19:35:14,533:INFO: kaleido: 0.2.1 -2022-06-21 19:35:14,533:INFO: statsmodels: 0.12.2 -2022-06-21 19:35:14,534:INFO: sktime: 0.11.4 -2022-06-21 19:35:14,534:INFO: tbats: Installed but version unavailable -2022-06-21 19:35:14,534:INFO: pmdarima: 1.8.5 -2022-06-21 19:35:14,534:INFO: psutil: 5.9.0 -2022-06-21 19:35:14,535:INFO: -PyCaret optional dependencies: -2022-06-21 19:35:14,535:INFO: shap: 0.39.0 -2022-06-21 19:35:14,536:INFO: interpret: 0.2.7 -2022-06-21 19:35:14,536:INFO: umap: 0.5.3 -2022-06-21 19:35:14,536:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:35:14,536:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:35:14,537:INFO: autoviz: 0.1.39 -2022-06-21 19:35:14,537:INFO: fairlearn: 0.7.0 -2022-06-21 19:35:14,537:INFO: xgboost: 1.4.0 -2022-06-21 19:35:14,537:INFO: catboost: 1.0.6 -2022-06-21 19:35:14,538:INFO: kmodes: 0.12.1 -2022-06-21 19:35:14,538:INFO: mlxtend: 0.20.0 -2022-06-21 19:35:14,540:INFO: statsforecast: 0.5.5 -2022-06-21 19:35:14,542:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:35:14,544:INFO: ray: 1.12.1 -2022-06-21 19:35:14,545:INFO: hyperopt: 0.2.7 -2022-06-21 19:35:14,547:INFO: optuna: 2.10.0 -2022-06-21 19:35:14,549:INFO: skopt: 0.9.0 -2022-06-21 19:35:14,550:INFO: mlflow: 1.26.1 -2022-06-21 19:35:14,550:INFO: gradio: 3.0.11 -2022-06-21 19:35:14,551:INFO: fastapi: 0.75.2 -2022-06-21 19:35:14,551:INFO: uvicorn: 0.17.6 -2022-06-21 19:35:14,551:INFO: m2cgen: 0.10.0 -2022-06-21 19:35:14,551:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:35:14,552:INFO: nltk: 3.6.5 -2022-06-21 19:35:14,552:INFO: pyLDAvis: Not installed -2022-06-21 19:35:14,552:INFO: gensim: Not installed -2022-06-21 19:35:14,552:INFO: spacy: Not installed -2022-06-21 19:35:14,552:INFO: wordcloud: 1.8.1 -2022-06-21 19:35:14,553:INFO: textblob: 0.17.1 -2022-06-21 19:35:14,553:INFO: fugue: 0.6.6 -2022-06-21 19:35:14,553:INFO: streamlit: 1.10.0 -2022-06-21 19:35:14,553:INFO: prophet: Not installed -2022-06-21 19:35:14,554:INFO:None -2022-06-21 19:35:14,554:INFO:Set up data. -2022-06-21 19:35:14,569:INFO:Set up train/test split. -2022-06-21 19:35:14,579:INFO:Set up folding strategy. -2022-06-21 19:35:14,580:INFO:Assigning column types. -2022-06-21 19:35:14,599:INFO:Preparing preprocessing pipeline... -2022-06-21 19:35:14,601:INFO:Set up simple imputation. -2022-06-21 19:35:14,614:INFO:Set up encoding of ordinal features. -2022-06-21 19:35:14,635:INFO:Set up encoding of categorical features. -2022-06-21 19:35:14,881:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:35:14,888:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(include=['age', 'bmi', 'children'], transformer=SimpleImputer())), - ('categorical_imputer', - TransformerWrapper(include=['sex', 'smoker', 'region'], transformer=SimpleImputer(fill_value='constant', strategy='constant'))), - ('ordinal_encoding', - TransformerWrapper(include=[...ker'], transformer=OrdinalEncoder(cols=['sex', 'smoker'], handle_missing='return_nan', mapping=[{'col': 'sex', 'mapping': {nan: -1, 'female': 0, 'male': 1}}, {'col': 'smoker', 'mapping': {nan: -1, 'no': 0, 'yes': 1}}]))), - ('onehot_encoding', - TransformerWrapper(include=['region'], transformer=OneHotEncoder(cols=['region'], handle_missing='return_nan', use_cat_names=True)))]) -2022-06-21 19:35:14,888:INFO:Creating final display dataframe. -2022-06-21 19:35:15,424:INFO:Setup display_container: Description Value -0 Session id 4924 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI e039 -2022-06-21 19:35:15,429:INFO: Description Value -0 Session id 4924 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI e039 -2022-06-21 19:35:15,652:INFO:setup() successfully completed in 1.14s............... -2022-06-21 19:35:15,652:INFO:Initializing compare_models() -2022-06-21 19:35:15,652:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=R2, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'R2', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:35:15,653:INFO:Checking exceptions -2022-06-21 19:35:15,655:INFO:Preparing display monitor -2022-06-21 19:35:15,659:INFO:Initializing Linear Regression -2022-06-21 19:35:15,659:INFO:Total runtime is 3.6080678304036457e-06 minutes -2022-06-21 19:35:15,659:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:15,660:INFO:Initializing create_model() -2022-06-21 19:35:15,660:INFO:create_model(self=, estimator=lr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:15,660:INFO:Checking exceptions -2022-06-21 19:35:15,663:INFO:Importing libraries -2022-06-21 19:35:15,663:INFO:Copying training dataset -2022-06-21 19:35:15,668:INFO:Defining folds -2022-06-21 19:35:15,668:INFO:Declaring metric variables -2022-06-21 19:35:15,669:INFO:Importing untrained model -2022-06-21 19:35:15,669:INFO:Linear Regression Imported successfully -2022-06-21 19:35:15,670:INFO:Starting cross validation -2022-06-21 19:35:15,672:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:16,042:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,068:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,438:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,460:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,787:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,807:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:16,843:INFO:Calculating mean and std -2022-06-21 19:35:16,843:INFO:Creating metrics dataframe -2022-06-21 19:35:16,849:INFO:Uploading results into container -2022-06-21 19:35:16,849:INFO:Uploading model into container now -2022-06-21 19:35:16,850:INFO:master_model_container: 1 -2022-06-21 19:35:16,850:INFO:display_container: 2 -2022-06-21 19:35:16,851:INFO:LinearRegression(n_jobs=-1) -2022-06-21 19:35:16,851:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:17,101:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:17,102:INFO:Creating metrics dataframe -2022-06-21 19:35:17,109:INFO:Initializing Lasso Regression -2022-06-21 19:35:17,110:INFO:Total runtime is 0.02418302297592163 minutes -2022-06-21 19:35:17,110:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:17,111:INFO:Initializing create_model() -2022-06-21 19:35:17,111:INFO:create_model(self=, estimator=lasso, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:17,111:INFO:Checking exceptions -2022-06-21 19:35:17,115:INFO:Importing libraries -2022-06-21 19:35:17,115:INFO:Copying training dataset -2022-06-21 19:35:17,119:INFO:Defining folds -2022-06-21 19:35:17,120:INFO:Declaring metric variables -2022-06-21 19:35:17,120:INFO:Importing untrained model -2022-06-21 19:35:17,121:INFO:Lasso Regression Imported successfully -2022-06-21 19:35:17,126:INFO:Starting cross validation -2022-06-21 19:35:17,129:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:17,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,247:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,276:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,364:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,373:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,427:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,500:INFO:Calculating mean and std -2022-06-21 19:35:17,501:INFO:Creating metrics dataframe -2022-06-21 19:35:17,506:INFO:Uploading results into container -2022-06-21 19:35:17,507:INFO:Uploading model into container now -2022-06-21 19:35:17,508:INFO:master_model_container: 2 -2022-06-21 19:35:17,508:INFO:display_container: 2 -2022-06-21 19:35:17,508:INFO:Lasso(random_state=4924) -2022-06-21 19:35:17,509:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:17,730:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:17,730:INFO:Creating metrics dataframe -2022-06-21 19:35:17,740:INFO:Initializing Ridge Regression -2022-06-21 19:35:17,740:INFO:Total runtime is 0.03469506104787191 minutes -2022-06-21 19:35:17,744:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:17,747:INFO:Initializing create_model() -2022-06-21 19:35:17,748:INFO:create_model(self=, estimator=ridge, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:17,748:INFO:Checking exceptions -2022-06-21 19:35:17,754:INFO:Importing libraries -2022-06-21 19:35:17,755:INFO:Copying training dataset -2022-06-21 19:35:17,763:INFO:Defining folds -2022-06-21 19:35:17,763:INFO:Declaring metric variables -2022-06-21 19:35:17,764:INFO:Importing untrained model -2022-06-21 19:35:17,765:INFO:Ridge Regression Imported successfully -2022-06-21 19:35:17,766:INFO:Starting cross validation -2022-06-21 19:35:17,767:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:17,848:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,858:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,887:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:17,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,069:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,082:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,139:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,246:INFO:Calculating mean and std -2022-06-21 19:35:18,247:INFO:Creating metrics dataframe -2022-06-21 19:35:18,254:INFO:Uploading results into container -2022-06-21 19:35:18,255:INFO:Uploading model into container now -2022-06-21 19:35:18,256:INFO:master_model_container: 3 -2022-06-21 19:35:18,256:INFO:display_container: 2 -2022-06-21 19:35:18,257:INFO:Ridge(random_state=4924) -2022-06-21 19:35:18,257:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:18,485:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:18,485:INFO:Creating metrics dataframe -2022-06-21 19:35:18,493:INFO:Initializing Elastic Net -2022-06-21 19:35:18,494:INFO:Total runtime is 0.04725099007288615 minutes -2022-06-21 19:35:18,494:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:18,495:INFO:Initializing create_model() -2022-06-21 19:35:18,495:INFO:create_model(self=, estimator=en, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:18,495:INFO:Checking exceptions -2022-06-21 19:35:18,500:INFO:Importing libraries -2022-06-21 19:35:18,500:INFO:Copying training dataset -2022-06-21 19:35:18,509:INFO:Defining folds -2022-06-21 19:35:18,510:INFO:Declaring metric variables -2022-06-21 19:35:18,510:INFO:Importing untrained model -2022-06-21 19:35:18,511:INFO:Elastic Net Imported successfully -2022-06-21 19:35:18,512:INFO:Starting cross validation -2022-06-21 19:35:18,513:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:18,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,703:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,764:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,855:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:18,885:INFO:Calculating mean and std -2022-06-21 19:35:18,886:INFO:Creating metrics dataframe -2022-06-21 19:35:18,892:INFO:Uploading results into container -2022-06-21 19:35:18,892:INFO:Uploading model into container now -2022-06-21 19:35:18,893:INFO:master_model_container: 4 -2022-06-21 19:35:18,893:INFO:display_container: 2 -2022-06-21 19:35:18,894:INFO:ElasticNet(random_state=4924) -2022-06-21 19:35:18,894:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:19,117:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:19,118:INFO:Creating metrics dataframe -2022-06-21 19:35:19,126:INFO:Initializing Least Angle Regression -2022-06-21 19:35:19,126:INFO:Total runtime is 0.057794618606567386 minutes -2022-06-21 19:35:19,127:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:19,128:INFO:Initializing create_model() -2022-06-21 19:35:19,128:INFO:create_model(self=, estimator=lar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:19,128:INFO:Checking exceptions -2022-06-21 19:35:19,132:INFO:Importing libraries -2022-06-21 19:35:19,133:INFO:Copying training dataset -2022-06-21 19:35:19,146:INFO:Defining folds -2022-06-21 19:35:19,146:INFO:Declaring metric variables -2022-06-21 19:35:19,147:INFO:Importing untrained model -2022-06-21 19:35:19,148:INFO:Least Angle Regression Imported successfully -2022-06-21 19:35:19,149:INFO:Starting cross validation -2022-06-21 19:35:19,150:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:19,230:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,252:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,263:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,281:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,284:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,385:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,395:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:19,482:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,513:INFO:Calculating mean and std -2022-06-21 19:35:19,513:INFO:Creating metrics dataframe -2022-06-21 19:35:19,518:INFO:Uploading results into container -2022-06-21 19:35:19,518:INFO:Uploading model into container now -2022-06-21 19:35:19,519:INFO:master_model_container: 5 -2022-06-21 19:35:19,519:INFO:display_container: 2 -2022-06-21 19:35:19,520:INFO:Lars(random_state=4924) -2022-06-21 19:35:19,520:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:19,737:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:19,738:INFO:Creating metrics dataframe -2022-06-21 19:35:19,744:INFO:Initializing Lasso Least Angle Regression -2022-06-21 19:35:19,745:INFO:Total runtime is 0.06810198624928793 minutes -2022-06-21 19:35:19,745:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:19,746:INFO:Initializing create_model() -2022-06-21 19:35:19,746:INFO:create_model(self=, estimator=llar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:19,746:INFO:Checking exceptions -2022-06-21 19:35:19,750:INFO:Importing libraries -2022-06-21 19:35:19,750:INFO:Copying training dataset -2022-06-21 19:35:19,754:INFO:Defining folds -2022-06-21 19:35:19,755:INFO:Declaring metric variables -2022-06-21 19:35:19,758:INFO:Importing untrained model -2022-06-21 19:35:19,762:INFO:Lasso Least Angle Regression Imported successfully -2022-06-21 19:35:19,766:INFO:Starting cross validation -2022-06-21 19:35:19,767:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:19,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:19,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,869:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:19,871:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:19,886:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:19,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:19,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:19,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:19,996:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,001:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:20,066:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,113:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:20,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:20,130:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,139:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:35:20,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,203:INFO:Calculating mean and std -2022-06-21 19:35:20,205:INFO:Creating metrics dataframe -2022-06-21 19:35:20,211:INFO:Uploading results into container -2022-06-21 19:35:20,212:INFO:Uploading model into container now -2022-06-21 19:35:20,213:INFO:master_model_container: 6 -2022-06-21 19:35:20,213:INFO:display_container: 2 -2022-06-21 19:35:20,214:INFO:LassoLars(random_state=4924) -2022-06-21 19:35:20,215:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:20,449:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:20,450:INFO:Creating metrics dataframe -2022-06-21 19:35:20,456:INFO:Initializing Orthogonal Matching Pursuit -2022-06-21 19:35:20,457:INFO:Total runtime is 0.07996540466944377 minutes -2022-06-21 19:35:20,457:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:20,458:INFO:Initializing create_model() -2022-06-21 19:35:20,458:INFO:create_model(self=, estimator=omp, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:20,458:INFO:Checking exceptions -2022-06-21 19:35:20,464:INFO:Importing libraries -2022-06-21 19:35:20,464:INFO:Copying training dataset -2022-06-21 19:35:20,473:INFO:Defining folds -2022-06-21 19:35:20,473:INFO:Declaring metric variables -2022-06-21 19:35:20,474:INFO:Importing untrained model -2022-06-21 19:35:20,474:INFO:Orthogonal Matching Pursuit Imported successfully -2022-06-21 19:35:20,475:INFO:Starting cross validation -2022-06-21 19:35:20,476:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:20,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,568:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,637:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,696:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,797:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,801:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:35:20,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:20,853:INFO:Calculating mean and std -2022-06-21 19:35:20,854:INFO:Creating metrics dataframe -2022-06-21 19:35:20,859:INFO:Uploading results into container -2022-06-21 19:35:20,860:INFO:Uploading model into container now -2022-06-21 19:35:20,861:INFO:master_model_container: 7 -2022-06-21 19:35:20,861:INFO:display_container: 2 -2022-06-21 19:35:20,862:INFO:OrthogonalMatchingPursuit() -2022-06-21 19:35:20,862:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:21,084:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:21,084:INFO:Creating metrics dataframe -2022-06-21 19:35:21,097:INFO:Initializing Bayesian Ridge -2022-06-21 19:35:21,097:INFO:Total runtime is 0.09064478476842244 minutes -2022-06-21 19:35:21,099:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:21,101:INFO:Initializing create_model() -2022-06-21 19:35:21,102:INFO:create_model(self=, estimator=br, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:21,103:INFO:Checking exceptions -2022-06-21 19:35:21,107:INFO:Importing libraries -2022-06-21 19:35:21,107:INFO:Copying training dataset -2022-06-21 19:35:21,111:INFO:Defining folds -2022-06-21 19:35:21,111:INFO:Declaring metric variables -2022-06-21 19:35:21,112:INFO:Importing untrained model -2022-06-21 19:35:21,113:INFO:Bayesian Ridge Imported successfully -2022-06-21 19:35:21,114:INFO:Starting cross validation -2022-06-21 19:35:21,115:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:21,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,235:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,343:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,363:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,368:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,372:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,443:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,480:INFO:Calculating mean and std -2022-06-21 19:35:21,481:INFO:Creating metrics dataframe -2022-06-21 19:35:21,487:INFO:Uploading results into container -2022-06-21 19:35:21,488:INFO:Uploading model into container now -2022-06-21 19:35:21,488:INFO:master_model_container: 8 -2022-06-21 19:35:21,489:INFO:display_container: 2 -2022-06-21 19:35:21,489:INFO:BayesianRidge() -2022-06-21 19:35:21,489:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:21,711:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:21,712:INFO:Creating metrics dataframe -2022-06-21 19:35:21,719:INFO:Initializing Passive Aggressive Regressor -2022-06-21 19:35:21,719:INFO:Total runtime is 0.1010145624478658 minutes -2022-06-21 19:35:21,720:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:21,721:INFO:Initializing create_model() -2022-06-21 19:35:21,721:INFO:create_model(self=, estimator=par, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:21,721:INFO:Checking exceptions -2022-06-21 19:35:21,726:INFO:Importing libraries -2022-06-21 19:35:21,727:INFO:Copying training dataset -2022-06-21 19:35:21,735:INFO:Defining folds -2022-06-21 19:35:21,735:INFO:Declaring metric variables -2022-06-21 19:35:21,736:INFO:Importing untrained model -2022-06-21 19:35:21,737:INFO:Passive Aggressive Regressor Imported successfully -2022-06-21 19:35:21,738:INFO:Starting cross validation -2022-06-21 19:35:21,739:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:21,832:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,932:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,976:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:21,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,205:INFO:Calculating mean and std -2022-06-21 19:35:22,206:INFO:Creating metrics dataframe -2022-06-21 19:35:22,214:INFO:Uploading results into container -2022-06-21 19:35:22,215:INFO:Uploading model into container now -2022-06-21 19:35:22,216:INFO:master_model_container: 9 -2022-06-21 19:35:22,216:INFO:display_container: 2 -2022-06-21 19:35:22,217:INFO:PassiveAggressiveRegressor(random_state=4924) -2022-06-21 19:35:22,217:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:22,459:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:22,459:INFO:Creating metrics dataframe -2022-06-21 19:35:22,466:INFO:Initializing Huber Regressor -2022-06-21 19:35:22,466:INFO:Total runtime is 0.1134598731994629 minutes -2022-06-21 19:35:22,467:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:22,467:INFO:Initializing create_model() -2022-06-21 19:35:22,468:INFO:create_model(self=, estimator=huber, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:22,468:INFO:Checking exceptions -2022-06-21 19:35:22,471:INFO:Importing libraries -2022-06-21 19:35:22,471:INFO:Copying training dataset -2022-06-21 19:35:22,475:INFO:Defining folds -2022-06-21 19:35:22,475:INFO:Declaring metric variables -2022-06-21 19:35:22,476:INFO:Importing untrained model -2022-06-21 19:35:22,477:INFO:Huber Regressor Imported successfully -2022-06-21 19:35:22,477:INFO:Starting cross validation -2022-06-21 19:35:22,478:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:22,613:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,614:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,623:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,648:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,823:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,826:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:35:22,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:22,988:INFO:Calculating mean and std -2022-06-21 19:35:22,988:INFO:Creating metrics dataframe -2022-06-21 19:35:22,994:INFO:Uploading results into container -2022-06-21 19:35:22,994:INFO:Uploading model into container now -2022-06-21 19:35:22,995:INFO:master_model_container: 10 -2022-06-21 19:35:22,995:INFO:display_container: 2 -2022-06-21 19:35:22,996:INFO:HuberRegressor() -2022-06-21 19:35:22,996:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:23,229:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:23,229:INFO:Creating metrics dataframe -2022-06-21 19:35:23,236:INFO:Initializing K Neighbors Regressor -2022-06-21 19:35:23,236:INFO:Total runtime is 0.12629053990046182 minutes -2022-06-21 19:35:23,237:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:23,237:INFO:Initializing create_model() -2022-06-21 19:35:23,238:INFO:create_model(self=, estimator=knn, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:23,238:INFO:Checking exceptions -2022-06-21 19:35:23,243:INFO:Importing libraries -2022-06-21 19:35:23,243:INFO:Copying training dataset -2022-06-21 19:35:23,247:INFO:Defining folds -2022-06-21 19:35:23,247:INFO:Declaring metric variables -2022-06-21 19:35:23,249:INFO:Importing untrained model -2022-06-21 19:35:23,250:INFO:K Neighbors Regressor Imported successfully -2022-06-21 19:35:23,252:INFO:Starting cross validation -2022-06-21 19:35:23,253:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:23,329:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,352:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,355:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,387:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,452:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,502:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,587:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:23,623:INFO:Calculating mean and std -2022-06-21 19:35:23,624:INFO:Creating metrics dataframe -2022-06-21 19:35:23,628:INFO:Uploading results into container -2022-06-21 19:35:23,629:INFO:Uploading model into container now -2022-06-21 19:35:23,630:INFO:master_model_container: 11 -2022-06-21 19:35:23,630:INFO:display_container: 2 -2022-06-21 19:35:23,630:INFO:KNeighborsRegressor(n_jobs=-1) -2022-06-21 19:35:23,631:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:23,850:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:23,850:INFO:Creating metrics dataframe -2022-06-21 19:35:23,859:INFO:Initializing Decision Tree Regressor -2022-06-21 19:35:23,859:INFO:Total runtime is 0.13667583068211872 minutes -2022-06-21 19:35:23,860:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:23,860:INFO:Initializing create_model() -2022-06-21 19:35:23,861:INFO:create_model(self=, estimator=dt, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:23,861:INFO:Checking exceptions -2022-06-21 19:35:23,865:INFO:Importing libraries -2022-06-21 19:35:23,866:INFO:Copying training dataset -2022-06-21 19:35:23,869:INFO:Defining folds -2022-06-21 19:35:23,869:INFO:Declaring metric variables -2022-06-21 19:35:23,870:INFO:Importing untrained model -2022-06-21 19:35:23,874:INFO:Decision Tree Regressor Imported successfully -2022-06-21 19:35:23,878:INFO:Starting cross validation -2022-06-21 19:35:23,879:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:23,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,129:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,136:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,262:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:24,323:INFO:Calculating mean and std -2022-06-21 19:35:24,324:INFO:Creating metrics dataframe -2022-06-21 19:35:24,330:INFO:Uploading results into container -2022-06-21 19:35:24,331:INFO:Uploading model into container now -2022-06-21 19:35:24,332:INFO:master_model_container: 12 -2022-06-21 19:35:24,332:INFO:display_container: 2 -2022-06-21 19:35:24,333:INFO:DecisionTreeRegressor(random_state=4924) -2022-06-21 19:35:24,333:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:24,563:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:24,564:INFO:Creating metrics dataframe -2022-06-21 19:35:24,574:INFO:Initializing Random Forest Regressor -2022-06-21 19:35:24,574:INFO:Total runtime is 0.14859253962834676 minutes -2022-06-21 19:35:24,575:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:24,576:INFO:Initializing create_model() -2022-06-21 19:35:24,576:INFO:create_model(self=, estimator=rf, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:24,576:INFO:Checking exceptions -2022-06-21 19:35:24,580:INFO:Importing libraries -2022-06-21 19:35:24,580:INFO:Copying training dataset -2022-06-21 19:35:24,584:INFO:Defining folds -2022-06-21 19:35:24,584:INFO:Declaring metric variables -2022-06-21 19:35:24,585:INFO:Importing untrained model -2022-06-21 19:35:24,586:INFO:Random Forest Regressor Imported successfully -2022-06-21 19:35:24,586:INFO:Starting cross validation -2022-06-21 19:35:24,589:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:25,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:25,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:25,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:25,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:25,575:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:25,589:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:25,626:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:25,645:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:25,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:25,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:26,088:INFO:Calculating mean and std -2022-06-21 19:35:26,089:INFO:Creating metrics dataframe -2022-06-21 19:35:26,096:INFO:Uploading results into container -2022-06-21 19:35:26,097:INFO:Uploading model into container now -2022-06-21 19:35:26,098:INFO:master_model_container: 13 -2022-06-21 19:35:26,099:INFO:display_container: 2 -2022-06-21 19:35:26,099:INFO:RandomForestRegressor(n_jobs=-1, random_state=4924) -2022-06-21 19:35:26,100:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:26,326:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:26,327:INFO:Creating metrics dataframe -2022-06-21 19:35:26,333:INFO:Initializing Extra Trees Regressor -2022-06-21 19:35:26,334:INFO:Total runtime is 0.17791580359141032 minutes -2022-06-21 19:35:26,334:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:26,335:INFO:Initializing create_model() -2022-06-21 19:35:26,335:INFO:create_model(self=, estimator=et, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:26,335:INFO:Checking exceptions -2022-06-21 19:35:26,339:INFO:Importing libraries -2022-06-21 19:35:26,339:INFO:Copying training dataset -2022-06-21 19:35:26,343:INFO:Defining folds -2022-06-21 19:35:26,343:INFO:Declaring metric variables -2022-06-21 19:35:26,343:INFO:Importing untrained model -2022-06-21 19:35:26,345:INFO:Extra Trees Regressor Imported successfully -2022-06-21 19:35:26,346:INFO:Starting cross validation -2022-06-21 19:35:26,349:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:26,726:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:26,758:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:26,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:26,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:27,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:27,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:27,241:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:27,254:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:27,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:27,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:27,563:INFO:Calculating mean and std -2022-06-21 19:35:27,564:INFO:Creating metrics dataframe -2022-06-21 19:35:27,570:INFO:Uploading results into container -2022-06-21 19:35:27,570:INFO:Uploading model into container now -2022-06-21 19:35:27,571:INFO:master_model_container: 14 -2022-06-21 19:35:27,571:INFO:display_container: 2 -2022-06-21 19:35:27,572:INFO:ExtraTreesRegressor(n_jobs=-1, random_state=4924) -2022-06-21 19:35:27,572:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:27,793:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:27,793:INFO:Creating metrics dataframe -2022-06-21 19:35:27,800:INFO:Initializing AdaBoost Regressor -2022-06-21 19:35:27,801:INFO:Total runtime is 0.2023686170578003 minutes -2022-06-21 19:35:27,801:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:27,802:INFO:Initializing create_model() -2022-06-21 19:35:27,802:INFO:create_model(self=, estimator=ada, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:27,803:INFO:Checking exceptions -2022-06-21 19:35:27,806:INFO:Importing libraries -2022-06-21 19:35:27,806:INFO:Copying training dataset -2022-06-21 19:35:27,810:INFO:Defining folds -2022-06-21 19:35:27,810:INFO:Declaring metric variables -2022-06-21 19:35:27,811:INFO:Importing untrained model -2022-06-21 19:35:27,812:INFO:AdaBoost Regressor Imported successfully -2022-06-21 19:35:27,813:INFO:Starting cross validation -2022-06-21 19:35:27,815:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:27,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:27,963:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:27,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,028:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,150:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,160:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,370:INFO:Calculating mean and std -2022-06-21 19:35:28,370:INFO:Creating metrics dataframe -2022-06-21 19:35:28,374:INFO:Uploading results into container -2022-06-21 19:35:28,375:INFO:Uploading model into container now -2022-06-21 19:35:28,376:INFO:master_model_container: 15 -2022-06-21 19:35:28,376:INFO:display_container: 2 -2022-06-21 19:35:28,377:INFO:AdaBoostRegressor(random_state=4924) -2022-06-21 19:35:28,377:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:28,600:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:28,601:INFO:Creating metrics dataframe -2022-06-21 19:35:28,608:INFO:Initializing Gradient Boosting Regressor -2022-06-21 19:35:28,608:INFO:Total runtime is 0.21582045157750449 minutes -2022-06-21 19:35:28,609:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:28,609:INFO:Initializing create_model() -2022-06-21 19:35:28,610:INFO:create_model(self=, estimator=gbr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:28,610:INFO:Checking exceptions -2022-06-21 19:35:28,614:INFO:Importing libraries -2022-06-21 19:35:28,614:INFO:Copying training dataset -2022-06-21 19:35:28,623:INFO:Defining folds -2022-06-21 19:35:28,623:INFO:Declaring metric variables -2022-06-21 19:35:28,624:INFO:Importing untrained model -2022-06-21 19:35:28,624:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:35:28,625:INFO:Starting cross validation -2022-06-21 19:35:28,626:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:28,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,849:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:28,880:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:29,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:29,076:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:29,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:29,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:29,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:29,295:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:29,330:INFO:Calculating mean and std -2022-06-21 19:35:29,331:INFO:Creating metrics dataframe -2022-06-21 19:35:29,336:INFO:Uploading results into container -2022-06-21 19:35:29,337:INFO:Uploading model into container now -2022-06-21 19:35:29,337:INFO:master_model_container: 16 -2022-06-21 19:35:29,338:INFO:display_container: 2 -2022-06-21 19:35:29,338:INFO:GradientBoostingRegressor(random_state=4924) -2022-06-21 19:35:29,338:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:29,563:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:29,564:INFO:Creating metrics dataframe -2022-06-21 19:35:29,570:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:35:29,571:INFO:Total runtime is 0.23186606168746948 minutes -2022-06-21 19:35:29,571:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:29,572:INFO:Initializing create_model() -2022-06-21 19:35:29,573:INFO:create_model(self=, estimator=xgboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:29,573:INFO:Checking exceptions -2022-06-21 19:35:29,579:INFO:Importing libraries -2022-06-21 19:35:29,581:INFO:Copying training dataset -2022-06-21 19:35:29,588:INFO:Defining folds -2022-06-21 19:35:29,588:INFO:Declaring metric variables -2022-06-21 19:35:29,589:INFO:Importing untrained model -2022-06-21 19:35:29,590:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:35:29,591:INFO:Starting cross validation -2022-06-21 19:35:29,592:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:30,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:30,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:31,123:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:31,147:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:31,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:31,193:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:31,206:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:31,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:32,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:32,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:32,414:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:32,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:32,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:32,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:32,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:33,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:33,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:33,181:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:33,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:33,446:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:35:33,451:INFO:Calculating mean and std -2022-06-21 19:35:33,453:INFO:Creating metrics dataframe -2022-06-21 19:35:33,464:INFO:Uploading results into container -2022-06-21 19:35:33,465:INFO:Uploading model into container now -2022-06-21 19:35:33,465:INFO:master_model_container: 17 -2022-06-21 19:35:33,465:INFO:display_container: 2 -2022-06-21 19:35:33,466:INFO:XGBRegressor(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=4924, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 19:35:33,470:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:33,725:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:33,726:INFO:Creating metrics dataframe -2022-06-21 19:35:33,732:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:35:33,733:INFO:Total runtime is 0.3012362162272135 minutes -2022-06-21 19:35:33,733:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:33,734:INFO:Initializing create_model() -2022-06-21 19:35:33,734:INFO:create_model(self=, estimator=lightgbm, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:33,734:INFO:Checking exceptions -2022-06-21 19:35:33,738:INFO:Importing libraries -2022-06-21 19:35:33,738:INFO:Copying training dataset -2022-06-21 19:35:33,742:INFO:Defining folds -2022-06-21 19:35:33,742:INFO:Declaring metric variables -2022-06-21 19:35:33,743:INFO:Importing untrained model -2022-06-21 19:35:33,744:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:35:33,745:INFO:Starting cross validation -2022-06-21 19:35:33,746:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:35,897:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:35,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:36,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:36,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:37,047:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:38,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:38,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:39,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:39,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:39,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:39,778:INFO:Calculating mean and std -2022-06-21 19:35:39,779:INFO:Creating metrics dataframe -2022-06-21 19:35:39,784:INFO:Uploading results into container -2022-06-21 19:35:39,785:INFO:Uploading model into container now -2022-06-21 19:35:39,785:INFO:master_model_container: 18 -2022-06-21 19:35:39,786:INFO:display_container: 2 -2022-06-21 19:35:39,786:INFO:LGBMRegressor(random_state=4924) -2022-06-21 19:35:39,786:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:40,034:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:40,034:INFO:Creating metrics dataframe -2022-06-21 19:35:40,041:INFO:Initializing CatBoost Regressor -2022-06-21 19:35:40,041:INFO:Total runtime is 0.40637901226679485 minutes -2022-06-21 19:35:40,042:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:40,043:INFO:Initializing create_model() -2022-06-21 19:35:40,043:INFO:create_model(self=, estimator=catboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:40,043:INFO:Checking exceptions -2022-06-21 19:35:40,047:INFO:Importing libraries -2022-06-21 19:35:40,047:INFO:Copying training dataset -2022-06-21 19:35:40,050:INFO:Defining folds -2022-06-21 19:35:40,051:INFO:Declaring metric variables -2022-06-21 19:35:40,051:INFO:Importing untrained model -2022-06-21 19:35:40,052:INFO:CatBoost Regressor Imported successfully -2022-06-21 19:35:40,053:INFO:Starting cross validation -2022-06-21 19:35:40,055:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:41,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:43,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:43,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:43,873:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:45,144:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:46,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:47,171:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:47,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:47,799:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,281:INFO:Calculating mean and std -2022-06-21 19:35:48,282:INFO:Creating metrics dataframe -2022-06-21 19:35:48,289:INFO:Uploading results into container -2022-06-21 19:35:48,290:INFO:Uploading model into container now -2022-06-21 19:35:48,292:INFO:master_model_container: 19 -2022-06-21 19:35:48,292:INFO:display_container: 2 -2022-06-21 19:35:48,293:INFO: -2022-06-21 19:35:48,293:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:48,534:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:48,535:INFO:Creating metrics dataframe -2022-06-21 19:35:48,541:INFO:Initializing Dummy Regressor -2022-06-21 19:35:48,541:INFO:Total runtime is 0.5480400760968527 minutes -2022-06-21 19:35:48,542:INFO:SubProcess create_model() called ================================== -2022-06-21 19:35:48,542:INFO:Initializing create_model() -2022-06-21 19:35:48,542:INFO:create_model(self=, estimator=dummy, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:35:48,543:INFO:Checking exceptions -2022-06-21 19:35:48,547:INFO:Importing libraries -2022-06-21 19:35:48,548:INFO:Copying training dataset -2022-06-21 19:35:48,553:INFO:Defining folds -2022-06-21 19:35:48,553:INFO:Declaring metric variables -2022-06-21 19:35:48,553:INFO:Importing untrained model -2022-06-21 19:35:48,554:INFO:Dummy Regressor Imported successfully -2022-06-21 19:35:48,555:INFO:Starting cross validation -2022-06-21 19:35:48,556:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:35:48,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,689:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,707:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,828:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,834:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,844:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:35:48,972:INFO:Calculating mean and std -2022-06-21 19:35:48,973:INFO:Creating metrics dataframe -2022-06-21 19:35:48,978:INFO:Uploading results into container -2022-06-21 19:35:48,979:INFO:Uploading model into container now -2022-06-21 19:35:48,980:INFO:master_model_container: 20 -2022-06-21 19:35:48,980:INFO:display_container: 2 -2022-06-21 19:35:48,980:INFO:DummyRegressor() -2022-06-21 19:35:48,981:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:49,203:INFO:SubProcess create_model() end ================================== -2022-06-21 19:35:49,203:INFO:Creating metrics dataframe -2022-06-21 19:35:49,216:INFO:Initializing create_model() -2022-06-21 19:35:49,217:INFO:create_model(self=, estimator=GradientBoostingRegressor(random_state=4924), fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:35:49,217:INFO:Checking exceptions -2022-06-21 19:35:49,220:INFO:Importing libraries -2022-06-21 19:35:49,220:INFO:Copying training dataset -2022-06-21 19:35:49,229:INFO:Defining folds -2022-06-21 19:35:49,230:INFO:Declaring metric variables -2022-06-21 19:35:49,231:INFO:Importing untrained model -2022-06-21 19:35:49,231:INFO:Declaring custom model -2022-06-21 19:35:49,233:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:35:49,234:INFO:Cross validation set to False -2022-06-21 19:35:49,234:INFO:Fitting Model -2022-06-21 19:35:49,468:INFO:GradientBoostingRegressor(random_state=4924) -2022-06-21 19:35:49,468:INFO:create_model() successfully completed...................................... -2022-06-21 19:35:49,715:INFO: Model MAE MSE \ -gbr Gradient Boosting Regressor 2709.4212 2.322008e+07 -catboost CatBoost Regressor 2818.6476 2.460036e+07 -lightgbm Light Gradient Boosting Machine 2991.8644 2.597443e+07 -rf Random Forest Regressor 2956.4865 2.650943e+07 -et Extra Trees Regressor 2830.9980 2.797147e+07 -ada AdaBoost Regressor 4349.5842 3.036195e+07 -xgboost Extreme Gradient Boosting 3262.0606 3.031249e+07 -llar Lasso Least Angle Regression 4251.7381 3.890063e+07 -ridge Ridge Regression 4271.7272 3.894837e+07 -br Bayesian Ridge 4265.1486 3.894774e+07 -lr Linear Regression 4257.5724 3.894413e+07 -lar Least Angle Regression 4257.5724 3.894413e+07 -lasso Lasso Regression 4257.7299 3.894115e+07 -dt Decision Tree Regressor 3449.8301 4.960305e+07 -huber Huber Regressor 3441.9013 4.902817e+07 -omp Orthogonal Matching Pursuit 5676.5316 5.771752e+07 -par Passive Aggressive Regressor 4716.7871 6.292246e+07 -en Elastic Net 7430.2423 9.331885e+07 -knn K Neighbors Regressor 8545.8693 1.486545e+08 -dummy Dummy Regressor 9412.0401 1.545323e+08 - - RMSE R2 RMSLE MAPE TT (Sec) -gbr 4768.8318 0.8438 0.4274 0.3018 0.070 -catboost 4916.2462 0.8340 0.4546 0.3202 0.823 -lightgbm 5055.2092 0.8247 0.5101 0.3494 0.603 -rf 5114.4016 0.8223 0.4664 0.3381 0.150 -et 5267.8661 0.8117 0.4595 0.3070 0.121 -ada 5496.4759 0.7957 0.5917 0.6594 0.055 -xgboost 5468.2232 0.7955 0.5722 0.3996 0.386 -llar 6217.0883 0.7384 0.5943 0.4295 0.044 -ridge 6220.7277 0.7381 0.6219 0.4326 0.048 -br 6220.6842 0.7381 0.6362 0.4315 0.036 -lr 6220.4108 0.7380 0.6306 0.4302 0.117 -lar 6220.4108 0.7380 0.6306 0.4302 0.036 -lasso 6220.1806 0.7380 0.6255 0.4303 0.037 -dt 6994.8042 0.6630 0.5380 0.3930 0.044 -huber 6962.3233 0.6626 0.4506 0.2154 0.051 -omp 7585.7772 0.6130 0.7253 0.8670 0.038 -par 7849.6448 0.5932 0.5276 0.3673 0.047 -en 9609.3046 0.3915 0.7311 0.9228 0.037 -knn 12125.9492 0.0298 0.8705 0.9443 0.037 -dummy 12368.1010 -0.0064 1.0150 1.5651 0.042 -2022-06-21 19:35:49,716:INFO:master_model_container: 20 -2022-06-21 19:35:49,716:INFO:display_container: 2 -2022-06-21 19:35:49,717:INFO:GradientBoostingRegressor(random_state=4924) -2022-06-21 19:35:49,717:INFO:compare_models() successfully completed...................................... -2022-06-21 19:35:49,718:INFO:Initializing evaluate_model() -2022-06-21 19:35:49,718:INFO:evaluate_model(self=, estimator=GradientBoostingRegressor(random_state=4924), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:35:49,739:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('Residuals', 'residuals'), ('Prediction Error', 'error'), ('Cooks Distance', 'cooks'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Validation Curve', 'vc'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Tree', 'tree'), ('Interactive Residuals', 'residuals_interactive')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:35:49,742:INFO:Initializing plot_model() -2022-06-21 19:35:49,743:INFO:plot_model(plot=error, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=GradientBoostingRegressor(random_state=4924), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:35:49,743:INFO:Checking exceptions -2022-06-21 19:35:49,750:INFO:Preloading libraries -2022-06-21 19:35:49,767:INFO:Copying training dataset -2022-06-21 19:35:49,768:INFO:Plot type: error -2022-06-21 19:35:49,939:INFO:Fitting Model -2022-06-21 19:35:49,940:WARNING:X does not have valid feature names, but GradientBoostingRegressor was fitted with feature names - -2022-06-21 19:35:49,940:INFO:Scoring test/hold-out set -2022-06-21 19:35:49,984:INFO:Saving 'images/Prediction Error.png' -2022-06-21 19:35:50,190:INFO:Visual Rendered Successfully -2022-06-21 19:35:50,401:INFO:plot_model() successfully completed...................................... -2022-06-21 19:35:50,402:INFO:error -2022-06-21 19:36:12,499:INFO: age sex bmi children smoker region charges -0 19 female 27.900 0 yes southwest 16884.92400 -1 18 male 33.770 1 no southeast 1725.55230 -2 28 male 33.000 3 no southeast 4449.46200 -3 33 male 22.705 0 no northwest 21984.47061 -4 32 male 28.880 0 no northwest 3866.85520 -2022-06-21 19:36:12,501:INFO:PyCaret RegressionExperiment -2022-06-21 19:36:12,501:INFO:Logging name: reg-default-name -2022-06-21 19:36:12,502:INFO:ML Usecase: MLUsecase.REGRESSION -2022-06-21 19:36:12,502:INFO:version 3.0.0.rc1 -2022-06-21 19:36:12,502:INFO:Initializing setup() -2022-06-21 19:36:12,502:INFO:self.USI: 4b7e -2022-06-21 19:36:12,502:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'transform_target_method_param', 'transform_target_param', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'idx', 'exp_id'} -2022-06-21 19:36:12,503:INFO:Checking environment -2022-06-21 19:36:12,503:INFO:python_version: 3.9.7 -2022-06-21 19:36:12,503:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:36:12,503:INFO:machine: x86_64 -2022-06-21 19:36:12,503:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:36:12,504:INFO:Memory: svmem(total=8230690816, available=1139703808, percent=86.2, used=5966278656, free=232124416, active=3579125760, inactive=3696488448, buffers=97140736, cached=1935147008, shared=816021504, slab=371388416) -2022-06-21 19:36:12,505:INFO:Physical Core: 2 -2022-06-21 19:36:12,505:INFO:Logical Core: 4 -2022-06-21 19:36:12,505:INFO:Checking libraries -2022-06-21 19:36:12,505:INFO: -System: -2022-06-21 19:36:12,505:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:36:12,506:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:36:12,506:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:36:12,506:INFO: -PyCaret required dependencies: -2022-06-21 19:36:12,507:INFO: pip: 22.1.2 -2022-06-21 19:36:12,507:INFO: setuptools: 58.0.4 -2022-06-21 19:36:12,507:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:36:12,507:INFO: ipython: Not installed -2022-06-21 19:36:12,508:INFO: ipywidgets: 7.6.5 -2022-06-21 19:36:12,508:INFO: tqdm: 4.62.3 -2022-06-21 19:36:12,508:INFO: numpy: 1.21.5 -2022-06-21 19:36:12,508:INFO: pandas: 1.3.5 -2022-06-21 19:36:12,508:INFO: jinja2: 3.0.3 -2022-06-21 19:36:12,509:INFO: scipy: 1.7.1 -2022-06-21 19:36:12,509:INFO: joblib: 1.1.0 -2022-06-21 19:36:12,509:INFO: sklearn: 1.1.1 -2022-06-21 19:36:12,509:INFO: pyod: Installed but version unavailable -2022-06-21 19:36:12,510:INFO: imblearn: 0.9.1 -2022-06-21 19:36:12,510:INFO: category_encoders: 2.5.0 -2022-06-21 19:36:12,510:INFO: lightgbm: 3.2.1 -2022-06-21 19:36:12,510:INFO: numba: 0.55.2 -2022-06-21 19:36:12,510:INFO: requests: 2.27.1 -2022-06-21 19:36:12,511:INFO: matplotlib: 3.4.3 -2022-06-21 19:36:12,511:INFO: scikitplot: 0.3.7 -2022-06-21 19:36:12,511:INFO: yellowbrick: 1.4 -2022-06-21 19:36:12,511:INFO: plotly: 5.5.0 -2022-06-21 19:36:12,511:INFO: kaleido: 0.2.1 -2022-06-21 19:36:12,512:INFO: statsmodels: 0.12.2 -2022-06-21 19:36:12,512:INFO: sktime: 0.11.4 -2022-06-21 19:36:12,513:INFO: tbats: Installed but version unavailable -2022-06-21 19:36:12,513:INFO: pmdarima: 1.8.5 -2022-06-21 19:36:12,513:INFO: psutil: 5.9.0 -2022-06-21 19:36:12,513:INFO: -PyCaret optional dependencies: -2022-06-21 19:36:12,515:INFO: shap: 0.39.0 -2022-06-21 19:36:12,516:INFO: interpret: 0.2.7 -2022-06-21 19:36:12,517:INFO: umap: 0.5.3 -2022-06-21 19:36:12,517:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:36:12,517:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:36:12,518:INFO: autoviz: 0.1.39 -2022-06-21 19:36:12,518:INFO: fairlearn: 0.7.0 -2022-06-21 19:36:12,518:INFO: xgboost: 1.4.0 -2022-06-21 19:36:12,518:INFO: catboost: 1.0.6 -2022-06-21 19:36:12,519:INFO: kmodes: 0.12.1 -2022-06-21 19:36:12,519:INFO: mlxtend: 0.20.0 -2022-06-21 19:36:12,519:INFO: statsforecast: 0.5.5 -2022-06-21 19:36:12,520:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:36:12,520:INFO: ray: 1.12.1 -2022-06-21 19:36:12,521:INFO: hyperopt: 0.2.7 -2022-06-21 19:36:12,521:INFO: optuna: 2.10.0 -2022-06-21 19:36:12,522:INFO: skopt: 0.9.0 -2022-06-21 19:36:12,524:INFO: mlflow: 1.26.1 -2022-06-21 19:36:12,525:INFO: gradio: 3.0.11 -2022-06-21 19:36:12,528:INFO: fastapi: 0.75.2 -2022-06-21 19:36:12,531:INFO: uvicorn: 0.17.6 -2022-06-21 19:36:12,531:INFO: m2cgen: 0.10.0 -2022-06-21 19:36:12,532:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:36:12,534:INFO: nltk: 3.6.5 -2022-06-21 19:36:12,534:INFO: pyLDAvis: Not installed -2022-06-21 19:36:12,535:INFO: gensim: Not installed -2022-06-21 19:36:12,535:INFO: spacy: Not installed -2022-06-21 19:36:12,535:INFO: wordcloud: 1.8.1 -2022-06-21 19:36:12,535:INFO: textblob: 0.17.1 -2022-06-21 19:36:12,535:INFO: fugue: 0.6.6 -2022-06-21 19:36:12,536:INFO: streamlit: 1.10.0 -2022-06-21 19:36:12,536:INFO: prophet: Not installed -2022-06-21 19:36:12,536:INFO:None -2022-06-21 19:36:12,536:INFO:Set up data. -2022-06-21 19:36:12,552:INFO:Set up train/test split. -2022-06-21 19:36:12,568:INFO:Set up folding strategy. -2022-06-21 19:36:12,568:INFO:Assigning column types. -2022-06-21 19:36:12,575:INFO:Preparing preprocessing pipeline... -2022-06-21 19:36:12,579:INFO:Set up simple imputation. -2022-06-21 19:36:12,592:INFO:Set up encoding of ordinal features. -2022-06-21 19:36:12,607:INFO:Set up encoding of categorical features. -2022-06-21 19:36:12,799:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:36:12,806:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(include=['age', 'bmi', 'children'], transformer=SimpleImputer())), - ('categorical_imputer', - TransformerWrapper(include=['sex', 'smoker', 'region'], transformer=SimpleImputer(fill_value='constant', strategy='constant'))), - ('ordinal_encoding', - TransformerWrapper(include=[...ker'], transformer=OrdinalEncoder(cols=['sex', 'smoker'], handle_missing='return_nan', mapping=[{'col': 'sex', 'mapping': {nan: -1, 'female': 0, 'male': 1}}, {'col': 'smoker', 'mapping': {nan: -1, 'no': 0, 'yes': 1}}]))), - ('onehot_encoding', - TransformerWrapper(include=['region'], transformer=OneHotEncoder(cols=['region'], handle_missing='return_nan', use_cat_names=True)))]) -2022-06-21 19:36:12,806:INFO:Creating final display dataframe. -2022-06-21 19:36:13,161:INFO:Setup display_container: Description Value -0 Session id 3831 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 4b7e -2022-06-21 19:36:13,171:INFO: Description Value -0 Session id 3831 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 4b7e -2022-06-21 19:36:13,437:INFO:setup() successfully completed in 0.94s............... -2022-06-21 19:36:13,437:INFO:Initializing compare_models() -2022-06-21 19:36:13,438:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=R2, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'R2', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:36:13,438:INFO:Checking exceptions -2022-06-21 19:36:13,444:INFO:Preparing display monitor -2022-06-21 19:36:13,450:INFO:Initializing Linear Regression -2022-06-21 19:36:13,450:INFO:Total runtime is 6.814797719319661e-06 minutes -2022-06-21 19:36:13,451:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:13,451:INFO:Initializing create_model() -2022-06-21 19:36:13,451:INFO:create_model(self=, estimator=lr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:13,452:INFO:Checking exceptions -2022-06-21 19:36:13,456:INFO:Importing libraries -2022-06-21 19:36:13,456:INFO:Copying training dataset -2022-06-21 19:36:13,461:INFO:Defining folds -2022-06-21 19:36:13,462:INFO:Declaring metric variables -2022-06-21 19:36:13,464:INFO:Importing untrained model -2022-06-21 19:36:13,465:INFO:Linear Regression Imported successfully -2022-06-21 19:36:13,466:INFO:Starting cross validation -2022-06-21 19:36:13,469:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:13,899:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:13,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:13,926:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:13,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:14,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:14,355:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:14,409:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:14,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:14,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:14,704:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:14,746:INFO:Calculating mean and std -2022-06-21 19:36:14,747:INFO:Creating metrics dataframe -2022-06-21 19:36:14,752:INFO:Uploading results into container -2022-06-21 19:36:14,753:INFO:Uploading model into container now -2022-06-21 19:36:14,754:INFO:master_model_container: 1 -2022-06-21 19:36:14,756:INFO:display_container: 2 -2022-06-21 19:36:14,758:INFO:LinearRegression(n_jobs=-1) -2022-06-21 19:36:14,759:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:14,983:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:14,983:INFO:Creating metrics dataframe -2022-06-21 19:36:14,989:INFO:Initializing Lasso Regression -2022-06-21 19:36:14,989:INFO:Total runtime is 0.025658754507700603 minutes -2022-06-21 19:36:14,990:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:14,990:INFO:Initializing create_model() -2022-06-21 19:36:14,991:INFO:create_model(self=, estimator=lasso, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:14,991:INFO:Checking exceptions -2022-06-21 19:36:14,993:INFO:Importing libraries -2022-06-21 19:36:14,994:INFO:Copying training dataset -2022-06-21 19:36:15,006:INFO:Defining folds -2022-06-21 19:36:15,006:INFO:Declaring metric variables -2022-06-21 19:36:15,007:INFO:Importing untrained model -2022-06-21 19:36:15,008:INFO:Lasso Regression Imported successfully -2022-06-21 19:36:15,009:INFO:Starting cross validation -2022-06-21 19:36:15,010:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:15,086:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,120:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,121:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,163:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,213:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,243:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,270:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,322:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,350:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,379:INFO:Calculating mean and std -2022-06-21 19:36:15,380:INFO:Creating metrics dataframe -2022-06-21 19:36:15,385:INFO:Uploading results into container -2022-06-21 19:36:15,386:INFO:Uploading model into container now -2022-06-21 19:36:15,387:INFO:master_model_container: 2 -2022-06-21 19:36:15,387:INFO:display_container: 2 -2022-06-21 19:36:15,388:INFO:Lasso(random_state=3831) -2022-06-21 19:36:15,388:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:15,605:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:15,606:INFO:Creating metrics dataframe -2022-06-21 19:36:15,615:INFO:Initializing Ridge Regression -2022-06-21 19:36:15,615:INFO:Total runtime is 0.03608716328938802 minutes -2022-06-21 19:36:15,616:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:15,616:INFO:Initializing create_model() -2022-06-21 19:36:15,617:INFO:create_model(self=, estimator=ridge, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:15,617:INFO:Checking exceptions -2022-06-21 19:36:15,621:INFO:Importing libraries -2022-06-21 19:36:15,622:INFO:Copying training dataset -2022-06-21 19:36:15,631:INFO:Defining folds -2022-06-21 19:36:15,632:INFO:Declaring metric variables -2022-06-21 19:36:15,633:INFO:Importing untrained model -2022-06-21 19:36:15,634:INFO:Ridge Regression Imported successfully -2022-06-21 19:36:15,635:INFO:Starting cross validation -2022-06-21 19:36:15,636:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:15,723:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,792:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,866:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,917:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,986:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:15,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,052:INFO:Calculating mean and std -2022-06-21 19:36:16,054:INFO:Creating metrics dataframe -2022-06-21 19:36:16,061:INFO:Uploading results into container -2022-06-21 19:36:16,062:INFO:Uploading model into container now -2022-06-21 19:36:16,063:INFO:master_model_container: 3 -2022-06-21 19:36:16,064:INFO:display_container: 2 -2022-06-21 19:36:16,064:INFO:Ridge(random_state=3831) -2022-06-21 19:36:16,065:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:16,316:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:16,316:INFO:Creating metrics dataframe -2022-06-21 19:36:16,330:INFO:Initializing Elastic Net -2022-06-21 19:36:16,330:INFO:Total runtime is 0.04800911744435628 minutes -2022-06-21 19:36:16,331:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:16,332:INFO:Initializing create_model() -2022-06-21 19:36:16,333:INFO:create_model(self=, estimator=en, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:16,334:INFO:Checking exceptions -2022-06-21 19:36:16,340:INFO:Importing libraries -2022-06-21 19:36:16,341:INFO:Copying training dataset -2022-06-21 19:36:16,347:INFO:Defining folds -2022-06-21 19:36:16,347:INFO:Declaring metric variables -2022-06-21 19:36:16,348:INFO:Importing untrained model -2022-06-21 19:36:16,349:INFO:Elastic Net Imported successfully -2022-06-21 19:36:16,350:INFO:Starting cross validation -2022-06-21 19:36:16,352:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:16,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,455:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,571:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,576:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,595:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,652:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,693:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:16,724:INFO:Calculating mean and std -2022-06-21 19:36:16,724:INFO:Creating metrics dataframe -2022-06-21 19:36:16,729:INFO:Uploading results into container -2022-06-21 19:36:16,730:INFO:Uploading model into container now -2022-06-21 19:36:16,730:INFO:master_model_container: 4 -2022-06-21 19:36:16,731:INFO:display_container: 2 -2022-06-21 19:36:16,731:INFO:ElasticNet(random_state=3831) -2022-06-21 19:36:16,731:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:16,965:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:16,965:INFO:Creating metrics dataframe -2022-06-21 19:36:16,971:INFO:Initializing Least Angle Regression -2022-06-21 19:36:16,972:INFO:Total runtime is 0.058698836962382 minutes -2022-06-21 19:36:16,972:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:16,973:INFO:Initializing create_model() -2022-06-21 19:36:16,973:INFO:create_model(self=, estimator=lar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:16,973:INFO:Checking exceptions -2022-06-21 19:36:16,977:INFO:Importing libraries -2022-06-21 19:36:16,977:INFO:Copying training dataset -2022-06-21 19:36:16,982:INFO:Defining folds -2022-06-21 19:36:16,982:INFO:Declaring metric variables -2022-06-21 19:36:16,983:INFO:Importing untrained model -2022-06-21 19:36:16,983:INFO:Least Angle Regression Imported successfully -2022-06-21 19:36:16,985:INFO:Starting cross validation -2022-06-21 19:36:16,986:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:17,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,076:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,079:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,162:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,165:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,181:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,184:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,201:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,287:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,290:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,296:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,299:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,310:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:17,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,358:INFO:Calculating mean and std -2022-06-21 19:36:17,358:INFO:Creating metrics dataframe -2022-06-21 19:36:17,363:INFO:Uploading results into container -2022-06-21 19:36:17,364:INFO:Uploading model into container now -2022-06-21 19:36:17,364:INFO:master_model_container: 5 -2022-06-21 19:36:17,365:INFO:display_container: 2 -2022-06-21 19:36:17,365:INFO:Lars(random_state=3831) -2022-06-21 19:36:17,365:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:17,592:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:17,592:INFO:Creating metrics dataframe -2022-06-21 19:36:17,601:INFO:Initializing Lasso Least Angle Regression -2022-06-21 19:36:17,601:INFO:Total runtime is 0.0691909392674764 minutes -2022-06-21 19:36:17,602:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:17,603:INFO:Initializing create_model() -2022-06-21 19:36:17,604:INFO:create_model(self=, estimator=llar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:17,604:INFO:Checking exceptions -2022-06-21 19:36:17,608:INFO:Importing libraries -2022-06-21 19:36:17,608:INFO:Copying training dataset -2022-06-21 19:36:17,612:INFO:Defining folds -2022-06-21 19:36:17,613:INFO:Declaring metric variables -2022-06-21 19:36:17,613:INFO:Importing untrained model -2022-06-21 19:36:17,614:INFO:Lasso Least Angle Regression Imported successfully -2022-06-21 19:36:17,615:INFO:Starting cross validation -2022-06-21 19:36:17,618:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:17,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,699:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,713:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,718:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,775:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,835:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,839:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,847:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,885:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,925:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:17,967:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:36:17,973:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,039:INFO:Calculating mean and std -2022-06-21 19:36:18,040:INFO:Creating metrics dataframe -2022-06-21 19:36:18,047:INFO:Uploading results into container -2022-06-21 19:36:18,048:INFO:Uploading model into container now -2022-06-21 19:36:18,049:INFO:master_model_container: 6 -2022-06-21 19:36:18,050:INFO:display_container: 2 -2022-06-21 19:36:18,051:INFO:LassoLars(random_state=3831) -2022-06-21 19:36:18,051:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:18,306:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:18,307:INFO:Creating metrics dataframe -2022-06-21 19:36:18,316:INFO:Initializing Orthogonal Matching Pursuit -2022-06-21 19:36:18,317:INFO:Total runtime is 0.08111936251322428 minutes -2022-06-21 19:36:18,317:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:18,318:INFO:Initializing create_model() -2022-06-21 19:36:18,318:INFO:create_model(self=, estimator=omp, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:18,319:INFO:Checking exceptions -2022-06-21 19:36:18,323:INFO:Importing libraries -2022-06-21 19:36:18,323:INFO:Copying training dataset -2022-06-21 19:36:18,327:INFO:Defining folds -2022-06-21 19:36:18,327:INFO:Declaring metric variables -2022-06-21 19:36:18,328:INFO:Importing untrained model -2022-06-21 19:36:18,329:INFO:Orthogonal Matching Pursuit Imported successfully -2022-06-21 19:36:18,330:INFO:Starting cross validation -2022-06-21 19:36:18,332:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:18,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,408:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,423:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,426:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,495:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,499:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,549:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,621:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,624:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,639:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:36:18,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:18,691:INFO:Calculating mean and std -2022-06-21 19:36:18,692:INFO:Creating metrics dataframe -2022-06-21 19:36:18,697:INFO:Uploading results into container -2022-06-21 19:36:18,697:INFO:Uploading model into container now -2022-06-21 19:36:18,698:INFO:master_model_container: 7 -2022-06-21 19:36:18,698:INFO:display_container: 2 -2022-06-21 19:36:18,699:INFO:OrthogonalMatchingPursuit() -2022-06-21 19:36:18,699:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:18,926:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:18,926:INFO:Creating metrics dataframe -2022-06-21 19:36:18,933:INFO:Initializing Bayesian Ridge -2022-06-21 19:36:18,933:INFO:Total runtime is 0.09139188130696614 minutes -2022-06-21 19:36:18,934:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:18,935:INFO:Initializing create_model() -2022-06-21 19:36:18,935:INFO:create_model(self=, estimator=br, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:18,935:INFO:Checking exceptions -2022-06-21 19:36:18,944:INFO:Importing libraries -2022-06-21 19:36:18,946:INFO:Copying training dataset -2022-06-21 19:36:18,959:INFO:Defining folds -2022-06-21 19:36:18,959:INFO:Declaring metric variables -2022-06-21 19:36:18,960:INFO:Importing untrained model -2022-06-21 19:36:18,960:INFO:Bayesian Ridge Imported successfully -2022-06-21 19:36:18,961:INFO:Starting cross validation -2022-06-21 19:36:18,962:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:19,043:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,061:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,070:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,124:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,187:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,212:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,260:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,318:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,372:INFO:Calculating mean and std -2022-06-21 19:36:19,373:INFO:Creating metrics dataframe -2022-06-21 19:36:19,378:INFO:Uploading results into container -2022-06-21 19:36:19,379:INFO:Uploading model into container now -2022-06-21 19:36:19,379:INFO:master_model_container: 8 -2022-06-21 19:36:19,380:INFO:display_container: 2 -2022-06-21 19:36:19,380:INFO:BayesianRidge() -2022-06-21 19:36:19,381:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:19,602:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:19,603:INFO:Creating metrics dataframe -2022-06-21 19:36:19,612:INFO:Initializing Passive Aggressive Regressor -2022-06-21 19:36:19,612:INFO:Total runtime is 0.10270410776138306 minutes -2022-06-21 19:36:19,613:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:19,613:INFO:Initializing create_model() -2022-06-21 19:36:19,614:INFO:create_model(self=, estimator=par, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:19,614:INFO:Checking exceptions -2022-06-21 19:36:19,621:INFO:Importing libraries -2022-06-21 19:36:19,621:INFO:Copying training dataset -2022-06-21 19:36:19,630:INFO:Defining folds -2022-06-21 19:36:19,630:INFO:Declaring metric variables -2022-06-21 19:36:19,631:INFO:Importing untrained model -2022-06-21 19:36:19,632:INFO:Passive Aggressive Regressor Imported successfully -2022-06-21 19:36:19,633:INFO:Starting cross validation -2022-06-21 19:36:19,634:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:19,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,892:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,899:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:19,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,055:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,098:INFO:Calculating mean and std -2022-06-21 19:36:20,099:INFO:Creating metrics dataframe -2022-06-21 19:36:20,106:INFO:Uploading results into container -2022-06-21 19:36:20,107:INFO:Uploading model into container now -2022-06-21 19:36:20,108:INFO:master_model_container: 9 -2022-06-21 19:36:20,108:INFO:display_container: 2 -2022-06-21 19:36:20,109:INFO:PassiveAggressiveRegressor(random_state=3831) -2022-06-21 19:36:20,109:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:20,344:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:20,344:INFO:Creating metrics dataframe -2022-06-21 19:36:20,360:INFO:Initializing Huber Regressor -2022-06-21 19:36:20,360:INFO:Total runtime is 0.11517154375712077 minutes -2022-06-21 19:36:20,363:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:20,364:INFO:Initializing create_model() -2022-06-21 19:36:20,364:INFO:create_model(self=, estimator=huber, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:20,365:INFO:Checking exceptions -2022-06-21 19:36:20,372:INFO:Importing libraries -2022-06-21 19:36:20,373:INFO:Copying training dataset -2022-06-21 19:36:20,378:INFO:Defining folds -2022-06-21 19:36:20,378:INFO:Declaring metric variables -2022-06-21 19:36:20,379:INFO:Importing untrained model -2022-06-21 19:36:20,379:INFO:Huber Regressor Imported successfully -2022-06-21 19:36:20,380:INFO:Starting cross validation -2022-06-21 19:36:20,381:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:20,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,550:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,716:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,717:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,765:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,785:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,786:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:36:20,870:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:20,900:INFO:Calculating mean and std -2022-06-21 19:36:20,901:INFO:Creating metrics dataframe -2022-06-21 19:36:20,906:INFO:Uploading results into container -2022-06-21 19:36:20,907:INFO:Uploading model into container now -2022-06-21 19:36:20,908:INFO:master_model_container: 10 -2022-06-21 19:36:20,908:INFO:display_container: 2 -2022-06-21 19:36:20,908:INFO:HuberRegressor() -2022-06-21 19:36:20,909:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:21,136:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:21,137:INFO:Creating metrics dataframe -2022-06-21 19:36:21,144:INFO:Initializing K Neighbors Regressor -2022-06-21 19:36:21,144:INFO:Total runtime is 0.12823471625645955 minutes -2022-06-21 19:36:21,145:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:21,145:INFO:Initializing create_model() -2022-06-21 19:36:21,145:INFO:create_model(self=, estimator=knn, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:21,146:INFO:Checking exceptions -2022-06-21 19:36:21,151:INFO:Importing libraries -2022-06-21 19:36:21,152:INFO:Copying training dataset -2022-06-21 19:36:21,158:INFO:Defining folds -2022-06-21 19:36:21,159:INFO:Declaring metric variables -2022-06-21 19:36:21,163:INFO:Importing untrained model -2022-06-21 19:36:21,167:INFO:K Neighbors Regressor Imported successfully -2022-06-21 19:36:21,168:INFO:Starting cross validation -2022-06-21 19:36:21,171:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:21,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,276:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,334:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,459:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,561:INFO:Calculating mean and std -2022-06-21 19:36:21,562:INFO:Creating metrics dataframe -2022-06-21 19:36:21,567:INFO:Uploading results into container -2022-06-21 19:36:21,568:INFO:Uploading model into container now -2022-06-21 19:36:21,569:INFO:master_model_container: 11 -2022-06-21 19:36:21,569:INFO:display_container: 2 -2022-06-21 19:36:21,570:INFO:KNeighborsRegressor(n_jobs=-1) -2022-06-21 19:36:21,570:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:21,797:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:21,797:INFO:Creating metrics dataframe -2022-06-21 19:36:21,806:INFO:Initializing Decision Tree Regressor -2022-06-21 19:36:21,807:INFO:Total runtime is 0.13927823702494302 minutes -2022-06-21 19:36:21,807:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:21,808:INFO:Initializing create_model() -2022-06-21 19:36:21,808:INFO:create_model(self=, estimator=dt, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:21,808:INFO:Checking exceptions -2022-06-21 19:36:21,813:INFO:Importing libraries -2022-06-21 19:36:21,814:INFO:Copying training dataset -2022-06-21 19:36:21,821:INFO:Defining folds -2022-06-21 19:36:21,822:INFO:Declaring metric variables -2022-06-21 19:36:21,825:INFO:Importing untrained model -2022-06-21 19:36:21,830:INFO:Decision Tree Regressor Imported successfully -2022-06-21 19:36:21,831:INFO:Starting cross validation -2022-06-21 19:36:21,832:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:21,922:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,940:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:21,996:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:22,094:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:22,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:22,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:22,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:22,231:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:22,259:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:22,302:INFO:Calculating mean and std -2022-06-21 19:36:22,303:INFO:Creating metrics dataframe -2022-06-21 19:36:22,309:INFO:Uploading results into container -2022-06-21 19:36:22,310:INFO:Uploading model into container now -2022-06-21 19:36:22,311:INFO:master_model_container: 12 -2022-06-21 19:36:22,312:INFO:display_container: 2 -2022-06-21 19:36:22,312:INFO:DecisionTreeRegressor(random_state=3831) -2022-06-21 19:36:22,313:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:22,548:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:22,549:INFO:Creating metrics dataframe -2022-06-21 19:36:22,557:INFO:Initializing Random Forest Regressor -2022-06-21 19:36:22,557:INFO:Total runtime is 0.15178902149200438 minutes -2022-06-21 19:36:22,558:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:22,558:INFO:Initializing create_model() -2022-06-21 19:36:22,559:INFO:create_model(self=, estimator=rf, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:22,559:INFO:Checking exceptions -2022-06-21 19:36:22,563:INFO:Importing libraries -2022-06-21 19:36:22,563:INFO:Copying training dataset -2022-06-21 19:36:22,567:INFO:Defining folds -2022-06-21 19:36:22,567:INFO:Declaring metric variables -2022-06-21 19:36:22,568:INFO:Importing untrained model -2022-06-21 19:36:22,569:INFO:Random Forest Regressor Imported successfully -2022-06-21 19:36:22,571:INFO:Starting cross validation -2022-06-21 19:36:22,576:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:23,047:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:23,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:23,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:23,105:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:23,612:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:23,620:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:23,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:23,681:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:24,014:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:24,015:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:24,101:INFO:Calculating mean and std -2022-06-21 19:36:24,102:INFO:Creating metrics dataframe -2022-06-21 19:36:24,109:INFO:Uploading results into container -2022-06-21 19:36:24,110:INFO:Uploading model into container now -2022-06-21 19:36:24,111:INFO:master_model_container: 13 -2022-06-21 19:36:24,112:INFO:display_container: 2 -2022-06-21 19:36:24,113:INFO:RandomForestRegressor(n_jobs=-1, random_state=3831) -2022-06-21 19:36:24,113:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:24,355:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:24,355:INFO:Creating metrics dataframe -2022-06-21 19:36:24,365:INFO:Initializing Extra Trees Regressor -2022-06-21 19:36:24,365:INFO:Total runtime is 0.18191786209742228 minutes -2022-06-21 19:36:24,366:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:24,366:INFO:Initializing create_model() -2022-06-21 19:36:24,366:INFO:create_model(self=, estimator=et, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:24,367:INFO:Checking exceptions -2022-06-21 19:36:24,370:INFO:Importing libraries -2022-06-21 19:36:24,371:INFO:Copying training dataset -2022-06-21 19:36:24,381:INFO:Defining folds -2022-06-21 19:36:24,381:INFO:Declaring metric variables -2022-06-21 19:36:24,382:INFO:Importing untrained model -2022-06-21 19:36:24,383:INFO:Extra Trees Regressor Imported successfully -2022-06-21 19:36:24,384:INFO:Starting cross validation -2022-06-21 19:36:24,386:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:24,781:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:24,800:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:24,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:24,840:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:25,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:25,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:25,288:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:25,304:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:25,543:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:25,552:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:25,604:INFO:Calculating mean and std -2022-06-21 19:36:25,604:INFO:Creating metrics dataframe -2022-06-21 19:36:25,610:INFO:Uploading results into container -2022-06-21 19:36:25,611:INFO:Uploading model into container now -2022-06-21 19:36:25,611:INFO:master_model_container: 14 -2022-06-21 19:36:25,611:INFO:display_container: 2 -2022-06-21 19:36:25,612:INFO:ExtraTreesRegressor(n_jobs=-1, random_state=3831) -2022-06-21 19:36:25,612:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:25,835:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:25,835:INFO:Creating metrics dataframe -2022-06-21 19:36:25,842:INFO:Initializing AdaBoost Regressor -2022-06-21 19:36:25,842:INFO:Total runtime is 0.20653969844182332 minutes -2022-06-21 19:36:25,843:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:25,843:INFO:Initializing create_model() -2022-06-21 19:36:25,844:INFO:create_model(self=, estimator=ada, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:25,844:INFO:Checking exceptions -2022-06-21 19:36:25,849:INFO:Importing libraries -2022-06-21 19:36:25,850:INFO:Copying training dataset -2022-06-21 19:36:25,859:INFO:Defining folds -2022-06-21 19:36:25,859:INFO:Declaring metric variables -2022-06-21 19:36:25,860:INFO:Importing untrained model -2022-06-21 19:36:25,861:INFO:AdaBoost Regressor Imported successfully -2022-06-21 19:36:25,862:INFO:Starting cross validation -2022-06-21 19:36:25,863:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:26,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,041:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,062:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,204:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,240:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,354:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,371:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,416:INFO:Calculating mean and std -2022-06-21 19:36:26,417:INFO:Creating metrics dataframe -2022-06-21 19:36:26,423:INFO:Uploading results into container -2022-06-21 19:36:26,424:INFO:Uploading model into container now -2022-06-21 19:36:26,425:INFO:master_model_container: 15 -2022-06-21 19:36:26,427:INFO:display_container: 2 -2022-06-21 19:36:26,427:INFO:AdaBoostRegressor(random_state=3831) -2022-06-21 19:36:26,427:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:26,657:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:26,657:INFO:Creating metrics dataframe -2022-06-21 19:36:26,665:INFO:Initializing Gradient Boosting Regressor -2022-06-21 19:36:26,665:INFO:Total runtime is 0.22025079727172853 minutes -2022-06-21 19:36:26,665:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:26,666:INFO:Initializing create_model() -2022-06-21 19:36:26,666:INFO:create_model(self=, estimator=gbr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:26,667:INFO:Checking exceptions -2022-06-21 19:36:26,672:INFO:Importing libraries -2022-06-21 19:36:26,672:INFO:Copying training dataset -2022-06-21 19:36:26,682:INFO:Defining folds -2022-06-21 19:36:26,682:INFO:Declaring metric variables -2022-06-21 19:36:26,683:INFO:Importing untrained model -2022-06-21 19:36:26,684:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:36:26,685:INFO:Starting cross validation -2022-06-21 19:36:26,686:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:26,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,903:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,915:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:26,968:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:27,138:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:27,139:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:27,145:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:27,214:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:27,358:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:27,361:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:27,409:INFO:Calculating mean and std -2022-06-21 19:36:27,410:INFO:Creating metrics dataframe -2022-06-21 19:36:27,418:INFO:Uploading results into container -2022-06-21 19:36:27,419:INFO:Uploading model into container now -2022-06-21 19:36:27,420:INFO:master_model_container: 16 -2022-06-21 19:36:27,420:INFO:display_container: 2 -2022-06-21 19:36:27,421:INFO:GradientBoostingRegressor(random_state=3831) -2022-06-21 19:36:27,421:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:27,643:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:27,643:INFO:Creating metrics dataframe -2022-06-21 19:36:27,652:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:36:27,653:INFO:Total runtime is 0.23671425978342692 minutes -2022-06-21 19:36:27,653:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:27,654:INFO:Initializing create_model() -2022-06-21 19:36:27,654:INFO:create_model(self=, estimator=xgboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:27,654:INFO:Checking exceptions -2022-06-21 19:36:27,659:INFO:Importing libraries -2022-06-21 19:36:27,659:INFO:Copying training dataset -2022-06-21 19:36:27,663:INFO:Defining folds -2022-06-21 19:36:27,663:INFO:Declaring metric variables -2022-06-21 19:36:27,664:INFO:Importing untrained model -2022-06-21 19:36:27,665:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:36:27,668:INFO:Starting cross validation -2022-06-21 19:36:27,670:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:28,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:28,605:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:29,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:29,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:29,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:29,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:29,278:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:29,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:29,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:30,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:30,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:30,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:30,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:30,586:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:30,679:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:30,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:31,125:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:31,170:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:31,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:31,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:36:31,374:INFO:Calculating mean and std -2022-06-21 19:36:31,378:INFO:Creating metrics dataframe -2022-06-21 19:36:31,382:INFO:Uploading results into container -2022-06-21 19:36:31,392:INFO:Uploading model into container now -2022-06-21 19:36:31,392:INFO:master_model_container: 17 -2022-06-21 19:36:31,393:INFO:display_container: 2 -2022-06-21 19:36:31,394:INFO:XGBRegressor(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=3831, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 19:36:31,395:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:31,650:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:31,651:INFO:Creating metrics dataframe -2022-06-21 19:36:31,658:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:36:31,658:INFO:Total runtime is 0.30347634156545 minutes -2022-06-21 19:36:31,659:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:31,660:INFO:Initializing create_model() -2022-06-21 19:36:31,660:INFO:create_model(self=, estimator=lightgbm, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:31,661:INFO:Checking exceptions -2022-06-21 19:36:31,666:INFO:Importing libraries -2022-06-21 19:36:31,667:INFO:Copying training dataset -2022-06-21 19:36:31,670:INFO:Defining folds -2022-06-21 19:36:31,671:INFO:Declaring metric variables -2022-06-21 19:36:31,671:INFO:Importing untrained model -2022-06-21 19:36:31,674:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:36:31,679:INFO:Starting cross validation -2022-06-21 19:36:31,681:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:33,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:33,898:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:33,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:34,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:35,769:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:36,040:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:37,470:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:37,485:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:37,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:37,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:37,970:INFO:Calculating mean and std -2022-06-21 19:36:37,971:INFO:Creating metrics dataframe -2022-06-21 19:36:37,977:INFO:Uploading results into container -2022-06-21 19:36:37,978:INFO:Uploading model into container now -2022-06-21 19:36:37,979:INFO:master_model_container: 18 -2022-06-21 19:36:37,980:INFO:display_container: 2 -2022-06-21 19:36:37,981:INFO:LGBMRegressor(random_state=3831) -2022-06-21 19:36:37,981:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:38,284:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:38,284:INFO:Creating metrics dataframe -2022-06-21 19:36:38,291:INFO:Initializing CatBoost Regressor -2022-06-21 19:36:38,291:INFO:Total runtime is 0.41402824719746906 minutes -2022-06-21 19:36:38,292:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:38,293:INFO:Initializing create_model() -2022-06-21 19:36:38,293:INFO:create_model(self=, estimator=catboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:38,293:INFO:Checking exceptions -2022-06-21 19:36:38,297:INFO:Importing libraries -2022-06-21 19:36:38,297:INFO:Copying training dataset -2022-06-21 19:36:38,301:INFO:Defining folds -2022-06-21 19:36:38,301:INFO:Declaring metric variables -2022-06-21 19:36:38,302:INFO:Importing untrained model -2022-06-21 19:36:38,303:INFO:CatBoost Regressor Imported successfully -2022-06-21 19:36:38,304:INFO:Starting cross validation -2022-06-21 19:36:38,308:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:41,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:41,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:41,239:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:41,353:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:43,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:44,089:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:45,093:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:45,122:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:45,663:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:45,760:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:45,794:INFO:Calculating mean and std -2022-06-21 19:36:45,795:INFO:Creating metrics dataframe -2022-06-21 19:36:45,800:INFO:Uploading results into container -2022-06-21 19:36:45,801:INFO:Uploading model into container now -2022-06-21 19:36:45,802:INFO:master_model_container: 19 -2022-06-21 19:36:45,802:INFO:display_container: 2 -2022-06-21 19:36:45,802:INFO: -2022-06-21 19:36:45,802:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:46,053:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:46,053:INFO:Creating metrics dataframe -2022-06-21 19:36:46,065:INFO:Initializing Dummy Regressor -2022-06-21 19:36:46,066:INFO:Total runtime is 0.5436005671819051 minutes -2022-06-21 19:36:46,067:INFO:SubProcess create_model() called ================================== -2022-06-21 19:36:46,067:INFO:Initializing create_model() -2022-06-21 19:36:46,068:INFO:create_model(self=, estimator=dummy, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:36:46,068:INFO:Checking exceptions -2022-06-21 19:36:46,072:INFO:Importing libraries -2022-06-21 19:36:46,073:INFO:Copying training dataset -2022-06-21 19:36:46,081:INFO:Defining folds -2022-06-21 19:36:46,081:INFO:Declaring metric variables -2022-06-21 19:36:46,084:INFO:Importing untrained model -2022-06-21 19:36:46,089:INFO:Dummy Regressor Imported successfully -2022-06-21 19:36:46,092:INFO:Starting cross validation -2022-06-21 19:36:46,094:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:36:46,200:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,218:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,229:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,285:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,333:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,405:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:36:46,488:INFO:Calculating mean and std -2022-06-21 19:36:46,489:INFO:Creating metrics dataframe -2022-06-21 19:36:46,493:INFO:Uploading results into container -2022-06-21 19:36:46,493:INFO:Uploading model into container now -2022-06-21 19:36:46,494:INFO:master_model_container: 20 -2022-06-21 19:36:46,494:INFO:display_container: 2 -2022-06-21 19:36:46,495:INFO:DummyRegressor() -2022-06-21 19:36:46,495:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:46,716:INFO:SubProcess create_model() end ================================== -2022-06-21 19:36:46,717:INFO:Creating metrics dataframe -2022-06-21 19:36:46,731:INFO:Initializing create_model() -2022-06-21 19:36:46,732:INFO:create_model(self=, estimator=GradientBoostingRegressor(random_state=3831), fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:36:46,732:INFO:Checking exceptions -2022-06-21 19:36:46,743:INFO:Importing libraries -2022-06-21 19:36:46,743:INFO:Copying training dataset -2022-06-21 19:36:46,747:INFO:Defining folds -2022-06-21 19:36:46,747:INFO:Declaring metric variables -2022-06-21 19:36:46,750:INFO:Importing untrained model -2022-06-21 19:36:46,751:INFO:Declaring custom model -2022-06-21 19:36:46,753:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:36:46,756:INFO:Cross validation set to False -2022-06-21 19:36:46,756:INFO:Fitting Model -2022-06-21 19:36:46,990:INFO:GradientBoostingRegressor(random_state=3831) -2022-06-21 19:36:46,990:INFO:create_model() successfully completed...................................... -2022-06-21 19:36:47,245:INFO: Model MAE MSE \ -gbr Gradient Boosting Regressor 2618.0379 2.222874e+07 -catboost CatBoost Regressor 2814.7457 2.426570e+07 -lightgbm Light Gradient Boosting Machine 2917.4748 2.447083e+07 -rf Random Forest Regressor 2860.0393 2.546691e+07 -ada AdaBoost Regressor 4027.4715 2.686257e+07 -et Extra Trees Regressor 2808.5941 2.842910e+07 -xgboost Extreme Gradient Boosting 3223.6228 2.985804e+07 -llar Lasso Least Angle Regression 4274.5038 3.875218e+07 -ridge Ridge Regression 4292.9715 3.881421e+07 -lasso Lasso Regression 4280.8191 3.880598e+07 -br Bayesian Ridge 4287.3377 3.881320e+07 -lar Least Angle Regression 4280.7128 3.881135e+07 -lr Linear Regression 4280.7128 3.881135e+07 -huber Huber Regressor 3545.8010 4.958049e+07 -dt Decision Tree Regressor 3373.7818 4.868878e+07 -omp Orthogonal Matching Pursuit 5707.3468 5.635316e+07 -par Passive Aggressive Regressor 4119.5988 6.099449e+07 -en Elastic Net 7431.7887 9.262767e+07 -knn K Neighbors Regressor 8012.4727 1.309742e+08 -dummy Dummy Regressor 9197.7897 1.472348e+08 - - RMSE R2 RMSLE MAPE TT (Sec) -gbr 4650.2063 0.8423 0.4188 0.2860 0.072 -catboost 4865.3563 0.8281 0.4522 0.3137 0.748 -lightgbm 4896.3378 0.8261 0.5189 0.3360 0.629 -rf 5008.7811 0.8161 0.4640 0.3278 0.152 -ada 5157.5929 0.8045 0.5806 0.6313 0.055 -et 5305.2399 0.7916 0.4789 0.3200 0.122 -xgboost 5422.7443 0.7860 0.5511 0.3869 0.370 -llar 6193.6339 0.7250 0.5905 0.4281 0.042 -ridge 6198.7011 0.7245 0.5980 0.4304 0.042 -lasso 6198.2602 0.7244 0.6101 0.4283 0.037 -br 6198.7330 0.7244 0.5982 0.4294 0.041 -lar 6198.7217 0.7243 0.6082 0.4282 0.037 -lr 6198.7217 0.7243 0.6082 0.4282 0.128 -huber 7009.6274 0.6409 0.4561 0.2215 0.052 -dt 6908.7255 0.6403 0.5341 0.3801 0.047 -omp 7464.4957 0.6042 0.7157 0.8566 0.036 -par 7726.8050 0.5826 0.4378 0.2388 0.046 -en 9564.8084 0.3605 0.7549 0.9695 0.037 -knn 11413.5711 0.0797 0.8628 0.9912 0.039 -dummy 12063.8775 -0.0141 0.9976 1.5186 0.039 -2022-06-21 19:36:47,246:INFO:master_model_container: 20 -2022-06-21 19:36:47,246:INFO:display_container: 2 -2022-06-21 19:36:47,247:INFO:GradientBoostingRegressor(random_state=3831) -2022-06-21 19:36:47,247:INFO:compare_models() successfully completed...................................... -2022-06-21 19:36:47,248:INFO:Initializing evaluate_model() -2022-06-21 19:36:47,248:INFO:evaluate_model(self=, estimator=GradientBoostingRegressor(random_state=3831), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:36:47,272:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('Residuals', 'residuals'), ('Prediction Error', 'error'), ('Cooks Distance', 'cooks'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Validation Curve', 'vc'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Tree', 'tree'), ('Interactive Residuals', 'residuals_interactive')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:36:47,274:INFO:Initializing plot_model() -2022-06-21 19:36:47,275:INFO:plot_model(plot=residuals, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=GradientBoostingRegressor(random_state=3831), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:36:47,276:INFO:Checking exceptions -2022-06-21 19:36:47,280:INFO:Preloading libraries -2022-06-21 19:36:47,293:INFO:Copying training dataset -2022-06-21 19:36:47,295:INFO:Plot type: residuals -2022-06-21 19:36:47,492:INFO:Fitting Model -2022-06-21 19:36:47,492:WARNING:X does not have valid feature names, but GradientBoostingRegressor was fitted with feature names - -2022-06-21 19:36:47,553:INFO:Scoring test/hold-out set -2022-06-21 19:36:47,597:INFO:Saving 'images/Residuals.png' -2022-06-21 19:36:47,933:INFO:Visual Rendered Successfully -2022-06-21 19:36:48,220:INFO:plot_model() successfully completed...................................... -2022-06-21 19:36:48,222:INFO:residuals -2022-06-21 19:38:08,749:INFO: age sex bmi children smoker region charges -0 19 female 27.900 0 yes southwest 16884.92400 -1 18 male 33.770 1 no southeast 1725.55230 -2 28 male 33.000 3 no southeast 4449.46200 -3 33 male 22.705 0 no northwest 21984.47061 -4 32 male 28.880 0 no northwest 3866.85520 -2022-06-21 19:38:08,751:INFO:PyCaret RegressionExperiment -2022-06-21 19:38:08,753:INFO:Logging name: reg-default-name -2022-06-21 19:38:08,754:INFO:ML Usecase: MLUsecase.REGRESSION -2022-06-21 19:38:08,755:INFO:version 3.0.0.rc1 -2022-06-21 19:38:08,756:INFO:Initializing setup() -2022-06-21 19:38:08,757:INFO:self.USI: 4dea -2022-06-21 19:38:08,758:INFO:self.variable_keys: {'pipeline', '_all_models_internal', 'y_train', 'fold_groups_param', 'logging_param', '_gpu_n_jobs_param', 'log_plots_param', 'fold_shuffle_param', '_available_plots', 'exp_name_log', 'data', 'variable_keys', '_all_models', 'y_test', 'transform_target_method_param', 'transform_target_param', 'memory', 'target_param', 'gpu_param', 'n_jobs_param', '_all_metrics', 'html_param', 'seed', 'X', 'X_test', '_ml_usecase', 'USI', 'fold_generator', 'master_model_container', 'display_container', 'y', 'X_train', 'idx', 'exp_id'} -2022-06-21 19:38:08,759:INFO:Checking environment -2022-06-21 19:38:08,759:INFO:python_version: 3.9.7 -2022-06-21 19:38:08,760:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 19:38:08,760:INFO:machine: x86_64 -2022-06-21 19:38:08,760:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:38:08,761:INFO:Memory: svmem(total=8230690816, available=1105387520, percent=86.6, used=6005633024, free=192196608, active=3586228224, inactive=3706396672, buffers=98430976, cached=1934430208, shared=811393024, slab=371515392) -2022-06-21 19:38:08,761:INFO:Physical Core: 2 -2022-06-21 19:38:08,761:INFO:Logical Core: 4 -2022-06-21 19:38:08,762:INFO:Checking libraries -2022-06-21 19:38:08,762:INFO: -System: -2022-06-21 19:38:08,762:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 19:38:08,762:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 19:38:08,762:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 19:38:08,763:INFO: -PyCaret required dependencies: -2022-06-21 19:38:08,763:INFO: pip: 22.1.2 -2022-06-21 19:38:08,763:INFO: setuptools: 58.0.4 -2022-06-21 19:38:08,764:INFO: pycaret: 3.0.0.rc1 -2022-06-21 19:38:08,764:INFO: ipython: Not installed -2022-06-21 19:38:08,764:INFO: ipywidgets: 7.6.5 -2022-06-21 19:38:08,764:INFO: tqdm: 4.62.3 -2022-06-21 19:38:08,765:INFO: numpy: 1.21.5 -2022-06-21 19:38:08,765:INFO: pandas: 1.3.5 -2022-06-21 19:38:08,765:INFO: jinja2: 3.0.3 -2022-06-21 19:38:08,765:INFO: scipy: 1.7.1 -2022-06-21 19:38:08,765:INFO: joblib: 1.1.0 -2022-06-21 19:38:08,766:INFO: sklearn: 1.1.1 -2022-06-21 19:38:08,766:INFO: pyod: Installed but version unavailable -2022-06-21 19:38:08,767:INFO: imblearn: 0.9.1 -2022-06-21 19:38:08,768:INFO: category_encoders: 2.5.0 -2022-06-21 19:38:08,769:INFO: lightgbm: 3.2.1 -2022-06-21 19:38:08,771:INFO: numba: 0.55.2 -2022-06-21 19:38:08,772:INFO: requests: 2.27.1 -2022-06-21 19:38:08,774:INFO: matplotlib: 3.4.3 -2022-06-21 19:38:08,775:INFO: scikitplot: 0.3.7 -2022-06-21 19:38:08,775:INFO: yellowbrick: 1.4 -2022-06-21 19:38:08,776:INFO: plotly: 5.5.0 -2022-06-21 19:38:08,776:INFO: kaleido: 0.2.1 -2022-06-21 19:38:08,777:INFO: statsmodels: 0.12.2 -2022-06-21 19:38:08,777:INFO: sktime: 0.11.4 -2022-06-21 19:38:08,778:INFO: tbats: Installed but version unavailable -2022-06-21 19:38:08,778:INFO: pmdarima: 1.8.5 -2022-06-21 19:38:08,778:INFO: psutil: 5.9.0 -2022-06-21 19:38:08,779:INFO: -PyCaret optional dependencies: -2022-06-21 19:38:08,780:INFO: shap: 0.39.0 -2022-06-21 19:38:08,780:INFO: interpret: 0.2.7 -2022-06-21 19:38:08,780:INFO: umap: 0.5.3 -2022-06-21 19:38:08,781:INFO: pandas_profiling: 3.2.0 -2022-06-21 19:38:08,781:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 19:38:08,781:INFO: autoviz: 0.1.39 -2022-06-21 19:38:08,782:INFO: fairlearn: 0.7.0 -2022-06-21 19:38:08,783:INFO: xgboost: 1.4.0 -2022-06-21 19:38:08,784:INFO: catboost: 1.0.6 -2022-06-21 19:38:08,785:INFO: kmodes: 0.12.1 -2022-06-21 19:38:08,786:INFO: mlxtend: 0.20.0 -2022-06-21 19:38:08,788:INFO: statsforecast: 0.5.5 -2022-06-21 19:38:08,789:INFO: tune_sklearn: 0.4.3 -2022-06-21 19:38:08,791:INFO: ray: 1.12.1 -2022-06-21 19:38:08,792:INFO: hyperopt: 0.2.7 -2022-06-21 19:38:08,792:INFO: optuna: 2.10.0 -2022-06-21 19:38:08,794:INFO: skopt: 0.9.0 -2022-06-21 19:38:08,795:INFO: mlflow: 1.26.1 -2022-06-21 19:38:08,795:INFO: gradio: 3.0.11 -2022-06-21 19:38:08,795:INFO: fastapi: 0.75.2 -2022-06-21 19:38:08,796:INFO: uvicorn: 0.17.6 -2022-06-21 19:38:08,797:INFO: m2cgen: 0.10.0 -2022-06-21 19:38:08,799:INFO: evidently: 0.1.51.dev0 -2022-06-21 19:38:08,802:INFO: nltk: 3.6.5 -2022-06-21 19:38:08,802:INFO: pyLDAvis: Not installed -2022-06-21 19:38:08,804:INFO: gensim: Not installed -2022-06-21 19:38:08,804:INFO: spacy: Not installed -2022-06-21 19:38:08,805:INFO: wordcloud: 1.8.1 -2022-06-21 19:38:08,806:INFO: textblob: 0.17.1 -2022-06-21 19:38:08,807:INFO: fugue: 0.6.6 -2022-06-21 19:38:08,808:INFO: streamlit: 1.10.0 -2022-06-21 19:38:08,808:INFO: prophet: Not installed -2022-06-21 19:38:08,808:INFO:None -2022-06-21 19:38:08,808:INFO:Set up data. -2022-06-21 19:38:08,827:INFO:Set up train/test split. -2022-06-21 19:38:08,841:INFO:Set up folding strategy. -2022-06-21 19:38:08,842:INFO:Assigning column types. -2022-06-21 19:38:08,855:INFO:Preparing preprocessing pipeline... -2022-06-21 19:38:08,856:INFO:Set up simple imputation. -2022-06-21 19:38:08,868:INFO:Set up encoding of ordinal features. -2022-06-21 19:38:08,886:INFO:Set up encoding of categorical features. -2022-06-21 19:38:09,065:INFO:Finished creating preprocessing pipeline. -2022-06-21 19:38:09,076:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(include=['age', 'bmi', 'children'], transformer=SimpleImputer())), - ('categorical_imputer', - TransformerWrapper(include=['sex', 'smoker', 'region'], transformer=SimpleImputer(fill_value='constant', strategy='constant'))), - ('ordinal_encoding', - TransformerWrapper(include=[...ker'], transformer=OrdinalEncoder(cols=['sex', 'smoker'], handle_missing='return_nan', mapping=[{'col': 'sex', 'mapping': {nan: -1, 'female': 0, 'male': 1}}, {'col': 'smoker', 'mapping': {nan: -1, 'no': 0, 'yes': 1}}]))), - ('onehot_encoding', - TransformerWrapper(include=['region'], transformer=OneHotEncoder(cols=['region'], handle_missing='return_nan', use_cat_names=True)))]) -2022-06-21 19:38:09,077:INFO:Creating final display dataframe. -2022-06-21 19:38:09,380:INFO:Setup display_container: Description Value -0 Session id 5104 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 4dea -2022-06-21 19:38:09,387:INFO: Description Value -0 Session id 5104 -1 Target charges -2 Target type Regression -3 Data shape (1338, 10) -4 Train data shape (936, 10) -5 Test data shape (402, 10) -6 Ordinal features 2 -7 Numeric features 3 -8 Categorical features 3 -9 Preprocess True -10 Imputation type simple -11 Numeric imputation mean -12 Categorical imputation constant -13 Maximum one-hot encoding 5 -14 Encoding method None -15 Fold Generator KFold -16 Fold Number 10 -17 CPU Jobs -1 -18 Use GPU False -19 Log Experiment False -20 Experiment Name reg-default-name -21 USI 4dea -2022-06-21 19:38:09,613:INFO:setup() successfully completed in 0.86s............... -2022-06-21 19:38:09,613:INFO:Initializing compare_models() -2022-06-21 19:38:09,614:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=R2, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'R2', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 19:38:09,614:INFO:Checking exceptions -2022-06-21 19:38:09,617:INFO:Preparing display monitor -2022-06-21 19:38:09,620:INFO:Initializing Linear Regression -2022-06-21 19:38:09,621:INFO:Total runtime is 3.147125244140625e-06 minutes -2022-06-21 19:38:09,621:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:09,622:INFO:Initializing create_model() -2022-06-21 19:38:09,622:INFO:create_model(self=, estimator=lr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:09,622:INFO:Checking exceptions -2022-06-21 19:38:09,625:INFO:Importing libraries -2022-06-21 19:38:09,625:INFO:Copying training dataset -2022-06-21 19:38:09,636:INFO:Defining folds -2022-06-21 19:38:09,636:INFO:Declaring metric variables -2022-06-21 19:38:09,638:INFO:Importing untrained model -2022-06-21 19:38:09,639:INFO:Linear Regression Imported successfully -2022-06-21 19:38:09,640:INFO:Starting cross validation -2022-06-21 19:38:09,641:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:09,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,005:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,020:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,058:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,461:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,472:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,508:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,692:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,714:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:10,743:INFO:Calculating mean and std -2022-06-21 19:38:10,744:INFO:Creating metrics dataframe -2022-06-21 19:38:10,754:INFO:Uploading results into container -2022-06-21 19:38:10,755:INFO:Uploading model into container now -2022-06-21 19:38:10,755:INFO:master_model_container: 1 -2022-06-21 19:38:10,756:INFO:display_container: 2 -2022-06-21 19:38:10,756:INFO:LinearRegression(n_jobs=-1) -2022-06-21 19:38:10,757:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:10,978:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:10,979:INFO:Creating metrics dataframe -2022-06-21 19:38:10,984:INFO:Initializing Lasso Regression -2022-06-21 19:38:10,985:INFO:Total runtime is 0.02273795207341512 minutes -2022-06-21 19:38:10,985:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:10,986:INFO:Initializing create_model() -2022-06-21 19:38:10,986:INFO:create_model(self=, estimator=lasso, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:10,987:INFO:Checking exceptions -2022-06-21 19:38:10,989:INFO:Importing libraries -2022-06-21 19:38:10,989:INFO:Copying training dataset -2022-06-21 19:38:11,000:INFO:Defining folds -2022-06-21 19:38:11,001:INFO:Declaring metric variables -2022-06-21 19:38:11,002:INFO:Importing untrained model -2022-06-21 19:38:11,003:INFO:Lasso Regression Imported successfully -2022-06-21 19:38:11,004:INFO:Starting cross validation -2022-06-21 19:38:11,005:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:11,097:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,126:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,178:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,256:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,280:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,344:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,393:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,436:INFO:Calculating mean and std -2022-06-21 19:38:11,437:INFO:Creating metrics dataframe -2022-06-21 19:38:11,441:INFO:Uploading results into container -2022-06-21 19:38:11,442:INFO:Uploading model into container now -2022-06-21 19:38:11,442:INFO:master_model_container: 2 -2022-06-21 19:38:11,443:INFO:display_container: 2 -2022-06-21 19:38:11,443:INFO:Lasso(random_state=5104) -2022-06-21 19:38:11,444:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:11,672:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:11,672:INFO:Creating metrics dataframe -2022-06-21 19:38:11,679:INFO:Initializing Ridge Regression -2022-06-21 19:38:11,679:INFO:Total runtime is 0.034309025605519614 minutes -2022-06-21 19:38:11,680:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:11,680:INFO:Initializing create_model() -2022-06-21 19:38:11,681:INFO:create_model(self=, estimator=ridge, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:11,681:INFO:Checking exceptions -2022-06-21 19:38:11,686:INFO:Importing libraries -2022-06-21 19:38:11,686:INFO:Copying training dataset -2022-06-21 19:38:11,697:INFO:Defining folds -2022-06-21 19:38:11,697:INFO:Declaring metric variables -2022-06-21 19:38:11,698:INFO:Importing untrained model -2022-06-21 19:38:11,699:INFO:Ridge Regression Imported successfully -2022-06-21 19:38:11,699:INFO:Starting cross validation -2022-06-21 19:38:11,701:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:11,808:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,819:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,931:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:11,962:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,052:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,112:INFO:Calculating mean and std -2022-06-21 19:38:12,113:INFO:Creating metrics dataframe -2022-06-21 19:38:12,121:INFO:Uploading results into container -2022-06-21 19:38:12,123:INFO:Uploading model into container now -2022-06-21 19:38:12,124:INFO:master_model_container: 3 -2022-06-21 19:38:12,125:INFO:display_container: 2 -2022-06-21 19:38:12,126:INFO:Ridge(random_state=5104) -2022-06-21 19:38:12,126:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:12,370:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:12,371:INFO:Creating metrics dataframe -2022-06-21 19:38:12,378:INFO:Initializing Elastic Net -2022-06-21 19:38:12,378:INFO:Total runtime is 0.04596430063247681 minutes -2022-06-21 19:38:12,379:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:12,380:INFO:Initializing create_model() -2022-06-21 19:38:12,380:INFO:create_model(self=, estimator=en, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:12,380:INFO:Checking exceptions -2022-06-21 19:38:12,385:INFO:Importing libraries -2022-06-21 19:38:12,385:INFO:Copying training dataset -2022-06-21 19:38:12,390:INFO:Defining folds -2022-06-21 19:38:12,391:INFO:Declaring metric variables -2022-06-21 19:38:12,394:INFO:Importing untrained model -2022-06-21 19:38:12,397:INFO:Elastic Net Imported successfully -2022-06-21 19:38:12,398:INFO:Starting cross validation -2022-06-21 19:38:12,399:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:12,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,501:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,511:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,577:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,629:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,728:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:12,777:INFO:Calculating mean and std -2022-06-21 19:38:12,778:INFO:Creating metrics dataframe -2022-06-21 19:38:12,783:INFO:Uploading results into container -2022-06-21 19:38:12,784:INFO:Uploading model into container now -2022-06-21 19:38:12,785:INFO:master_model_container: 4 -2022-06-21 19:38:12,785:INFO:display_container: 2 -2022-06-21 19:38:12,786:INFO:ElasticNet(random_state=5104) -2022-06-21 19:38:12,786:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:13,006:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:13,006:INFO:Creating metrics dataframe -2022-06-21 19:38:13,015:INFO:Initializing Least Angle Regression -2022-06-21 19:38:13,015:INFO:Total runtime is 0.05657931963602702 minutes -2022-06-21 19:38:13,016:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:13,017:INFO:Initializing create_model() -2022-06-21 19:38:13,017:INFO:create_model(self=, estimator=lar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:13,017:INFO:Checking exceptions -2022-06-21 19:38:13,020:INFO:Importing libraries -2022-06-21 19:38:13,021:INFO:Copying training dataset -2022-06-21 19:38:13,027:INFO:Defining folds -2022-06-21 19:38:13,029:INFO:Declaring metric variables -2022-06-21 19:38:13,032:INFO:Importing untrained model -2022-06-21 19:38:13,034:INFO:Least Angle Regression Imported successfully -2022-06-21 19:38:13,046:INFO:Starting cross validation -2022-06-21 19:38:13,050:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:13,174:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,220:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,223:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,224:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,293:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,301:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,346:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,349:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,352:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), Lars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:13,479:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,510:INFO:Calculating mean and std -2022-06-21 19:38:13,511:INFO:Creating metrics dataframe -2022-06-21 19:38:13,515:INFO:Uploading results into container -2022-06-21 19:38:13,516:INFO:Uploading model into container now -2022-06-21 19:38:13,516:INFO:master_model_container: 5 -2022-06-21 19:38:13,517:INFO:display_container: 2 -2022-06-21 19:38:13,517:INFO:Lars(random_state=5104) -2022-06-21 19:38:13,517:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:13,739:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:13,740:INFO:Creating metrics dataframe -2022-06-21 19:38:13,755:INFO:Initializing Lasso Least Angle Regression -2022-06-21 19:38:13,755:INFO:Total runtime is 0.0689132571220398 minutes -2022-06-21 19:38:13,756:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:13,757:INFO:Initializing create_model() -2022-06-21 19:38:13,759:INFO:create_model(self=, estimator=llar, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:13,760:INFO:Checking exceptions -2022-06-21 19:38:13,769:INFO:Importing libraries -2022-06-21 19:38:13,770:INFO:Copying training dataset -2022-06-21 19:38:13,773:INFO:Defining folds -2022-06-21 19:38:13,774:INFO:Declaring metric variables -2022-06-21 19:38:13,774:INFO:Importing untrained model -2022-06-21 19:38:13,775:INFO:Lasso Least Angle Regression Imported successfully -2022-06-21 19:38:13,776:INFO:Starting cross validation -2022-06-21 19:38:13,777:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:13,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:13,853:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,872:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:13,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,884:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:13,887:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:13,944:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,978:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:13,981:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:13,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:13,987:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,008:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:14,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:14,109:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:14,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), LassoLars()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - -Set parameter alpha to: original_alpha * np.sqrt(n_samples). - warnings.warn( - -2022-06-21 19:38:14,117:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,117:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,189:INFO:Calculating mean and std -2022-06-21 19:38:14,190:INFO:Creating metrics dataframe -2022-06-21 19:38:14,197:INFO:Uploading results into container -2022-06-21 19:38:14,198:INFO:Uploading model into container now -2022-06-21 19:38:14,198:INFO:master_model_container: 6 -2022-06-21 19:38:14,199:INFO:display_container: 2 -2022-06-21 19:38:14,200:INFO:LassoLars(random_state=5104) -2022-06-21 19:38:14,200:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:14,427:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:14,427:INFO:Creating metrics dataframe -2022-06-21 19:38:14,436:INFO:Initializing Orthogonal Matching Pursuit -2022-06-21 19:38:14,436:INFO:Total runtime is 0.08026457230250042 minutes -2022-06-21 19:38:14,437:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:14,438:INFO:Initializing create_model() -2022-06-21 19:38:14,438:INFO:create_model(self=, estimator=omp, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:14,438:INFO:Checking exceptions -2022-06-21 19:38:14,441:INFO:Importing libraries -2022-06-21 19:38:14,442:INFO:Copying training dataset -2022-06-21 19:38:14,451:INFO:Defining folds -2022-06-21 19:38:14,452:INFO:Declaring metric variables -2022-06-21 19:38:14,453:INFO:Importing untrained model -2022-06-21 19:38:14,454:INFO:Orthogonal Matching Pursuit Imported successfully -2022-06-21 19:38:14,455:INFO:Starting cross validation -2022-06-21 19:38:14,456:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:14,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,606:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,610:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,667:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,684:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,688:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,697:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,701:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,721:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,781:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,781:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_base.py:133: FutureWarning: The default of 'normalize' will be set to False in version 1.2 and deprecated in version 1.4. -If you wish to scale the data, use Pipeline with a StandardScaler in a preprocessing stage. To reproduce the previous behavior: - -from sklearn.pipeline import make_pipeline - -model = make_pipeline(StandardScaler(with_mean=False), OrthogonalMatchingPursuit()) - -If you wish to pass a sample_weight parameter, you need to pass it as a fit parameter to each step of the pipeline as follows: - -kwargs = {s[0] + '__sample_weight': sample_weight for s in model.steps} -model.fit(X, y, **kwargs) - - - warnings.warn( - -2022-06-21 19:38:14,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,784:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:14,814:INFO:Calculating mean and std -2022-06-21 19:38:14,814:INFO:Creating metrics dataframe -2022-06-21 19:38:14,819:INFO:Uploading results into container -2022-06-21 19:38:14,820:INFO:Uploading model into container now -2022-06-21 19:38:14,820:INFO:master_model_container: 7 -2022-06-21 19:38:14,820:INFO:display_container: 2 -2022-06-21 19:38:14,821:INFO:OrthogonalMatchingPursuit() -2022-06-21 19:38:14,821:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:15,040:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:15,040:INFO:Creating metrics dataframe -2022-06-21 19:38:15,048:INFO:Initializing Bayesian Ridge -2022-06-21 19:38:15,048:INFO:Total runtime is 0.09046572049458823 minutes -2022-06-21 19:38:15,049:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:15,050:INFO:Initializing create_model() -2022-06-21 19:38:15,050:INFO:create_model(self=, estimator=br, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:15,050:INFO:Checking exceptions -2022-06-21 19:38:15,052:INFO:Importing libraries -2022-06-21 19:38:15,053:INFO:Copying training dataset -2022-06-21 19:38:15,060:INFO:Defining folds -2022-06-21 19:38:15,062:INFO:Declaring metric variables -2022-06-21 19:38:15,064:INFO:Importing untrained model -2022-06-21 19:38:15,068:INFO:Bayesian Ridge Imported successfully -2022-06-21 19:38:15,070:INFO:Starting cross validation -2022-06-21 19:38:15,072:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:15,196:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,227:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,242:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,323:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,354:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,390:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,490:INFO:Calculating mean and std -2022-06-21 19:38:15,490:INFO:Creating metrics dataframe -2022-06-21 19:38:15,495:INFO:Uploading results into container -2022-06-21 19:38:15,495:INFO:Uploading model into container now -2022-06-21 19:38:15,496:INFO:master_model_container: 8 -2022-06-21 19:38:15,496:INFO:display_container: 2 -2022-06-21 19:38:15,497:INFO:BayesianRidge() -2022-06-21 19:38:15,497:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:15,720:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:15,720:INFO:Creating metrics dataframe -2022-06-21 19:38:15,729:INFO:Initializing Passive Aggressive Regressor -2022-06-21 19:38:15,730:INFO:Total runtime is 0.10182035764058432 minutes -2022-06-21 19:38:15,730:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:15,731:INFO:Initializing create_model() -2022-06-21 19:38:15,731:INFO:create_model(self=, estimator=par, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:15,731:INFO:Checking exceptions -2022-06-21 19:38:15,736:INFO:Importing libraries -2022-06-21 19:38:15,737:INFO:Copying training dataset -2022-06-21 19:38:15,751:INFO:Defining folds -2022-06-21 19:38:15,751:INFO:Declaring metric variables -2022-06-21 19:38:15,752:INFO:Importing untrained model -2022-06-21 19:38:15,754:INFO:Passive Aggressive Regressor Imported successfully -2022-06-21 19:38:15,759:INFO:Starting cross validation -2022-06-21 19:38:15,760:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:15,860:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,868:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,896:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:15,993:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,021:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,118:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,210:INFO:Calculating mean and std -2022-06-21 19:38:16,211:INFO:Creating metrics dataframe -2022-06-21 19:38:16,217:INFO:Uploading results into container -2022-06-21 19:38:16,217:INFO:Uploading model into container now -2022-06-21 19:38:16,218:INFO:master_model_container: 9 -2022-06-21 19:38:16,218:INFO:display_container: 2 -2022-06-21 19:38:16,219:INFO:PassiveAggressiveRegressor(random_state=5104) -2022-06-21 19:38:16,219:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:16,446:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:16,447:INFO:Creating metrics dataframe -2022-06-21 19:38:16,454:INFO:Initializing Huber Regressor -2022-06-21 19:38:16,454:INFO:Total runtime is 0.11389093399047853 minutes -2022-06-21 19:38:16,455:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:16,455:INFO:Initializing create_model() -2022-06-21 19:38:16,455:INFO:create_model(self=, estimator=huber, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:16,456:INFO:Checking exceptions -2022-06-21 19:38:16,461:INFO:Importing libraries -2022-06-21 19:38:16,461:INFO:Copying training dataset -2022-06-21 19:38:16,471:INFO:Defining folds -2022-06-21 19:38:16,471:INFO:Declaring metric variables -2022-06-21 19:38:16,472:INFO:Importing untrained model -2022-06-21 19:38:16,473:INFO:Huber Regressor Imported successfully -2022-06-21 19:38:16,474:INFO:Starting cross validation -2022-06-21 19:38:16,475:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:16,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:38:16,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,634:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,643:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:38:16,644:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:38:16,688:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,814:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:38:16,815:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:38:16,820:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:38:16,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:38:16,863:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,953:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:38:16,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,958:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_huber.py:332: ConvergenceWarning: lbfgs failed to converge (status=1): -STOP: TOTAL NO. of ITERATIONS REACHED LIMIT. - -Increase the number of iterations (max_iter) or scale the data as shown in: - https://scikit-learn.org/stable/modules/preprocessing.html - self.n_iter_ = _check_optimize_result("lbfgs", opt_res, self.max_iter) - -2022-06-21 19:38:16,959:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:16,990:INFO:Calculating mean and std -2022-06-21 19:38:16,990:INFO:Creating metrics dataframe -2022-06-21 19:38:16,995:INFO:Uploading results into container -2022-06-21 19:38:16,996:INFO:Uploading model into container now -2022-06-21 19:38:16,996:INFO:master_model_container: 10 -2022-06-21 19:38:16,997:INFO:display_container: 2 -2022-06-21 19:38:16,997:INFO:HuberRegressor() -2022-06-21 19:38:16,998:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:17,266:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:17,266:INFO:Creating metrics dataframe -2022-06-21 19:38:17,274:INFO:Initializing K Neighbors Regressor -2022-06-21 19:38:17,274:INFO:Total runtime is 0.12756043672561648 minutes -2022-06-21 19:38:17,275:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:17,275:INFO:Initializing create_model() -2022-06-21 19:38:17,276:INFO:create_model(self=, estimator=knn, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:17,276:INFO:Checking exceptions -2022-06-21 19:38:17,280:INFO:Importing libraries -2022-06-21 19:38:17,281:INFO:Copying training dataset -2022-06-21 19:38:17,286:INFO:Defining folds -2022-06-21 19:38:17,287:INFO:Declaring metric variables -2022-06-21 19:38:17,289:INFO:Importing untrained model -2022-06-21 19:38:17,292:INFO:K Neighbors Regressor Imported successfully -2022-06-21 19:38:17,293:INFO:Starting cross validation -2022-06-21 19:38:17,294:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:17,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,401:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,514:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,578:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:17,684:INFO:Calculating mean and std -2022-06-21 19:38:17,685:INFO:Creating metrics dataframe -2022-06-21 19:38:17,691:INFO:Uploading results into container -2022-06-21 19:38:17,692:INFO:Uploading model into container now -2022-06-21 19:38:17,692:INFO:master_model_container: 11 -2022-06-21 19:38:17,693:INFO:display_container: 2 -2022-06-21 19:38:17,693:INFO:KNeighborsRegressor(n_jobs=-1) -2022-06-21 19:38:17,693:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:17,913:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:17,914:INFO:Creating metrics dataframe -2022-06-21 19:38:17,923:INFO:Initializing Decision Tree Regressor -2022-06-21 19:38:17,923:INFO:Total runtime is 0.13837344249089562 minutes -2022-06-21 19:38:17,924:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:17,924:INFO:Initializing create_model() -2022-06-21 19:38:17,924:INFO:create_model(self=, estimator=dt, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:17,925:INFO:Checking exceptions -2022-06-21 19:38:17,929:INFO:Importing libraries -2022-06-21 19:38:17,929:INFO:Copying training dataset -2022-06-21 19:38:17,934:INFO:Defining folds -2022-06-21 19:38:17,934:INFO:Declaring metric variables -2022-06-21 19:38:17,937:INFO:Importing untrained model -2022-06-21 19:38:17,940:INFO:Decision Tree Regressor Imported successfully -2022-06-21 19:38:17,942:INFO:Starting cross validation -2022-06-21 19:38:17,943:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:18,032:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,051:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,119:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,183:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,316:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,381:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:18,419:INFO:Calculating mean and std -2022-06-21 19:38:18,420:INFO:Creating metrics dataframe -2022-06-21 19:38:18,424:INFO:Uploading results into container -2022-06-21 19:38:18,425:INFO:Uploading model into container now -2022-06-21 19:38:18,425:INFO:master_model_container: 12 -2022-06-21 19:38:18,426:INFO:display_container: 2 -2022-06-21 19:38:18,426:INFO:DecisionTreeRegressor(random_state=5104) -2022-06-21 19:38:18,426:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:18,650:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:18,650:INFO:Creating metrics dataframe -2022-06-21 19:38:18,657:INFO:Initializing Random Forest Regressor -2022-06-21 19:38:18,658:INFO:Total runtime is 0.15062144200007124 minutes -2022-06-21 19:38:18,658:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:18,659:INFO:Initializing create_model() -2022-06-21 19:38:18,659:INFO:create_model(self=, estimator=rf, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:18,660:INFO:Checking exceptions -2022-06-21 19:38:18,665:INFO:Importing libraries -2022-06-21 19:38:18,665:INFO:Copying training dataset -2022-06-21 19:38:18,675:INFO:Defining folds -2022-06-21 19:38:18,675:INFO:Declaring metric variables -2022-06-21 19:38:18,676:INFO:Importing untrained model -2022-06-21 19:38:18,677:INFO:Random Forest Regressor Imported successfully -2022-06-21 19:38:18,678:INFO:Starting cross validation -2022-06-21 19:38:18,679:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:19,189:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:19,191:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:19,205:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:19,265:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:19,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:19,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:19,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:19,833:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:20,169:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:20,186:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:20,248:INFO:Calculating mean and std -2022-06-21 19:38:20,249:INFO:Creating metrics dataframe -2022-06-21 19:38:20,254:INFO:Uploading results into container -2022-06-21 19:38:20,255:INFO:Uploading model into container now -2022-06-21 19:38:20,255:INFO:master_model_container: 13 -2022-06-21 19:38:20,256:INFO:display_container: 2 -2022-06-21 19:38:20,256:INFO:RandomForestRegressor(n_jobs=-1, random_state=5104) -2022-06-21 19:38:20,257:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:20,481:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:20,481:INFO:Creating metrics dataframe -2022-06-21 19:38:20,490:INFO:Initializing Extra Trees Regressor -2022-06-21 19:38:20,490:INFO:Total runtime is 0.18115666707356776 minutes -2022-06-21 19:38:20,491:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:20,491:INFO:Initializing create_model() -2022-06-21 19:38:20,491:INFO:create_model(self=, estimator=et, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:20,492:INFO:Checking exceptions -2022-06-21 19:38:20,495:INFO:Importing libraries -2022-06-21 19:38:20,496:INFO:Copying training dataset -2022-06-21 19:38:20,506:INFO:Defining folds -2022-06-21 19:38:20,506:INFO:Declaring metric variables -2022-06-21 19:38:20,507:INFO:Importing untrained model -2022-06-21 19:38:20,508:INFO:Extra Trees Regressor Imported successfully -2022-06-21 19:38:20,509:INFO:Starting cross validation -2022-06-21 19:38:20,510:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:20,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:20,905:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:20,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:20,956:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:21,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:21,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:21,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:21,486:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:21,762:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:21,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:21,836:INFO:Calculating mean and std -2022-06-21 19:38:21,836:INFO:Creating metrics dataframe -2022-06-21 19:38:21,842:INFO:Uploading results into container -2022-06-21 19:38:21,843:INFO:Uploading model into container now -2022-06-21 19:38:21,844:INFO:master_model_container: 14 -2022-06-21 19:38:21,844:INFO:display_container: 2 -2022-06-21 19:38:21,845:INFO:ExtraTreesRegressor(n_jobs=-1, random_state=5104) -2022-06-21 19:38:21,845:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:22,076:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:22,077:INFO:Creating metrics dataframe -2022-06-21 19:38:22,092:INFO:Initializing AdaBoost Regressor -2022-06-21 19:38:22,092:INFO:Total runtime is 0.20786379178365078 minutes -2022-06-21 19:38:22,094:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:22,097:INFO:Initializing create_model() -2022-06-21 19:38:22,098:INFO:create_model(self=, estimator=ada, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:22,098:INFO:Checking exceptions -2022-06-21 19:38:22,107:INFO:Importing libraries -2022-06-21 19:38:22,110:INFO:Copying training dataset -2022-06-21 19:38:22,117:INFO:Defining folds -2022-06-21 19:38:22,117:INFO:Declaring metric variables -2022-06-21 19:38:22,118:INFO:Importing untrained model -2022-06-21 19:38:22,119:INFO:AdaBoost Regressor Imported successfully -2022-06-21 19:38:22,121:INFO:Starting cross validation -2022-06-21 19:38:22,122:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:22,257:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,279:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,280:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,416:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,477:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,523:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:22,583:INFO:Calculating mean and std -2022-06-21 19:38:22,584:INFO:Creating metrics dataframe -2022-06-21 19:38:22,588:INFO:Uploading results into container -2022-06-21 19:38:22,588:INFO:Uploading model into container now -2022-06-21 19:38:22,589:INFO:master_model_container: 15 -2022-06-21 19:38:22,589:INFO:display_container: 2 -2022-06-21 19:38:22,590:INFO:AdaBoostRegressor(random_state=5104) -2022-06-21 19:38:22,590:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:22,810:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:22,811:INFO:Creating metrics dataframe -2022-06-21 19:38:22,820:INFO:Initializing Gradient Boosting Regressor -2022-06-21 19:38:22,820:INFO:Total runtime is 0.21999490261077886 minutes -2022-06-21 19:38:22,821:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:22,821:INFO:Initializing create_model() -2022-06-21 19:38:22,822:INFO:create_model(self=, estimator=gbr, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:22,822:INFO:Checking exceptions -2022-06-21 19:38:22,825:INFO:Importing libraries -2022-06-21 19:38:22,826:INFO:Copying training dataset -2022-06-21 19:38:22,830:INFO:Defining folds -2022-06-21 19:38:22,830:INFO:Declaring metric variables -2022-06-21 19:38:22,831:INFO:Importing untrained model -2022-06-21 19:38:22,832:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:38:22,834:INFO:Starting cross validation -2022-06-21 19:38:22,836:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:23,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,063:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,104:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,340:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,355:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,360:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,382:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,565:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:23,620:INFO:Calculating mean and std -2022-06-21 19:38:23,622:INFO:Creating metrics dataframe -2022-06-21 19:38:23,630:INFO:Uploading results into container -2022-06-21 19:38:23,631:INFO:Uploading model into container now -2022-06-21 19:38:23,632:INFO:master_model_container: 16 -2022-06-21 19:38:23,632:INFO:display_container: 2 -2022-06-21 19:38:23,633:INFO:GradientBoostingRegressor(random_state=5104) -2022-06-21 19:38:23,633:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:23,853:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:23,854:INFO:Creating metrics dataframe -2022-06-21 19:38:23,860:INFO:Initializing Extreme Gradient Boosting -2022-06-21 19:38:23,861:INFO:Total runtime is 0.23733421961466478 minutes -2022-06-21 19:38:23,861:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:23,862:INFO:Initializing create_model() -2022-06-21 19:38:23,862:INFO:create_model(self=, estimator=xgboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:23,862:INFO:Checking exceptions -2022-06-21 19:38:23,868:INFO:Importing libraries -2022-06-21 19:38:23,869:INFO:Copying training dataset -2022-06-21 19:38:23,878:INFO:Defining folds -2022-06-21 19:38:23,878:INFO:Declaring metric variables -2022-06-21 19:38:23,879:INFO:Importing untrained model -2022-06-21 19:38:23,880:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 19:38:23,881:INFO:Starting cross validation -2022-06-21 19:38:23,883:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:25,266:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:25,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:25,397:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:25,458:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:25,551:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:25,686:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:25,722:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:25,891:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:26,611:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:26,756:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:26,759:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:26,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:26,850:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:26,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:27,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:27,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:27,824:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:27,861:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:27,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:27,923:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 19:38:27,928:INFO:Calculating mean and std -2022-06-21 19:38:27,929:INFO:Creating metrics dataframe -2022-06-21 19:38:27,936:INFO:Uploading results into container -2022-06-21 19:38:27,938:INFO:Uploading model into container now -2022-06-21 19:38:27,939:INFO:master_model_container: 17 -2022-06-21 19:38:27,940:INFO:display_container: 2 -2022-06-21 19:38:27,941:INFO:XGBRegressor(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - random_state=5104, reg_alpha=None, reg_lambda=None, - scale_pos_weight=None, subsample=None, tree_method='auto', - validate_parameters=None, verbosity=0) -2022-06-21 19:38:27,942:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:28,237:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:28,238:INFO:Creating metrics dataframe -2022-06-21 19:38:28,247:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 19:38:28,247:INFO:Total runtime is 0.3104412118593852 minutes -2022-06-21 19:38:28,248:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:28,248:INFO:Initializing create_model() -2022-06-21 19:38:28,249:INFO:create_model(self=, estimator=lightgbm, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:28,249:INFO:Checking exceptions -2022-06-21 19:38:28,253:INFO:Importing libraries -2022-06-21 19:38:28,253:INFO:Copying training dataset -2022-06-21 19:38:28,257:INFO:Defining folds -2022-06-21 19:38:28,257:INFO:Declaring metric variables -2022-06-21 19:38:28,258:INFO:Importing untrained model -2022-06-21 19:38:28,259:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 19:38:28,260:INFO:Starting cross validation -2022-06-21 19:38:28,263:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:29,864:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:30,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:30,672:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:31,059:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:32,579:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:33,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:33,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:33,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:34,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:34,990:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:35,026:INFO:Calculating mean and std -2022-06-21 19:38:35,027:INFO:Creating metrics dataframe -2022-06-21 19:38:35,031:INFO:Uploading results into container -2022-06-21 19:38:35,032:INFO:Uploading model into container now -2022-06-21 19:38:35,032:INFO:master_model_container: 18 -2022-06-21 19:38:35,033:INFO:display_container: 2 -2022-06-21 19:38:35,034:INFO:LGBMRegressor(random_state=5104) -2022-06-21 19:38:35,035:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:35,335:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:35,335:INFO:Creating metrics dataframe -2022-06-21 19:38:35,343:INFO:Initializing CatBoost Regressor -2022-06-21 19:38:35,343:INFO:Total runtime is 0.4287070473035177 minutes -2022-06-21 19:38:35,344:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:35,345:INFO:Initializing create_model() -2022-06-21 19:38:35,345:INFO:create_model(self=, estimator=catboost, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:35,345:INFO:Checking exceptions -2022-06-21 19:38:35,352:INFO:Importing libraries -2022-06-21 19:38:35,352:INFO:Copying training dataset -2022-06-21 19:38:35,356:INFO:Defining folds -2022-06-21 19:38:35,356:INFO:Declaring metric variables -2022-06-21 19:38:35,357:INFO:Importing untrained model -2022-06-21 19:38:35,359:INFO:CatBoost Regressor Imported successfully -2022-06-21 19:38:35,363:INFO:Starting cross validation -2022-06-21 19:38:35,367:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:38,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:38,404:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:38,737:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:38,807:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:41,436:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:41,462:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:41,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:42,038:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:42,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,078:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,124:INFO:Calculating mean and std -2022-06-21 19:38:43,125:INFO:Creating metrics dataframe -2022-06-21 19:38:43,133:INFO:Uploading results into container -2022-06-21 19:38:43,139:INFO:Uploading model into container now -2022-06-21 19:38:43,141:INFO:master_model_container: 19 -2022-06-21 19:38:43,141:INFO:display_container: 2 -2022-06-21 19:38:43,141:INFO: -2022-06-21 19:38:43,142:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:43,397:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:43,397:INFO:Creating metrics dataframe -2022-06-21 19:38:43,406:INFO:Initializing Dummy Regressor -2022-06-21 19:38:43,406:INFO:Total runtime is 0.5630879441897075 minutes -2022-06-21 19:38:43,407:INFO:SubProcess create_model() called ================================== -2022-06-21 19:38:43,407:INFO:Initializing create_model() -2022-06-21 19:38:43,407:INFO:create_model(self=, estimator=dummy, fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 19:38:43,407:INFO:Checking exceptions -2022-06-21 19:38:43,410:INFO:Importing libraries -2022-06-21 19:38:43,410:INFO:Copying training dataset -2022-06-21 19:38:43,416:INFO:Defining folds -2022-06-21 19:38:43,416:INFO:Declaring metric variables -2022-06-21 19:38:43,417:INFO:Importing untrained model -2022-06-21 19:38:43,418:INFO:Dummy Regressor Imported successfully -2022-06-21 19:38:43,419:INFO:Starting cross validation -2022-06-21 19:38:43,422:INFO:Cross validating with KFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 19:38:43,512:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,559:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,630:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,638:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,700:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,725:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 19:38:43,776:INFO:Calculating mean and std -2022-06-21 19:38:43,777:INFO:Creating metrics dataframe -2022-06-21 19:38:43,782:INFO:Uploading results into container -2022-06-21 19:38:43,783:INFO:Uploading model into container now -2022-06-21 19:38:43,783:INFO:master_model_container: 20 -2022-06-21 19:38:43,783:INFO:display_container: 2 -2022-06-21 19:38:43,784:INFO:DummyRegressor() -2022-06-21 19:38:43,784:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:44,004:INFO:SubProcess create_model() end ================================== -2022-06-21 19:38:44,004:INFO:Creating metrics dataframe -2022-06-21 19:38:44,017:INFO:Initializing create_model() -2022-06-21 19:38:44,017:INFO:create_model(self=, estimator=GradientBoostingRegressor(random_state=5104), fold=KFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 19:38:44,017:INFO:Checking exceptions -2022-06-21 19:38:44,024:INFO:Importing libraries -2022-06-21 19:38:44,025:INFO:Copying training dataset -2022-06-21 19:38:44,037:INFO:Defining folds -2022-06-21 19:38:44,038:INFO:Declaring metric variables -2022-06-21 19:38:44,041:INFO:Importing untrained model -2022-06-21 19:38:44,043:INFO:Declaring custom model -2022-06-21 19:38:44,044:INFO:Gradient Boosting Regressor Imported successfully -2022-06-21 19:38:44,046:INFO:Cross validation set to False -2022-06-21 19:38:44,046:INFO:Fitting Model -2022-06-21 19:38:44,365:INFO:GradientBoostingRegressor(random_state=5104) -2022-06-21 19:38:44,366:INFO:create_model() successfully completed...................................... -2022-06-21 19:38:44,615:INFO: Model MAE MSE \ -gbr Gradient Boosting Regressor 2470.5260 2.082812e+07 -catboost CatBoost Regressor 2643.7767 2.288790e+07 -lightgbm Light Gradient Boosting Machine 2750.4752 2.283978e+07 -rf Random Forest Regressor 2602.4781 2.310006e+07 -ada AdaBoost Regressor 3902.8877 2.608572e+07 -et Extra Trees Regressor 2637.8771 2.628888e+07 -xgboost Extreme Gradient Boosting 2952.8540 2.744735e+07 -llar Lasso Least Angle Regression 4183.9665 3.623148e+07 -lasso Lasso Regression 4190.3641 3.627540e+07 -lr Linear Regression 4190.2480 3.627912e+07 -ridge Ridge Regression 4200.5619 3.628096e+07 -lar Least Angle Regression 4190.2480 3.627912e+07 -br Bayesian Ridge 4195.6370 3.628010e+07 -dt Decision Tree Regressor 3214.2496 4.460100e+07 -huber Huber Regressor 3495.2986 4.711254e+07 -omp Orthogonal Matching Pursuit 5705.7386 5.701621e+07 -par Passive Aggressive Regressor 4058.1987 6.560601e+07 -en Elastic Net 7168.1758 8.822136e+07 -knn K Neighbors Regressor 8177.9851 1.378788e+08 -dummy Dummy Regressor 8955.7982 1.453717e+08 - - RMSE R2 RMSLE MAPE TT (Sec) -gbr 4482.2207 0.8566 0.4110 0.2757 0.078 -catboost 4712.2822 0.8424 0.4439 0.2940 0.776 -lightgbm 4702.5914 0.8423 0.4858 0.3219 0.676 -rf 4741.7766 0.8404 0.4474 0.2981 0.157 -ada 5063.7095 0.8191 0.5688 0.6142 0.046 -et 5067.8821 0.8190 0.4590 0.3039 0.133 -xgboost 5184.6433 0.8094 0.5567 0.3443 0.405 -llar 5962.0495 0.7504 0.5798 0.4303 0.041 -lasso 5965.6614 0.7501 0.5944 0.4312 0.043 -lr 5965.9583 0.7500 0.5955 0.4311 0.110 -ridge 5966.5219 0.7500 0.5787 0.4330 0.041 -lar 5965.9583 0.7500 0.5955 0.4311 0.046 -br 5966.2630 0.7500 0.5839 0.4321 0.042 -dt 6622.3409 0.6880 0.5616 0.4020 0.048 -huber 6792.8083 0.6740 0.4555 0.2207 0.051 -omp 7499.1933 0.6074 0.7234 0.8699 0.036 -par 8040.0752 0.5505 0.5110 0.2237 0.045 -en 9365.9979 0.3894 0.7194 0.8939 0.038 -knn 11696.1858 0.0431 0.8611 0.9624 0.039 -dummy 12033.9934 -0.0084 0.9970 1.5104 0.035 -2022-06-21 19:38:44,615:INFO:master_model_container: 20 -2022-06-21 19:38:44,616:INFO:display_container: 2 -2022-06-21 19:38:44,616:INFO:GradientBoostingRegressor(random_state=5104) -2022-06-21 19:38:44,617:INFO:compare_models() successfully completed...................................... -2022-06-21 19:38:44,617:INFO:Initializing evaluate_model() -2022-06-21 19:38:44,618:INFO:evaluate_model(self=, estimator=GradientBoostingRegressor(random_state=5104), fold=None, fit_kwargs=None, plot_kwargs=None, feature_name=None, groups=None, use_train_data=False) -2022-06-21 19:38:44,641:INFO:interactive(children=(ToggleButtons(description='Plot Type:', icons=('',), options=(('Pipeline Plot', 'pipeline'), ('Hyperparameters', 'parameter'), ('Residuals', 'residuals'), ('Prediction Error', 'error'), ('Cooks Distance', 'cooks'), ('Feature Selection', 'rfe'), ('Learning Curve', 'learning'), ('Manifold Learning', 'manifold'), ('Validation Curve', 'vc'), ('Feature Importance', 'feature'), ('Feature Importance (All)', 'feature_all'), ('Decision Tree', 'tree'), ('Interactive Residuals', 'residuals_interactive')), value='pipeline'), Output()), _dom_classes=('widget-interact',)) -2022-06-21 19:38:44,645:INFO:Initializing plot_model() -2022-06-21 19:38:44,646:INFO:plot_model(plot=error, fold=None, use_train_data=False, verbose=True, display=None, display_format=None, estimator=GradientBoostingRegressor(random_state=5104), feature_name=None, fit_kwargs=None, groups=None, label=False, plot_kwargs=None, save=images, scale=1, self=, system=True) -2022-06-21 19:38:44,647:INFO:Checking exceptions -2022-06-21 19:38:44,652:INFO:Preloading libraries -2022-06-21 19:38:44,662:INFO:Copying training dataset -2022-06-21 19:38:44,664:INFO:Plot type: error -2022-06-21 19:38:44,826:INFO:Fitting Model -2022-06-21 19:38:44,826:WARNING:X does not have valid feature names, but GradientBoostingRegressor was fitted with feature names - -2022-06-21 19:38:44,827:INFO:Scoring test/hold-out set -2022-06-21 19:38:44,857:INFO:Saving 'images/Prediction Error.png' -2022-06-21 19:38:45,018:INFO:Visual Rendered Successfully -2022-06-21 19:38:45,272:INFO:plot_model() successfully completed...................................... -2022-06-21 19:38:45,274:INFO:error -2022-06-21 21:14:09,065:INFO: Stopping... -2022-06-21 21:14:51,065:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 21:14:51,066:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 21:14:51,066:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 21:14:51,067:WARNING: -No module named 'cuml'. -'cuml' is a soft dependency and not included in the pycaret installation. Please run: `pip install cuml` to install. -2022-06-21 21:14:56,133:INFO:PyCaret ClassificationExperiment -2022-06-21 21:14:56,133:INFO:Logging name: clf-default-name -2022-06-21 21:14:56,134:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 21:14:56,134:INFO:version 3.0.0.rc1 -2022-06-21 21:14:56,135:INFO:Initializing setup() -2022-06-21 21:14:56,135:INFO:self.USI: b0a7 -2022-06-21 21:14:56,135:INFO:self.variable_keys: {'X_train', 'gpu_param', 'USI', '_available_plots', '_is_multiclass', 'fold_groups_param', 'X', '_all_metrics', 'y', 'display_container', 'X_test', 'pipeline', 'exp_name_log', 'exp_id', 'data', '_all_models', 'seed', 'logging_param', '_ml_usecase', 'n_jobs_param', 'idx', 'memory', 'target_param', 'y_train', 'y_test', 'fold_shuffle_param', 'master_model_container', 'fold_generator', 'fix_imbalance', '_all_models_internal', '_gpu_n_jobs_param', 'html_param', 'log_plots_param', 'variable_keys'} -2022-06-21 21:14:56,136:INFO:Checking environment -2022-06-21 21:14:56,136:INFO:python_version: 3.9.7 -2022-06-21 21:14:56,136:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 21:14:56,136:INFO:machine: x86_64 -2022-06-21 21:14:56,167:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 21:14:56,168:INFO:Memory: svmem(total=8230690816, available=1744183296, percent=78.8, used=4956139520, free=307666944, active=3171938304, inactive=3589865472, buffers=124362752, cached=2842521600, shared=1215250432, slab=374366208) -2022-06-21 21:14:56,170:INFO:Physical Core: 2 -2022-06-21 21:14:56,170:INFO:Logical Core: 4 -2022-06-21 21:14:56,171:INFO:Checking libraries -2022-06-21 21:14:56,171:INFO: -System: -2022-06-21 21:14:56,172:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 21:14:56,172:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 21:14:56,173:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 21:14:56,173:INFO: -PyCaret required dependencies: -2022-06-21 21:14:57,153:INFO: pip: 22.1.2 -2022-06-21 21:14:57,153:INFO: setuptools: 58.0.4 -2022-06-21 21:14:57,154:INFO: pycaret: 3.0.0.rc1 -2022-06-21 21:14:57,154:INFO: ipython: Not installed -2022-06-21 21:14:57,154:INFO: ipywidgets: 7.6.5 -2022-06-21 21:14:57,155:INFO: tqdm: 4.62.3 -2022-06-21 21:14:57,155:INFO: numpy: 1.21.5 -2022-06-21 21:14:57,155:INFO: pandas: 1.3.5 -2022-06-21 21:14:57,155:INFO: jinja2: 3.0.3 -2022-06-21 21:14:57,155:INFO: scipy: 1.7.1 -2022-06-21 21:14:57,156:INFO: joblib: 1.1.0 -2022-06-21 21:14:57,156:INFO: sklearn: 1.1.1 -2022-06-21 21:14:57,156:INFO: pyod: Installed but version unavailable -2022-06-21 21:14:57,156:INFO: imblearn: 0.9.1 -2022-06-21 21:14:57,156:INFO: category_encoders: 2.5.0 -2022-06-21 21:14:57,157:INFO: lightgbm: 3.2.1 -2022-06-21 21:14:57,157:INFO: numba: 0.55.2 -2022-06-21 21:14:57,157:INFO: requests: 2.27.1 -2022-06-21 21:14:57,157:INFO: matplotlib: 3.4.3 -2022-06-21 21:14:57,157:INFO: scikitplot: 0.3.7 -2022-06-21 21:14:57,158:INFO: yellowbrick: 1.4 -2022-06-21 21:14:57,158:INFO: plotly: 5.5.0 -2022-06-21 21:14:57,158:INFO: kaleido: 0.2.1 -2022-06-21 21:14:57,158:INFO: statsmodels: 0.12.2 -2022-06-21 21:14:57,158:INFO: sktime: 0.11.4 -2022-06-21 21:14:57,158:INFO: tbats: Installed but version unavailable -2022-06-21 21:14:57,159:INFO: pmdarima: 1.8.5 -2022-06-21 21:14:57,159:INFO: psutil: 5.9.0 -2022-06-21 21:14:57,159:INFO: -PyCaret optional dependencies: -2022-06-21 21:14:58,239:INFO:PyCaret ClassificationExperiment -2022-06-21 21:14:58,239:INFO:Logging name: clf-default-name -2022-06-21 21:14:58,241:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 21:14:58,242:INFO:version 3.0.0.rc1 -2022-06-21 21:14:58,246:INFO:Initializing setup() -2022-06-21 21:14:58,256:INFO:self.USI: 6867 -2022-06-21 21:14:58,257:INFO:self.variable_keys: {'X_train', 'gpu_param', 'USI', '_available_plots', '_is_multiclass', 'fold_groups_param', 'X', '_all_metrics', 'y', 'display_container', 'X_test', 'pipeline', 'exp_name_log', 'exp_id', 'data', '_all_models', 'seed', 'logging_param', '_ml_usecase', 'n_jobs_param', 'idx', 'memory', 'target_param', 'y_train', 'y_test', 'fold_shuffle_param', 'master_model_container', 'fold_generator', 'fix_imbalance', '_all_models_internal', '_gpu_n_jobs_param', 'html_param', 'log_plots_param', 'variable_keys'} -2022-06-21 21:14:58,258:INFO:Checking environment -2022-06-21 21:14:58,258:INFO:python_version: 3.9.7 -2022-06-21 21:14:58,259:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 21:14:58,262:INFO:machine: x86_64 -2022-06-21 21:14:58,268:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 21:14:58,269:INFO:Memory: svmem(total=8230690816, available=1703698432, percent=79.3, used=5020897280, free=188022784, active=3191898112, inactive=3733516288, buffers=126242816, cached=2895527936, shared=1194659840, slab=374611968) -2022-06-21 21:14:58,270:INFO:Physical Core: 2 -2022-06-21 21:14:58,272:INFO:Logical Core: 4 -2022-06-21 21:14:58,280:INFO:Checking libraries -2022-06-21 21:14:58,283:INFO: -System: -2022-06-21 21:14:58,285:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 21:14:58,293:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 21:14:58,295:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 21:14:58,295:INFO: -PyCaret required dependencies: -2022-06-21 21:14:58,297:INFO: pip: 22.1.2 -2022-06-21 21:14:58,298:INFO: setuptools: 58.0.4 -2022-06-21 21:14:58,299:INFO: pycaret: 3.0.0.rc1 -2022-06-21 21:14:58,299:INFO: ipython: Not installed -2022-06-21 21:14:58,300:INFO: ipywidgets: 7.6.5 -2022-06-21 21:14:58,303:INFO: tqdm: 4.62.3 -2022-06-21 21:14:58,305:INFO: numpy: 1.21.5 -2022-06-21 21:14:58,306:INFO: pandas: 1.3.5 -2022-06-21 21:14:58,307:INFO: jinja2: 3.0.3 -2022-06-21 21:14:58,308:INFO: scipy: 1.7.1 -2022-06-21 21:14:58,314:INFO: joblib: 1.1.0 -2022-06-21 21:14:58,316:INFO: sklearn: 1.1.1 -2022-06-21 21:14:58,327:INFO: pyod: Installed but version unavailable -2022-06-21 21:14:58,327:INFO: imblearn: 0.9.1 -2022-06-21 21:14:58,327:INFO: category_encoders: 2.5.0 -2022-06-21 21:14:58,328:INFO: lightgbm: 3.2.1 -2022-06-21 21:14:58,328:INFO: numba: 0.55.2 -2022-06-21 21:14:58,328:INFO: requests: 2.27.1 -2022-06-21 21:14:58,331:INFO: matplotlib: 3.4.3 -2022-06-21 21:14:58,332:INFO: scikitplot: 0.3.7 -2022-06-21 21:14:58,334:INFO: yellowbrick: 1.4 -2022-06-21 21:14:58,336:INFO: plotly: 5.5.0 -2022-06-21 21:14:58,338:INFO: kaleido: 0.2.1 -2022-06-21 21:14:58,339:INFO: statsmodels: 0.12.2 -2022-06-21 21:14:58,347:INFO: sktime: 0.11.4 -2022-06-21 21:14:58,351:INFO: tbats: Installed but version unavailable -2022-06-21 21:14:58,352:INFO: pmdarima: 1.8.5 -2022-06-21 21:14:58,352:INFO: psutil: 5.9.0 -2022-06-21 21:14:58,353:INFO: -PyCaret optional dependencies: -2022-06-21 21:15:00,910:WARNING: -The dash_html_components package is deprecated. Please replace -`import dash_html_components as html` with `from dash import html` - -2022-06-21 21:15:00,913:WARNING: -The dash_core_components package is deprecated. Please replace -`import dash_core_components as dcc` with `from dash import dcc` - -2022-06-21 21:15:02,201:INFO:Alert! from version 0.1.39, fter importing, you must do '%matplotlib inline' to display charts in Jupyter Notebooks. - AV = AutoViz_Class() - dfte = AV.AutoViz(filename, sep=',', depVar='', dfte=None, header=0, verbose=0, lowess=False, - chart_format='svg',max_rows_analyzed=150000,max_cols_analyzed=30, save_plot_dir=None) -2022-06-21 21:15:02,201:INFO:Note: verbose=0 or 1 generates charts and displays them in your local Jupyter notebook. -2022-06-21 21:15:02,212:INFO: verbose=2 does not display plots but saves them in AutoViz_Plots folder in local machine. -2022-06-21 21:15:02,234:INFO:Updated: chart_format='bokeh' generates and displays charts in your local Jupyter notebook. -2022-06-21 21:15:02,236:INFO: chart_format='server' generates and displays charts in the browser - one tab for each chart. -2022-06-21 21:15:02,237:INFO: chart_format='html' silently saves charts HTML format - they are also interactive! -2022-06-21 21:15:05,458:INFO: shap: 0.39.0 -2022-06-21 21:15:05,459:INFO: interpret: 0.2.7 -2022-06-21 21:15:05,459:INFO: umap: 0.5.3 -2022-06-21 21:15:05,459:INFO: pandas_profiling: 3.2.0 -2022-06-21 21:15:05,460:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 21:15:05,460:INFO: autoviz: 0.1.39 -2022-06-21 21:15:05,460:INFO: fairlearn: 0.7.0 -2022-06-21 21:15:05,460:INFO: xgboost: 1.4.0 -2022-06-21 21:15:05,461:INFO: catboost: 1.0.6 -2022-06-21 21:15:05,461:INFO: kmodes: 0.12.1 -2022-06-21 21:15:05,461:INFO: mlxtend: 0.20.0 -2022-06-21 21:15:05,461:INFO: statsforecast: 0.5.5 -2022-06-21 21:15:05,462:INFO: tune_sklearn: 0.4.3 -2022-06-21 21:15:05,462:INFO: ray: 1.12.1 -2022-06-21 21:15:05,462:INFO: hyperopt: 0.2.7 -2022-06-21 21:15:05,462:INFO: optuna: 2.10.0 -2022-06-21 21:15:05,463:INFO: skopt: 0.9.0 -2022-06-21 21:15:05,463:INFO: mlflow: 1.26.1 -2022-06-21 21:15:05,463:INFO: gradio: Installed but version unavailable -2022-06-21 21:15:05,463:INFO: fastapi: 0.75.2 -2022-06-21 21:15:05,463:INFO: uvicorn: 0.17.6 -2022-06-21 21:15:05,464:INFO: m2cgen: 0.10.0 -2022-06-21 21:15:05,464:INFO: evidently: 0.1.51.dev0 -2022-06-21 21:15:05,464:INFO: nltk: 3.6.5 -2022-06-21 21:15:05,465:INFO: pyLDAvis: Not installed -2022-06-21 21:15:05,465:INFO: gensim: Not installed -2022-06-21 21:15:05,465:INFO: spacy: Not installed -2022-06-21 21:15:05,465:INFO: wordcloud: 1.8.1 -2022-06-21 21:15:05,465:INFO: textblob: 0.17.1 -2022-06-21 21:15:05,465:INFO: fugue: 0.6.6 -2022-06-21 21:15:05,465:INFO: streamlit: 1.10.0 -2022-06-21 21:15:05,465:INFO: prophet: Not installed -2022-06-21 21:15:05,465:INFO:None -2022-06-21 21:15:05,465:INFO:Set up data. -2022-06-21 21:15:05,478:INFO:Set up train/test split. -2022-06-21 21:15:05,487:INFO:Assigning column types. -2022-06-21 21:15:05,503:INFO:Set up folding strategy. -2022-06-21 21:15:05,504:INFO:Preparing preprocessing pipeline... -2022-06-21 21:15:05,507:INFO:Set up simple imputation. -2022-06-21 21:15:05,560:INFO:Finished creating preprocessing pipeline. -2022-06-21 21:15:05,563:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 21:15:05,565:INFO:Creating final display dataframe. -2022-06-21 21:15:05,693:INFO:Setup display_container: Description Value -0 Session id 6169 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI b0a7 -2022-06-21 21:15:06,019:INFO:setup() successfully completed in 9.89s............... -2022-06-21 21:15:07,361:INFO: shap: 0.39.0 -2022-06-21 21:15:07,361:INFO: interpret: 0.2.7 -2022-06-21 21:15:07,362:INFO: umap: Installed but version unavailable -2022-06-21 21:15:07,362:INFO: pandas_profiling: 3.2.0 -2022-06-21 21:15:07,362:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 21:15:07,363:INFO: autoviz: 0.1.39 -2022-06-21 21:15:07,363:INFO: fairlearn: 0.7.0 -2022-06-21 21:15:07,363:INFO: xgboost: 1.4.0 -2022-06-21 21:15:07,363:INFO: catboost: 1.0.6 -2022-06-21 21:15:07,363:INFO: kmodes: 0.12.1 -2022-06-21 21:15:07,364:INFO: mlxtend: 0.20.0 -2022-06-21 21:15:07,364:INFO: statsforecast: 0.5.5 -2022-06-21 21:15:07,364:INFO: tune_sklearn: 0.4.3 -2022-06-21 21:15:07,364:INFO: ray: 1.12.1 -2022-06-21 21:15:07,365:INFO: hyperopt: 0.2.7 -2022-06-21 21:15:07,365:INFO: optuna: 2.10.0 -2022-06-21 21:15:07,365:INFO: skopt: 0.9.0 -2022-06-21 21:15:07,365:INFO: mlflow: 1.26.1 -2022-06-21 21:15:07,365:INFO: gradio: 3.0.11 -2022-06-21 21:15:07,365:INFO: fastapi: 0.75.2 -2022-06-21 21:15:07,366:INFO: uvicorn: 0.17.6 -2022-06-21 21:15:07,366:INFO: m2cgen: 0.10.0 -2022-06-21 21:15:07,366:INFO: evidently: 0.1.51.dev0 -2022-06-21 21:15:07,367:INFO: nltk: 3.6.5 -2022-06-21 21:15:07,367:INFO: pyLDAvis: Not installed -2022-06-21 21:15:07,367:INFO: gensim: Not installed -2022-06-21 21:15:07,367:INFO: spacy: Not installed -2022-06-21 21:15:07,367:INFO: wordcloud: 1.8.1 -2022-06-21 21:15:07,367:INFO: textblob: 0.17.1 -2022-06-21 21:15:07,367:INFO: fugue: 0.6.6 -2022-06-21 21:15:07,367:INFO: streamlit: 1.10.0 -2022-06-21 21:15:07,367:INFO: prophet: Not installed -2022-06-21 21:15:07,368:INFO:None -2022-06-21 21:15:07,368:INFO:Set up data. -2022-06-21 21:15:07,375:INFO:Set up train/test split. -2022-06-21 21:15:07,387:INFO:Assigning column types. -2022-06-21 21:15:07,401:INFO:Set up folding strategy. -2022-06-21 21:15:07,402:INFO:Preparing preprocessing pipeline... -2022-06-21 21:15:07,403:INFO:Set up simple imputation. -2022-06-21 21:15:07,485:INFO:Finished creating preprocessing pipeline. -2022-06-21 21:15:07,493:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 21:15:07,493:INFO:Creating final display dataframe. -2022-06-21 21:15:07,573:INFO:Setup display_container: Description Value -0 Session id 402 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 6867 -2022-06-21 21:15:07,580:INFO: Description Value -0 Session id 402 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 6867 -2022-06-21 21:15:07,791:INFO:setup() successfully completed in 9.55s............... -2022-06-21 21:15:07,791:INFO:Initializing compare_models() -2022-06-21 21:15:07,792:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 21:15:07,792:INFO:Checking exceptions -2022-06-21 21:15:07,796:INFO:Preparing display monitor -2022-06-21 21:15:07,804:INFO:Initializing Logistic Regression -2022-06-21 21:15:07,804:INFO:Total runtime is 8.41220219930013e-06 minutes -2022-06-21 21:15:07,806:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:07,806:INFO:Initializing create_model() -2022-06-21 21:15:07,806:INFO:create_model(self=, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:07,807:INFO:Checking exceptions -2022-06-21 21:15:07,809:INFO:Importing libraries -2022-06-21 21:15:07,810:INFO:Copying training dataset -2022-06-21 21:15:07,814:INFO:Defining folds -2022-06-21 21:15:07,814:INFO:Declaring metric variables -2022-06-21 21:15:07,816:INFO:Importing untrained model -2022-06-21 21:15:07,817:INFO:Logistic Regression Imported successfully -2022-06-21 21:15:07,818:INFO:Starting cross validation -2022-06-21 21:15:07,819:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:11,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,087:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,095:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,096:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,100:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,108:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,327:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,336:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,338:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,351:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,420:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,424:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,439:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,453:INFO:Calculating mean and std -2022-06-21 21:15:11,454:INFO:Creating metrics dataframe -2022-06-21 21:15:11,460:INFO:Uploading results into container -2022-06-21 21:15:11,461:INFO:Uploading model into container now -2022-06-21 21:15:11,463:INFO:master_model_container: 1 -2022-06-21 21:15:11,463:INFO:display_container: 2 -2022-06-21 21:15:11,464:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=402, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 21:15:11,464:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:11,754:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:11,754:INFO:Creating metrics dataframe -2022-06-21 21:15:11,761:INFO:Initializing K Neighbors Classifier -2022-06-21 21:15:11,762:INFO:Total runtime is 0.0659623106320699 minutes -2022-06-21 21:15:11,762:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:11,763:INFO:Initializing create_model() -2022-06-21 21:15:11,763:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:11,763:INFO:Checking exceptions -2022-06-21 21:15:11,767:INFO:Importing libraries -2022-06-21 21:15:11,767:INFO:Copying training dataset -2022-06-21 21:15:11,772:INFO:Defining folds -2022-06-21 21:15:11,772:INFO:Declaring metric variables -2022-06-21 21:15:11,773:INFO:Importing untrained model -2022-06-21 21:15:11,774:INFO:K Neighbors Classifier Imported successfully -2022-06-21 21:15:11,775:INFO:Starting cross validation -2022-06-21 21:15:11,777:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:11,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,830:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,836:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,851:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,859:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,897:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,906:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,910:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,913:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,921:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,927:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,929:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,954:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,957:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,965:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,969:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:11,991:INFO:Calculating mean and std -2022-06-21 21:15:11,992:INFO:Creating metrics dataframe -2022-06-21 21:15:11,998:INFO:Uploading results into container -2022-06-21 21:15:11,999:INFO:Uploading model into container now -2022-06-21 21:15:12,000:INFO:master_model_container: 2 -2022-06-21 21:15:12,001:INFO:display_container: 2 -2022-06-21 21:15:12,001:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 21:15:12,002:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:12,228:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:12,228:INFO:Creating metrics dataframe -2022-06-21 21:15:12,236:INFO:Initializing Naive Bayes -2022-06-21 21:15:12,236:INFO:Total runtime is 0.0738702654838562 minutes -2022-06-21 21:15:12,237:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:12,237:INFO:Initializing create_model() -2022-06-21 21:15:12,238:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:12,238:INFO:Checking exceptions -2022-06-21 21:15:12,242:INFO:Importing libraries -2022-06-21 21:15:12,242:INFO:Copying training dataset -2022-06-21 21:15:12,246:INFO:Defining folds -2022-06-21 21:15:12,247:INFO:Declaring metric variables -2022-06-21 21:15:12,247:INFO:Importing untrained model -2022-06-21 21:15:12,248:INFO:Naive Bayes Imported successfully -2022-06-21 21:15:12,250:INFO:Starting cross validation -2022-06-21 21:15:12,252:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:12,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,302:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,316:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,329:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,380:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,383:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,396:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,398:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,410:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,418:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,448:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,451:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,459:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,467:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:12,486:INFO:Calculating mean and std -2022-06-21 21:15:12,486:INFO:Creating metrics dataframe -2022-06-21 21:15:12,499:INFO:Uploading results into container -2022-06-21 21:15:12,500:INFO:Uploading model into container now -2022-06-21 21:15:12,500:INFO:master_model_container: 3 -2022-06-21 21:15:12,501:INFO:display_container: 2 -2022-06-21 21:15:12,501:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 21:15:12,501:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:12,901:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:12,902:INFO:Creating metrics dataframe -2022-06-21 21:15:12,909:INFO:Initializing Decision Tree Classifier -2022-06-21 21:15:12,909:INFO:Total runtime is 0.0850883920987447 minutes -2022-06-21 21:15:12,910:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:12,912:INFO:Initializing create_model() -2022-06-21 21:15:12,913:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:12,914:INFO:Checking exceptions -2022-06-21 21:15:12,921:INFO:Importing libraries -2022-06-21 21:15:12,922:INFO:Copying training dataset -2022-06-21 21:15:12,926:INFO:Defining folds -2022-06-21 21:15:12,927:INFO:Declaring metric variables -2022-06-21 21:15:12,928:INFO:Importing untrained model -2022-06-21 21:15:12,930:INFO:Decision Tree Classifier Imported successfully -2022-06-21 21:15:12,934:INFO:Starting cross validation -2022-06-21 21:15:12,936:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:12,995:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,009:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,011:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,033:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,037:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,050:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,073:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,083:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,085:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,102:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,115:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,117:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,128:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,148:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,161:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,168:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,180:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,195:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,225:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,243:INFO:Calculating mean and std -2022-06-21 21:15:13,244:INFO:Creating metrics dataframe -2022-06-21 21:15:13,253:INFO:Uploading results into container -2022-06-21 21:15:13,255:INFO:Uploading model into container now -2022-06-21 21:15:13,256:INFO:master_model_container: 4 -2022-06-21 21:15:13,257:INFO:display_container: 2 -2022-06-21 21:15:13,258:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=402, splitter='best') -2022-06-21 21:15:13,258:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:13,473:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:13,473:INFO:Creating metrics dataframe -2022-06-21 21:15:13,483:INFO:Initializing SVM - Linear Kernel -2022-06-21 21:15:13,483:INFO:Total runtime is 0.09465384880701701 minutes -2022-06-21 21:15:13,484:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:13,484:INFO:Initializing create_model() -2022-06-21 21:15:13,485:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:13,485:INFO:Checking exceptions -2022-06-21 21:15:13,490:INFO:Importing libraries -2022-06-21 21:15:13,490:INFO:Copying training dataset -2022-06-21 21:15:13,494:INFO:Defining folds -2022-06-21 21:15:13,495:INFO:Declaring metric variables -2022-06-21 21:15:13,496:INFO:Importing untrained model -2022-06-21 21:15:13,499:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 21:15:13,500:INFO:Starting cross validation -2022-06-21 21:15:13,501:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:13,555:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,557:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,564:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,566:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,567:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,574:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,581:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,605:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,608:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,615:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,617:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,631:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,646:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,649:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,655:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:13,669:INFO:Calculating mean and std -2022-06-21 21:15:13,671:INFO:Creating metrics dataframe -2022-06-21 21:15:13,683:INFO:Uploading results into container -2022-06-21 21:15:13,685:INFO:Uploading model into container now -2022-06-21 21:15:13,687:INFO:master_model_container: 5 -2022-06-21 21:15:13,688:INFO:display_container: 2 -2022-06-21 21:15:13,692:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=402, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 21:15:13,693:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:13,939:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:13,940:INFO:Creating metrics dataframe -2022-06-21 21:15:13,946:INFO:Initializing Ridge Classifier -2022-06-21 21:15:13,947:INFO:Total runtime is 0.10238362948099772 minutes -2022-06-21 21:15:13,948:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:13,948:INFO:Initializing create_model() -2022-06-21 21:15:13,948:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:13,949:INFO:Checking exceptions -2022-06-21 21:15:13,953:INFO:Importing libraries -2022-06-21 21:15:13,953:INFO:Copying training dataset -2022-06-21 21:15:13,957:INFO:Defining folds -2022-06-21 21:15:13,957:INFO:Declaring metric variables -2022-06-21 21:15:13,958:INFO:Importing untrained model -2022-06-21 21:15:13,959:INFO:Ridge Classifier Imported successfully -2022-06-21 21:15:13,962:INFO:Starting cross validation -2022-06-21 21:15:13,964:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:14,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,039:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,040:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,053:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,053:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,056:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,060:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,088:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,092:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,099:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,100:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,101:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,107:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,110:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,127:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,134:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,142:INFO:Calculating mean and std -2022-06-21 21:15:14,142:INFO:Creating metrics dataframe -2022-06-21 21:15:14,147:INFO:Uploading results into container -2022-06-21 21:15:14,148:INFO:Uploading model into container now -2022-06-21 21:15:14,149:INFO:master_model_container: 6 -2022-06-21 21:15:14,149:INFO:display_container: 2 -2022-06-21 21:15:14,150:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=402, solver='auto', tol=0.001) -2022-06-21 21:15:14,150:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:14,419:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:14,419:INFO:Creating metrics dataframe -2022-06-21 21:15:14,433:INFO:Initializing Random Forest Classifier -2022-06-21 21:15:14,433:INFO:Total runtime is 0.11048990885416667 minutes -2022-06-21 21:15:14,434:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:14,434:INFO:Initializing create_model() -2022-06-21 21:15:14,435:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:14,435:INFO:Checking exceptions -2022-06-21 21:15:14,440:INFO:Importing libraries -2022-06-21 21:15:14,440:INFO:Copying training dataset -2022-06-21 21:15:14,445:INFO:Defining folds -2022-06-21 21:15:14,445:INFO:Declaring metric variables -2022-06-21 21:15:14,445:INFO:Importing untrained model -2022-06-21 21:15:14,447:INFO:Random Forest Classifier Imported successfully -2022-06-21 21:15:14,451:INFO:Starting cross validation -2022-06-21 21:15:14,453:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:14,852:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,918:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,977:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:14,999:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,020:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,054:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,459:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,466:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,497:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,512:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,515:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,517:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:15,989:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,012:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,024:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,061:INFO:Calculating mean and std -2022-06-21 21:15:16,062:INFO:Creating metrics dataframe -2022-06-21 21:15:16,068:INFO:Uploading results into container -2022-06-21 21:15:16,069:INFO:Uploading model into container now -2022-06-21 21:15:16,070:INFO:master_model_container: 7 -2022-06-21 21:15:16,070:INFO:display_container: 2 -2022-06-21 21:15:16,071:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=402, verbose=0, warm_start=False) -2022-06-21 21:15:16,071:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:16,435:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:16,436:INFO:Creating metrics dataframe -2022-06-21 21:15:16,445:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 21:15:16,446:INFO:Total runtime is 0.1440288782119751 minutes -2022-06-21 21:15:16,447:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:16,449:INFO:Initializing create_model() -2022-06-21 21:15:16,449:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:16,450:INFO:Checking exceptions -2022-06-21 21:15:16,455:INFO:Importing libraries -2022-06-21 21:15:16,455:INFO:Copying training dataset -2022-06-21 21:15:16,459:INFO:Defining folds -2022-06-21 21:15:16,459:INFO:Declaring metric variables -2022-06-21 21:15:16,461:INFO:Importing untrained model -2022-06-21 21:15:16,463:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 21:15:16,466:INFO:Starting cross validation -2022-06-21 21:15:16,467:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:16,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,528:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,527:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,532:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,538:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,539:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,548:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,590:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,593:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,594:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,599:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,607:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,608:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,616:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,629:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,637:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:16,671:INFO:Calculating mean and std -2022-06-21 21:15:16,673:INFO:Creating metrics dataframe -2022-06-21 21:15:16,683:INFO:Uploading results into container -2022-06-21 21:15:16,687:INFO:Uploading model into container now -2022-06-21 21:15:16,688:INFO:master_model_container: 8 -2022-06-21 21:15:16,689:INFO:display_container: 2 -2022-06-21 21:15:16,690:INFO:QuadraticDiscriminantAnalysis(priors=None, reg_param=0.0, - store_covariance=False, tol=0.0001) -2022-06-21 21:15:16,690:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:17,069:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:17,070:INFO:Creating metrics dataframe -2022-06-21 21:15:17,087:INFO:Initializing Ada Boost Classifier -2022-06-21 21:15:17,088:INFO:Total runtime is 0.15473041931788128 minutes -2022-06-21 21:15:17,089:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:17,091:INFO:Initializing create_model() -2022-06-21 21:15:17,091:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:17,092:INFO:Checking exceptions -2022-06-21 21:15:17,096:INFO:Importing libraries -2022-06-21 21:15:17,097:INFO:Copying training dataset -2022-06-21 21:15:17,102:INFO:Defining folds -2022-06-21 21:15:17,103:INFO:Declaring metric variables -2022-06-21 21:15:17,104:INFO:Importing untrained model -2022-06-21 21:15:17,108:INFO:Ada Boost Classifier Imported successfully -2022-06-21 21:15:17,111:INFO:Starting cross validation -2022-06-21 21:15:17,113:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:17,447:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:17,480:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:17,504:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:17,554:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:17,654:INFO:PyCaret ClassificationExperiment -2022-06-21 21:15:17,655:INFO:Logging name: clf-default-name -2022-06-21 21:15:17,656:INFO:ML Usecase: MLUsecase.CLASSIFICATION -2022-06-21 21:15:17,656:INFO:version 3.0.0.rc1 -2022-06-21 21:15:17,657:INFO:Initializing setup() -2022-06-21 21:15:17,657:INFO:self.USI: 9b54 -2022-06-21 21:15:17,658:INFO:self.variable_keys: {'X_train', 'gpu_param', 'USI', '_available_plots', '_is_multiclass', 'fold_groups_param', 'X', '_all_metrics', 'y', 'display_container', 'X_test', 'pipeline', 'exp_name_log', 'exp_id', 'data', '_all_models', 'seed', 'logging_param', '_ml_usecase', 'n_jobs_param', 'idx', 'memory', 'target_param', 'y_train', 'y_test', 'fold_shuffle_param', 'master_model_container', 'fold_generator', 'fix_imbalance', '_all_models_internal', '_gpu_n_jobs_param', 'html_param', 'log_plots_param', 'variable_keys'} -2022-06-21 21:15:17,659:INFO:Checking environment -2022-06-21 21:15:17,659:INFO:python_version: 3.9.7 -2022-06-21 21:15:17,660:INFO:python_build: ('default', 'Sep 16 2021 13:09:58') -2022-06-21 21:15:17,660:INFO:machine: x86_64 -2022-06-21 21:15:17,661:INFO:platform: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 21:15:17,663:INFO:Memory: svmem(total=8230690816, available=1265549312, percent=84.6, used=5525721088, free=127344640, active=3534618624, inactive=3887202304, buffers=109002752, cached=2468622336, shared=1126731776, slab=374218752) -2022-06-21 21:15:17,666:INFO:Physical Core: 2 -2022-06-21 21:15:17,667:INFO:Logical Core: 4 -2022-06-21 21:15:17,668:INFO:Checking libraries -2022-06-21 21:15:17,671:INFO: -System: -2022-06-21 21:15:17,674:INFO: python: 3.9.7 (default, Sep 16 2021, 13:09:58) [GCC 7.5.0] -2022-06-21 21:15:17,679:INFO:executable: /home/tonne/development/anaconda3/bin/python -2022-06-21 21:15:17,679:INFO: machine: Linux-5.18.4-051804-generic-x86_64-with-glibc2.35 -2022-06-21 21:15:17,680:INFO: -PyCaret required dependencies: -2022-06-21 21:15:17,682:INFO: pip: 22.1.2 -2022-06-21 21:15:17,685:INFO: setuptools: 58.0.4 -2022-06-21 21:15:17,685:INFO: pycaret: 3.0.0.rc1 -2022-06-21 21:15:17,686:INFO: ipython: Not installed -2022-06-21 21:15:17,687:INFO: ipywidgets: 7.6.5 -2022-06-21 21:15:17,688:INFO: tqdm: 4.62.3 -2022-06-21 21:15:17,689:INFO: numpy: 1.21.5 -2022-06-21 21:15:17,690:INFO: pandas: 1.3.5 -2022-06-21 21:15:17,691:INFO: jinja2: 3.0.3 -2022-06-21 21:15:17,694:INFO: scipy: 1.7.1 -2022-06-21 21:15:17,695:INFO: joblib: 1.1.0 -2022-06-21 21:15:17,697:INFO: sklearn: 1.1.1 -2022-06-21 21:15:17,700:INFO: pyod: Installed but version unavailable -2022-06-21 21:15:17,703:INFO: imblearn: 0.9.1 -2022-06-21 21:15:17,704:INFO: category_encoders: 2.5.0 -2022-06-21 21:15:17,706:INFO: lightgbm: 3.2.1 -2022-06-21 21:15:17,707:INFO: numba: 0.55.2 -2022-06-21 21:15:17,713:INFO: requests: 2.27.1 -2022-06-21 21:15:17,713:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:17,715:INFO: matplotlib: 3.4.3 -2022-06-21 21:15:17,720:INFO: scikitplot: 0.3.7 -2022-06-21 21:15:17,722:INFO: yellowbrick: 1.4 -2022-06-21 21:15:17,724:INFO: plotly: 5.5.0 -2022-06-21 21:15:17,726:INFO: kaleido: 0.2.1 -2022-06-21 21:15:17,727:INFO: statsmodels: 0.12.2 -2022-06-21 21:15:17,732:INFO: sktime: 0.11.4 -2022-06-21 21:15:17,733:INFO: tbats: Installed but version unavailable -2022-06-21 21:15:17,734:INFO: pmdarima: 1.8.5 -2022-06-21 21:15:17,735:INFO: psutil: 5.9.0 -2022-06-21 21:15:17,738:INFO: -PyCaret optional dependencies: -2022-06-21 21:15:17,739:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:17,741:INFO: shap: 0.39.0 -2022-06-21 21:15:17,744:INFO: interpret: 0.2.7 -2022-06-21 21:15:17,747:INFO: umap: 0.5.3 -2022-06-21 21:15:17,750:INFO: pandas_profiling: 3.2.0 -2022-06-21 21:15:17,753:INFO: explainerdashboard: Installed but version unavailable -2022-06-21 21:15:17,755:INFO: autoviz: 0.1.39 -2022-06-21 21:15:17,756:INFO: fairlearn: 0.7.0 -2022-06-21 21:15:17,757:INFO: xgboost: 1.4.0 -2022-06-21 21:15:17,758:INFO: catboost: 1.0.6 -2022-06-21 21:15:17,759:INFO: kmodes: 0.12.1 -2022-06-21 21:15:17,764:INFO: mlxtend: 0.20.0 -2022-06-21 21:15:17,765:INFO: statsforecast: 0.5.5 -2022-06-21 21:15:17,768:INFO: tune_sklearn: 0.4.3 -2022-06-21 21:15:17,771:INFO: ray: 1.12.1 -2022-06-21 21:15:17,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:17,772:INFO: hyperopt: 0.2.7 -2022-06-21 21:15:17,772:INFO: optuna: 2.10.0 -2022-06-21 21:15:17,773:INFO: skopt: 0.9.0 -2022-06-21 21:15:17,774:INFO: mlflow: 1.26.1 -2022-06-21 21:15:17,774:INFO: gradio: 3.0.11 -2022-06-21 21:15:17,775:INFO: fastapi: 0.75.2 -2022-06-21 21:15:17,775:INFO: uvicorn: 0.17.6 -2022-06-21 21:15:17,776:INFO: m2cgen: 0.10.0 -2022-06-21 21:15:17,777:INFO: evidently: 0.1.51.dev0 -2022-06-21 21:15:17,779:INFO: nltk: 3.6.5 -2022-06-21 21:15:17,781:INFO: pyLDAvis: Not installed -2022-06-21 21:15:17,781:INFO: gensim: Not installed -2022-06-21 21:15:17,782:INFO: spacy: Not installed -2022-06-21 21:15:17,785:INFO: wordcloud: 1.8.1 -2022-06-21 21:15:17,786:INFO: textblob: 0.17.1 -2022-06-21 21:15:17,786:INFO: fugue: 0.6.6 -2022-06-21 21:15:17,787:INFO: streamlit: 1.10.0 -2022-06-21 21:15:17,796:INFO: prophet: Not installed -2022-06-21 21:15:17,797:INFO:None -2022-06-21 21:15:17,798:INFO:Set up data. -2022-06-21 21:15:17,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:17,820:INFO:Set up train/test split. -2022-06-21 21:15:17,903:INFO:Assigning column types. -2022-06-21 21:15:17,907:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:17,956:INFO:Set up folding strategy. -2022-06-21 21:15:17,985:INFO:Preparing preprocessing pipeline... -2022-06-21 21:15:17,988:INFO:Set up simple imputation. -2022-06-21 21:15:18,006:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,027:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,049:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,267:INFO:Finished creating preprocessing pipeline. -2022-06-21 21:15:18,275:INFO:Pipeline: Pipeline(memory=Memory(location=/tmp/joblib), - steps=[('numerical_imputer', - TransformerWrapper(exclude=None, include=['Number of times pregnant', 'Plasma glucose concentration a 2 hours in an oral glucose tolerance test', 'Diastolic blood pressure (mm Hg)', 'Triceps skin fold thickness (mm)', '2-Hour serum insulin (mu U/ml)', 'Body mass index (weight in kg/(height in m)^2)', 'Diabetes pedigr...nsformer=SimpleImputer(add_indicator=False, copy=True, fill_value=None, missing_values=nan, strategy='mean', verbose='deprecated'))), - ('categorical_imputer', - TransformerWrapper(exclude=None, include=[], transformer=SimpleImputer(add_indicator=False, copy=True, fill_value='constant', missing_values=nan, strategy='constant', verbose='deprecated')))], - verbose=False) -2022-06-21 21:15:18,277:INFO:Creating final display dataframe. -2022-06-21 21:15:18,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,342:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,520:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,531:INFO:Setup display_container: Description Value -0 Session id 8228 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 9b54 -2022-06-21 21:15:18,539:INFO: Description Value -0 Session id 8228 -1 Target Class variable -2 Target type Binary -3 Original data shape (768, 9) -4 Transformed data shape (768, 9) -5 Transformed train set shape (537, 9) -6 Transformed test set shape (231, 9) -7 Numeric features 8 -8 Preprocess True -9 Imputation type simple -10 Numeric imputation mean -11 Categorical imputation constant -12 Fold Generator StratifiedKFold -13 Fold Number 10 -14 CPU Jobs -1 -15 Use GPU False -16 Log Experiment False -17 Experiment Name clf-default-name -18 USI 9b54 -2022-06-21 21:15:18,547:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,561:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,684:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,733:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:18,832:INFO:Calculating mean and std -2022-06-21 21:15:18,834:INFO:Creating metrics dataframe -2022-06-21 21:15:18,852:INFO:Uploading results into container -2022-06-21 21:15:18,858:INFO:Uploading model into container now -2022-06-21 21:15:18,862:INFO:master_model_container: 9 -2022-06-21 21:15:18,868:INFO:display_container: 2 -2022-06-21 21:15:18,885:INFO:AdaBoostClassifier(algorithm='SAMME.R', base_estimator=None, learning_rate=1.0, - n_estimators=50, random_state=402) -2022-06-21 21:15:18,892:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:19,221:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:19,233:INFO:Creating metrics dataframe -2022-06-21 21:15:19,280:INFO:Initializing Gradient Boosting Classifier -2022-06-21 21:15:19,291:INFO:Total runtime is 0.19144898255666098 minutes -2022-06-21 21:15:19,309:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:19,314:INFO:Initializing create_model() -2022-06-21 21:15:19,315:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:19,315:INFO:Checking exceptions -2022-06-21 21:15:19,337:INFO:Importing libraries -2022-06-21 21:15:19,342:INFO:setup() successfully completed in 1.69s............... -2022-06-21 21:15:19,343:INFO:Copying training dataset -2022-06-21 21:15:19,343:INFO:Initializing compare_models() -2022-06-21 21:15:19,346:INFO:compare_models(self=, include=None, fold=None, round=4, cross_validation=True, sort=Accuracy, n_select=1, budget_time=None, turbo=True, errors=ignore, fit_kwargs=None, groups=None, experiment_custom_tags=None, probability_threshold=None, verbose=True, parallel=None, caller_params={'self': , 'include': None, 'exclude': None, 'fold': None, 'round': 4, 'cross_validation': True, 'sort': 'Accuracy', 'n_select': 1, 'budget_time': None, 'turbo': True, 'errors': 'ignore', 'fit_kwargs': None, 'groups': None, 'experiment_custom_tags': None, 'probability_threshold': None, 'verbose': True, 'parallel': None, '__class__': }, exclude=None) -2022-06-21 21:15:19,347:INFO:Checking exceptions -2022-06-21 21:15:19,354:INFO:Preparing display monitor -2022-06-21 21:15:19,355:INFO:Defining folds -2022-06-21 21:15:19,361:WARNING: Processing: 0%| | 0/69 [00:00, estimator=lr, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:19,374:INFO:Checking exceptions -2022-06-21 21:15:19,378:INFO:Importing libraries -2022-06-21 21:15:19,379:INFO:Copying training dataset -2022-06-21 21:15:19,412:INFO:Defining folds -2022-06-21 21:15:19,413:INFO:Declaring metric variables -2022-06-21 21:15:19,416:INFO:Importing untrained model -2022-06-21 21:15:19,424:INFO:Logistic Regression Imported successfully -2022-06-21 21:15:19,428:INFO:Starting cross validation -2022-06-21 21:15:19,431:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:19,627:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,635:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,685:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,694:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,724:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,727:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,936:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,955:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,966:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,982:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:19,992:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,005:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,143:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,153:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,207:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,215:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,233:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,248:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,319:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,332:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,419:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,442:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,463:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,471:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,524:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,535:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,651:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,659:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,665:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,675:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,676:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,695:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:20,700:INFO:Calculating mean and std -2022-06-21 21:15:20,701:INFO:Creating metrics dataframe -2022-06-21 21:15:20,707:INFO:Uploading results into container -2022-06-21 21:15:20,708:INFO:Uploading model into container now -2022-06-21 21:15:20,709:INFO:master_model_container: 10 -2022-06-21 21:15:20,709:INFO:display_container: 2 -2022-06-21 21:15:20,711:INFO:GradientBoostingClassifier(ccp_alpha=0.0, criterion='friedman_mse', init=None, - learning_rate=0.1, loss='log_loss', max_depth=3, - max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_iter_no_change=None, - random_state=402, subsample=1.0, tol=0.0001, - validation_fraction=0.1, verbose=0, - warm_start=False) -2022-06-21 21:15:20,712:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:20,991:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:20,992:INFO:Creating metrics dataframe -2022-06-21 21:15:20,998:INFO:Calculating mean and std -2022-06-21 21:15:21,004:WARNING: Processing: 0%| | 0/69 [00:00, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:21,020:INFO:master_model_container: 1 -2022-06-21 21:15:21,020:INFO:Checking exceptions -2022-06-21 21:15:21,021:INFO:display_container: 2 -2022-06-21 21:15:21,026:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=8228, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 21:15:21,027:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:21,031:INFO:Importing libraries -2022-06-21 21:15:21,259:INFO:Copying training dataset -2022-06-21 21:15:21,260:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:21,262:INFO:Creating metrics dataframe -2022-06-21 21:15:21,279:INFO:Defining folds -2022-06-21 21:15:21,289:INFO:Declaring metric variables -2022-06-21 21:15:21,298:INFO:Importing untrained model -2022-06-21 21:15:21,299:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 21:15:21,306:INFO:Starting cross validation -2022-06-21 21:15:21,312:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:21,304:INFO:Initializing K Neighbors Classifier -2022-06-21 21:15:21,314:INFO:Total runtime is 0.0324913223584493 minutes -2022-06-21 21:15:21,315:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:21,315:INFO:Initializing create_model() -2022-06-21 21:15:21,326:INFO:create_model(self=, estimator=knn, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:21,328:INFO:Checking exceptions -2022-06-21 21:15:21,343:INFO:Importing libraries -2022-06-21 21:15:21,373:INFO:Copying training dataset -2022-06-21 21:15:21,413:WARNING: Processing: 7%|7 | 5/69 [00:01<00:21, 3.05it/s] Processing: 62%|######2 | 43/69 [00:13<00:10, 2.43it/s] -2022-06-21 21:15:21,414:INFO:Defining folds -2022-06-21 21:15:21,414:INFO:Declaring metric variables -2022-06-21 21:15:21,416:INFO:Importing untrained model -2022-06-21 21:15:21,419:INFO:K Neighbors Classifier Imported successfully -2022-06-21 21:15:21,421:INFO:Starting cross validation -2022-06-21 21:15:21,424:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:21,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,457:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,465:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,474:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,476:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,490:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,521:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,530:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,544:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,546:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,553:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,554:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,570:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,589:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,593:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,624:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,650:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,669:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,700:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,714:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,736:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,743:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,748:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,757:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,761:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,770:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,788:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,794:INFO:Calculating mean and std -2022-06-21 21:15:21,795:INFO:Creating metrics dataframe -2022-06-21 21:15:21,803:INFO:Uploading results into container -2022-06-21 21:15:21,804:INFO:Uploading model into container now -2022-06-21 21:15:21,805:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,807:INFO:master_model_container: 11 -2022-06-21 21:15:21,808:INFO:display_container: 2 -2022-06-21 21:15:21,810:INFO:LinearDiscriminantAnalysis(covariance_estimator=None, n_components=None, - priors=None, shrinkage=None, solver='svd', - store_covariance=False, tol=0.0001) -2022-06-21 21:15:21,811:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:21,818:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:21,862:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:22,066:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:22,067:INFO:Creating metrics dataframe -2022-06-21 21:15:22,081:INFO:Initializing Extra Trees Classifier -2022-06-21 21:15:22,081:INFO:Total runtime is 0.2379576881726583 minutes -2022-06-21 21:15:22,082:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:22,083:INFO:Calculating mean and std -2022-06-21 21:15:22,084:INFO:Initializing create_model() -2022-06-21 21:15:22,085:WARNING: Processing: 10%|# | 7/69 [00:02<00:17, 3.53it/s] Processing: 65%|######5 | 45/69 [00:13<00:08, 2.74it/s] -2022-06-21 21:15:22,086:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:22,087:INFO:Creating metrics dataframe -2022-06-21 21:15:22,087:INFO:Checking exceptions -2022-06-21 21:15:22,095:INFO:Uploading results into container -2022-06-21 21:15:22,098:INFO:Uploading model into container now -2022-06-21 21:15:22,102:INFO:Importing libraries -2022-06-21 21:15:22,105:INFO:master_model_container: 2 -2022-06-21 21:15:22,106:INFO:Copying training dataset -2022-06-21 21:15:22,108:INFO:display_container: 2 -2022-06-21 21:15:22,114:INFO:Defining folds -2022-06-21 21:15:22,115:INFO:KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski', - metric_params=None, n_jobs=-1, n_neighbors=5, p=2, - weights='uniform') -2022-06-21 21:15:22,115:INFO:Declaring metric variables -2022-06-21 21:15:22,115:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:22,116:INFO:Importing untrained model -2022-06-21 21:15:22,381:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:22,383:INFO:Extra Trees Classifier Imported successfully -2022-06-21 21:15:22,384:INFO:Creating metrics dataframe -2022-06-21 21:15:22,385:INFO:Starting cross validation -2022-06-21 21:15:22,388:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:22,397:INFO:Initializing Naive Bayes -2022-06-21 21:15:22,398:INFO:Total runtime is 0.05055404901504516 minutes -2022-06-21 21:15:22,399:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:22,400:INFO:Initializing create_model() -2022-06-21 21:15:22,400:INFO:create_model(self=, estimator=nb, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:22,401:INFO:Checking exceptions -2022-06-21 21:15:22,409:INFO:Importing libraries -2022-06-21 21:15:22,412:INFO:Copying training dataset -2022-06-21 21:15:22,437:WARNING: Processing: 13%|#3 | 9/69 [00:02<00:18, 3.32it/s] Processing: 68%|######8 | 47/69 [00:14<00:06, 3.29it/s] Processing: 70%|######9 | 48/69 [00:14<00:06, 3.36it/s] -2022-06-21 21:15:22,438:INFO:Defining folds -2022-06-21 21:15:22,439:INFO:Declaring metric variables -2022-06-21 21:15:22,440:INFO:Importing untrained model -2022-06-21 21:15:22,445:INFO:Naive Bayes Imported successfully -2022-06-21 21:15:22,452:INFO:Starting cross validation -2022-06-21 21:15:22,453:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:22,690:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:22,734:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:22,772:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:22,817:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:22,833:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:22,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:22,876:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:22,879:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,177:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,222:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,271:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,303:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,315:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,328:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,330:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,367:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,384:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,397:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,425:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,428:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,433:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,434:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,437:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,441:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,444:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,484:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,489:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,491:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,533:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,540:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,540:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,556:INFO:Calculating mean and std -2022-06-21 21:15:23,557:WARNING: Processing: 16%|#5 | 11/69 [00:03<00:15, 3.85it/s] -2022-06-21 21:15:23,558:INFO:Creating metrics dataframe -2022-06-21 21:15:23,568:INFO:Uploading results into container -2022-06-21 21:15:23,571:INFO:Uploading model into container now -2022-06-21 21:15:23,573:INFO:master_model_container: 3 -2022-06-21 21:15:23,574:INFO:display_container: 2 -2022-06-21 21:15:23,575:INFO:GaussianNB(priors=None, var_smoothing=1e-09) -2022-06-21 21:15:23,575:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:23,745:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,777:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,780:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,812:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:23,891:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:23,892:INFO:Creating metrics dataframe -2022-06-21 21:15:23,901:INFO:Initializing Decision Tree Classifier -2022-06-21 21:15:23,901:INFO:Total runtime is 0.07561097145080567 minutes -2022-06-21 21:15:23,902:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:23,903:INFO:Initializing create_model() -2022-06-21 21:15:23,903:INFO:create_model(self=, estimator=dt, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:23,903:INFO:Checking exceptions -2022-06-21 21:15:23,904:INFO:Calculating mean and std -2022-06-21 21:15:23,908:INFO:Creating metrics dataframe -2022-06-21 21:15:23,913:INFO:Uploading results into container -2022-06-21 21:15:23,915:INFO:Uploading model into container now -2022-06-21 21:15:23,918:INFO:Importing libraries -2022-06-21 21:15:23,919:INFO:master_model_container: 12 -2022-06-21 21:15:23,920:INFO:Copying training dataset -2022-06-21 21:15:23,920:INFO:display_container: 2 -2022-06-21 21:15:23,924:INFO:ExtraTreesClassifier(bootstrap=False, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=402, verbose=0, warm_start=False) -2022-06-21 21:15:23,928:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:24,174:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:24,175:WARNING: Processing: 19%|#8 | 13/69 [00:04<00:19, 2.81it/s] Processing: 71%|#######1 | 49/69 [00:16<00:10, 1.84it/s] -2022-06-21 21:15:24,175:INFO:Creating metrics dataframe -2022-06-21 21:15:24,175:INFO:Defining folds -2022-06-21 21:15:24,178:INFO:Declaring metric variables -2022-06-21 21:15:24,180:INFO:Importing untrained model -2022-06-21 21:15:24,185:INFO:Initializing Extreme Gradient Boosting -2022-06-21 21:15:24,187:INFO:Decision Tree Classifier Imported successfully -2022-06-21 21:15:24,187:INFO:Total runtime is 0.27305657863616944 minutes -2022-06-21 21:15:24,189:INFO:Starting cross validation -2022-06-21 21:15:24,190:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:24,191:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:24,191:INFO:Initializing create_model() -2022-06-21 21:15:24,193:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:24,194:INFO:Checking exceptions -2022-06-21 21:15:24,200:INFO:Importing libraries -2022-06-21 21:15:24,201:INFO:Copying training dataset -2022-06-21 21:15:24,213:INFO:Defining folds -2022-06-21 21:15:24,214:INFO:Declaring metric variables -2022-06-21 21:15:24,215:INFO:Importing untrained model -2022-06-21 21:15:24,217:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 21:15:24,231:INFO:Starting cross validation -2022-06-21 21:15:24,239:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:24,251:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,267:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,269:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,277:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,283:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,290:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,311:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,321:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,335:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,345:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,348:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,358:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,389:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,390:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,399:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:24,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:25,234:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:25,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:25,255:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:25,308:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:26,614:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:26,644:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:26,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:26,660:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:26,766:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:26,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:26,793:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:26,802:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:26,874:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:26,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:26,991:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:27,031:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:27,046:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:27,048:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:27,065:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:27,090:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:27,167:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:27,179:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:27,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:27,352:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:28,312:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,334:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:28,361:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,385:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:28,478:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,506:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:28,513:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,528:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:28,534:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,562:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:28,682:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,700:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,735:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:28,742:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:28,768:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/sklearn.py:1146: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1]. - warnings.warn(label_encoder_deprecation_msg, UserWarning) - -2022-06-21 21:15:28,790:INFO:Calculating mean and std -2022-06-21 21:15:28,795:WARNING: Processing: 22%|##1 | 15/69 [00:04<00:18, 2.93it/s] Processing: 74%|#######3 | 51/69 [00:16<00:07, 2.49it/s] -2022-06-21 21:15:28,797:INFO:Creating metrics dataframe -2022-06-21 21:15:28,817:INFO:Uploading results into container -2022-06-21 21:15:28,820:INFO:Uploading model into container now -2022-06-21 21:15:28,821:INFO:master_model_container: 4 -2022-06-21 21:15:28,826:INFO:display_container: 2 -2022-06-21 21:15:28,827:INFO:DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini', - max_depth=None, max_features=None, max_leaf_nodes=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - random_state=8228, splitter='best') -2022-06-21 21:15:28,828:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:28,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,961:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:28,985:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:28,998:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:29,342:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:29,343:INFO:Creating metrics dataframe -2022-06-21 21:15:29,360:INFO:Initializing SVM - Linear Kernel -2022-06-21 21:15:29,366:INFO:Total runtime is 0.1666959802309672 minutes -2022-06-21 21:15:29,370:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:29,373:INFO:Initializing create_model() -2022-06-21 21:15:29,375:INFO:create_model(self=, estimator=svm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:29,376:INFO:Checking exceptions -2022-06-21 21:15:29,391:INFO:Importing libraries -2022-06-21 21:15:29,394:INFO:Copying training dataset -2022-06-21 21:15:29,408:WARNING: Processing: 25%|##4 | 17/69 [00:09<00:49, 1.05it/s] -2022-06-21 21:15:29,412:INFO:Defining folds -2022-06-21 21:15:29,414:INFO:Declaring metric variables -2022-06-21 21:15:29,415:INFO:Importing untrained model -2022-06-21 21:15:29,417:INFO:SVM - Linear Kernel Imported successfully -2022-06-21 21:15:29,418:INFO:Starting cross validation -2022-06-21 21:15:29,421:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:29,475:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:29,525:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,531:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:29,545:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,601:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,619:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,626:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,626:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,658:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,647:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,674:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,752:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,772:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,778:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,781:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,783:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,811:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,883:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,912:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,914:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,924:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,928:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,935:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:29,937:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:29,946:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/xgboost/data.py:112: UserWarning: Use subset (sliced data) of np.ndarray is not recommended because it will generate extra copies and increase memory consumption - warnings.warn( - -2022-06-21 21:15:29,965:INFO:Calculating mean and std -2022-06-21 21:15:29,968:INFO:Calculating mean and std -2022-06-21 21:15:29,974:INFO:Creating metrics dataframe -2022-06-21 21:15:29,976:WARNING: Processing: 28%|##7 | 19/69 [00:10<00:37, 1.33it/s] Processing: 77%|#######6 | 53/69 [00:22<00:20, 1.25s/it] -2022-06-21 21:15:29,977:INFO:Creating metrics dataframe -2022-06-21 21:15:29,985:INFO:Uploading results into container -2022-06-21 21:15:29,986:INFO:Uploading model into container now -2022-06-21 21:15:30,001:INFO:master_model_container: 5 -2022-06-21 21:15:30,004:INFO:display_container: 2 -2022-06-21 21:15:30,005:INFO:SGDClassifier(alpha=0.0001, average=False, class_weight=None, - early_stopping=False, epsilon=0.1, eta0=0.001, fit_intercept=True, - l1_ratio=0.15, learning_rate='optimal', loss='hinge', - max_iter=1000, n_iter_no_change=5, n_jobs=-1, penalty='l2', - power_t=0.5, random_state=8228, shuffle=True, tol=0.001, - validation_fraction=0.1, verbose=0, warm_start=False) -2022-06-21 21:15:30,016:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:30,023:INFO:Uploading results into container -2022-06-21 21:15:30,563:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:30,567:INFO:Uploading model into container now -2022-06-21 21:15:30,569:INFO:Creating metrics dataframe -2022-06-21 21:15:30,570:INFO:master_model_container: 13 -2022-06-21 21:15:30,572:INFO:display_container: 2 -2022-06-21 21:15:30,575:INFO:XGBClassifier(base_score=None, booster='gbtree', colsample_bylevel=None, - colsample_bynode=None, colsample_bytree=None, gamma=None, - gpu_id=None, importance_type='gain', interaction_constraints=None, - learning_rate=None, max_delta_step=None, max_depth=None, - min_child_weight=None, missing=nan, monotone_constraints=None, - n_estimators=100, n_jobs=-1, num_parallel_tree=None, - objective='binary:logistic', random_state=402, reg_alpha=None, - reg_lambda=None, scale_pos_weight=None, subsample=None, - tree_method='auto', use_label_encoder=True, - validate_parameters=None, verbosity=0) -2022-06-21 21:15:30,581:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:30,969:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:30,969:INFO:Creating metrics dataframe -2022-06-21 21:15:30,971:INFO:Initializing Ridge Classifier -2022-06-21 21:15:30,976:INFO:Total runtime is 0.19352633555730184 minutes -2022-06-21 21:15:30,988:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:30,993:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 21:15:30,994:INFO:Initializing create_model() -2022-06-21 21:15:30,995:INFO:Total runtime is 0.3865109841028849 minutes -2022-06-21 21:15:30,996:INFO:create_model(self=, estimator=ridge, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:30,996:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:30,997:INFO:Checking exceptions -2022-06-21 21:15:30,999:INFO:Initializing create_model() -2022-06-21 21:15:31,004:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:31,005:INFO:Checking exceptions -2022-06-21 21:15:31,012:INFO:Importing libraries -2022-06-21 21:15:31,023:INFO:Importing libraries -2022-06-21 21:15:31,025:INFO:Copying training dataset -2022-06-21 21:15:31,027:INFO:Copying training dataset -2022-06-21 21:15:31,038:WARNING: Processing: 30%|### | 21/69 [00:10<00:29, 1.64it/s] -2022-06-21 21:15:31,052:INFO:Defining folds -2022-06-21 21:15:31,059:INFO:Defining folds -2022-06-21 21:15:31,060:INFO:Declaring metric variables -2022-06-21 21:15:31,060:INFO:Declaring metric variables -2022-06-21 21:15:31,061:INFO:Importing untrained model -2022-06-21 21:15:31,063:INFO:Importing untrained model -2022-06-21 21:15:31,065:INFO:Ridge Classifier Imported successfully -2022-06-21 21:15:31,068:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 21:15:31,072:INFO:Starting cross validation -2022-06-21 21:15:31,077:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:31,079:INFO:Starting cross validation -2022-06-21 21:15:31,085:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:31,246:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:31,307:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:31,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:31,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,135:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,198:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,249:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,258:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,273:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,289:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,331:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,337:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,369:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:36,374:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:37,837:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:37,889:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:38,948:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,022:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,385:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,400:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,526:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,588:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,642:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,741:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,806:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,810:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,945:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,939:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,951:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,974:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:39,997:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:40,017:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:40,066:INFO:Calculating mean and std -2022-06-21 21:15:40,073:WARNING: Processing: 33%|###3 | 23/69 [00:11<00:26, 1.71it/s] Processing: 80%|#######9 | 55/69 [00:23<00:14, 1.02s/it] -2022-06-21 21:15:40,074:INFO:Creating metrics dataframe -2022-06-21 21:15:40,107:INFO:Uploading results into container -2022-06-21 21:15:40,117:INFO:Uploading model into container now -2022-06-21 21:15:40,120:INFO:master_model_container: 6 -2022-06-21 21:15:40,123:INFO:display_container: 2 -2022-06-21 21:15:40,124:INFO:RidgeClassifier(alpha=1.0, class_weight=None, copy_X=True, fit_intercept=True, - max_iter=None, normalize='deprecated', positive=False, - random_state=8228, solver='auto', tol=0.001) -2022-06-21 21:15:40,125:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:40,454:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:40,481:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:41,089:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:41,103:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:41,623:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:41,642:INFO:Creating metrics dataframe -2022-06-21 21:15:41,675:INFO:Initializing Random Forest Classifier -2022-06-21 21:15:41,676:INFO:Total runtime is 0.371865971883138 minutes -2022-06-21 21:15:41,680:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:41,686:INFO:Initializing create_model() -2022-06-21 21:15:41,688:INFO:create_model(self=, estimator=rf, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:41,692:INFO:Checking exceptions -2022-06-21 21:15:41,700:INFO:Importing libraries -2022-06-21 21:15:41,707:INFO:Copying training dataset -2022-06-21 21:15:41,721:WARNING: Processing: 36%|###6 | 25/69 [00:20<01:18, 1.77s/it] -2022-06-21 21:15:41,722:INFO:Defining folds -2022-06-21 21:15:41,723:INFO:Declaring metric variables -2022-06-21 21:15:41,725:INFO:Importing untrained model -2022-06-21 21:15:41,731:INFO:Random Forest Classifier Imported successfully -2022-06-21 21:15:41,733:INFO:Starting cross validation -2022-06-21 21:15:41,735:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:42,421:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:42,440:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:42,516:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:42,585:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:42,664:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:42,791:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:42,842:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:42,869:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:42,929:INFO:Calculating mean and std -2022-06-21 21:15:42,942:INFO:Creating metrics dataframe -2022-06-21 21:15:42,968:INFO:Uploading results into container -2022-06-21 21:15:42,994:INFO:Uploading model into container now -2022-06-21 21:15:43,009:INFO:master_model_container: 14 -2022-06-21 21:15:43,010:INFO:display_container: 2 -2022-06-21 21:15:43,011:INFO:LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0, - importance_type='split', learning_rate=0.1, max_depth=-1, - min_child_samples=20, min_child_weight=0.001, min_split_gain=0.0, - n_estimators=100, n_jobs=-1, num_leaves=31, objective=None, - random_state=402, reg_alpha=0.0, reg_lambda=0.0, silent=True, - subsample=1.0, subsample_for_bin=200000, subsample_freq=0) -2022-06-21 21:15:43,063:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:43,603:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:43,636:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:43,747:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:43,754:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:43,771:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:43,901:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:43,959:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:43,970:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:43,976:INFO:Creating metrics dataframe -2022-06-21 21:15:43,983:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:44,019:INFO:Initializing CatBoost Classifier -2022-06-21 21:15:44,023:INFO:Total runtime is 0.6036480108896891 minutes -2022-06-21 21:15:44,024:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:44,029:INFO:Initializing create_model() -2022-06-21 21:15:44,045:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:44,045:INFO:Checking exceptions -2022-06-21 21:15:44,055:INFO:Importing libraries -2022-06-21 21:15:44,074:INFO:Copying training dataset -2022-06-21 21:15:44,092:INFO:Defining folds -2022-06-21 21:15:44,092:INFO:Declaring metric variables -2022-06-21 21:15:44,094:INFO:Importing untrained model -2022-06-21 21:15:44,104:INFO:CatBoost Classifier Imported successfully -2022-06-21 21:15:44,115:INFO:Starting cross validation -2022-06-21 21:15:44,117:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:44,542:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:44,622:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:44,687:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:44,715:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:44,822:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:44,904:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:44,989:INFO:Calculating mean and std -2022-06-21 21:15:44,999:WARNING: Processing: 39%|###9 | 27/69 [00:22<01:02, 1.49s/it] Processing: 83%|########2 | 57/69 [00:35<00:31, 2.59s/it] Processing: 86%|########5 | 59/69 [00:36<00:19, 1.96s/it] -2022-06-21 21:15:45,000:INFO:Creating metrics dataframe -2022-06-21 21:15:45,057:INFO:Uploading results into container -2022-06-21 21:15:45,067:INFO:Uploading model into container now -2022-06-21 21:15:45,081:INFO:master_model_container: 7 -2022-06-21 21:15:45,082:INFO:display_container: 2 -2022-06-21 21:15:45,082:INFO:RandomForestClassifier(bootstrap=True, ccp_alpha=0.0, class_weight=None, - criterion='gini', max_depth=None, max_features='sqrt', - max_leaf_nodes=None, max_samples=None, - min_impurity_decrease=0.0, min_samples_leaf=1, - min_samples_split=2, min_weight_fraction_leaf=0.0, - n_estimators=100, n_jobs=-1, oob_score=False, - random_state=8228, verbose=0, warm_start=False) -2022-06-21 21:15:45,098:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:46,319:INFO:SubProcess create_model() end ================================== -2022-06-21 21:15:46,334:INFO:Creating metrics dataframe -2022-06-21 21:15:46,415:INFO:Initializing Quadratic Discriminant Analysis -2022-06-21 21:15:46,415:INFO:Total runtime is 0.45084393421808877 minutes -2022-06-21 21:15:46,416:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:46,425:INFO:Initializing create_model() -2022-06-21 21:15:46,426:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:46,426:INFO:Checking exceptions -2022-06-21 21:15:46,485:INFO:Importing libraries -2022-06-21 21:15:46,499:INFO:Copying training dataset -2022-06-21 21:15:46,518:WARNING: Processing: 42%|####2 | 29/69 [00:25<01:01, 1.53s/it] -2022-06-21 21:15:46,531:INFO:Defining folds -2022-06-21 21:15:46,548:INFO:Declaring metric variables -2022-06-21 21:15:46,573:INFO:Importing untrained model -2022-06-21 21:15:46,581:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 21:15:46,585:INFO:Starting cross validation -2022-06-21 21:15:46,586:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:50,893:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:51,030:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:52,994:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:53,007:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:54,250:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:54,313:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:54,878:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:54,919:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,226:INFO: Stopping... -2022-06-21 21:15:56,329:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,341:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,391:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,402:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,406:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,422:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,429:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,435:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,456:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,464:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,473:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,507:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,522:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,534:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,537:WARNING:/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/utils/metaestimators.py:201: FutureWarning: if_delegate_has_method was deprecated in version 1.1 and will be removed in version 1.3. Use if_available instead. - warnings.warn( - -2022-06-21 21:15:56,548:INFO: Stopping... -2022-06-21 21:15:56,713:INFO: Stopping... -2022-06-21 21:15:56,855:WARNING:create_model() for catboost raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:56,855:WARNING:create_model() for qda raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:56,859:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1056, in __call__ - self.retrieve() - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 935, in retrieve - self._output.extend(job.get(timeout=self.timeout)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 542, in wrap_future_result - return future.result(timeout=timeout) - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 445, in result - return self.__get_result() - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 390, in __get_result - raise self._exception -joblib.externals.loky.process_executor.ShutdownExecutorError: The Executor was shutdown with `kill_workers=True` before this job could complete. - -2022-06-21 21:15:56,860:INFO:Initializing create_model() -2022-06-21 21:15:56,861:INFO:create_model(self=, estimator=qda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:56,861:INFO:Checking exceptions -2022-06-21 21:15:56,866:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1056, in __call__ - self.retrieve() - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 935, in retrieve - self._output.extend(job.get(timeout=self.timeout)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 542, in wrap_future_result - return future.result(timeout=timeout) - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 445, in result - return self.__get_result() - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 390, in __get_result - raise self._exception -joblib.my_exceptions.WorkerInterrupt - -2022-06-21 21:15:56,871:INFO:Initializing create_model() -2022-06-21 21:15:56,871:INFO:Importing libraries -2022-06-21 21:15:56,872:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:56,872:INFO:Copying training dataset -2022-06-21 21:15:56,873:INFO:Checking exceptions -2022-06-21 21:15:56,878:WARNING: Processing: 45%|####4 | 31/69 [00:27<00:49, 1.30s/it] -2022-06-21 21:15:56,879:INFO:Importing libraries -2022-06-21 21:15:56,880:INFO:Defining folds -2022-06-21 21:15:56,880:INFO:Copying training dataset -2022-06-21 21:15:56,881:INFO:Declaring metric variables -2022-06-21 21:15:56,889:INFO:Importing untrained model -2022-06-21 21:15:56,897:INFO:Quadratic Discriminant Analysis Imported successfully -2022-06-21 21:15:56,898:INFO:Defining folds -2022-06-21 21:15:56,899:INFO:Starting cross validation -2022-06-21 21:15:56,900:INFO:Declaring metric variables -2022-06-21 21:15:56,902:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:56,905:INFO:Importing untrained model -2022-06-21 21:15:56,910:INFO:CatBoost Classifier Imported successfully -2022-06-21 21:15:56,912:INFO:Starting cross validation -2022-06-21 21:15:56,914:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:56,914:INFO: Stopping... -2022-06-21 21:15:56,922:ERROR:create_model() for qda raised an exception or returned all 0.0: -2022-06-21 21:15:56,926:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1056, in __call__ - self.retrieve() - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 935, in retrieve - self._output.extend(job.get(timeout=self.timeout)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 542, in wrap_future_result - return future.result(timeout=timeout) - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 445, in result - return self.__get_result() - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 390, in __get_result - raise self._exception -joblib.externals.loky.process_executor.ShutdownExecutorError: The Executor was shutdown with `kill_workers=True` before this job could complete. - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:56,927:INFO:Initializing Ada Boost Classifier -2022-06-21 21:15:56,930:INFO:Total runtime is 0.62608749071757 minutes -2022-06-21 21:15:56,933:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:56,934:INFO:Initializing create_model() -2022-06-21 21:15:56,934:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:56,935:INFO:Checking exceptions -2022-06-21 21:15:56,936:ERROR:create_model() for catboost raised an exception or returned all 0.0: -2022-06-21 21:15:56,938:INFO:Importing libraries -2022-06-21 21:15:56,939:INFO:Copying training dataset -2022-06-21 21:15:56,952:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1056, in __call__ - self.retrieve() - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 935, in retrieve - self._output.extend(job.get(timeout=self.timeout)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 542, in wrap_future_result - return future.result(timeout=timeout) - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 445, in result - return self.__get_result() - File "/home/tonne/development/anaconda3/lib/python3.9/concurrent/futures/_base.py", line 390, in __get_result - raise self._exception -joblib.my_exceptions.WorkerInterrupt - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:56,952:INFO:Initializing Dummy Classifier -2022-06-21 21:15:56,953:INFO:Defining folds -2022-06-21 21:15:56,954:INFO:Total runtime is 0.8191633542378743 minutes -2022-06-21 21:15:56,954:INFO:Declaring metric variables -2022-06-21 21:15:56,956:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:56,957:INFO:Importing untrained model -2022-06-21 21:15:56,957:INFO:Initializing create_model() -2022-06-21 21:15:56,958:INFO:Ada Boost Classifier Imported successfully -2022-06-21 21:15:56,959:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:56,961:INFO:Starting cross validation -2022-06-21 21:15:56,962:INFO:Checking exceptions -2022-06-21 21:15:56,964:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:56,972:INFO:Importing libraries -2022-06-21 21:15:56,974:INFO:Copying training dataset -2022-06-21 21:15:56,984:INFO:Defining folds -2022-06-21 21:15:56,985:INFO:Declaring metric variables -2022-06-21 21:15:56,985:INFO:Importing untrained model -2022-06-21 21:15:56,986:INFO:Dummy Classifier Imported successfully -2022-06-21 21:15:56,987:INFO:Starting cross validation -2022-06-21 21:15:56,994:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:57,002:WARNING:create_model() for ada raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:57,005:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:57,007:INFO:Initializing create_model() -2022-06-21 21:15:57,008:WARNING:create_model() for dummy raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:57,009:INFO:create_model(self=, estimator=ada, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:57,010:INFO:Checking exceptions -2022-06-21 21:15:57,014:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:57,015:INFO:Initializing create_model() -2022-06-21 21:15:57,017:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:57,019:INFO:Importing libraries -2022-06-21 21:15:57,019:INFO:Checking exceptions -2022-06-21 21:15:57,020:INFO:Copying training dataset -2022-06-21 21:15:57,032:INFO:Importing libraries -2022-06-21 21:15:57,032:INFO:Copying training dataset -2022-06-21 21:15:57,037:WARNING: Processing: 48%|####7 | 33/69 [00:37<01:28, 2.47s/it] Processing: 88%|########8 | 61/69 [00:49<00:26, 3.33s/it] -2022-06-21 21:15:57,043:INFO:Defining folds -2022-06-21 21:15:57,044:INFO:Declaring metric variables -2022-06-21 21:15:57,046:INFO:Importing untrained model -2022-06-21 21:15:57,047:INFO:Ada Boost Classifier Imported successfully -2022-06-21 21:15:57,049:INFO:Defining folds -2022-06-21 21:15:57,049:INFO:Starting cross validation -2022-06-21 21:15:57,050:INFO:Declaring metric variables -2022-06-21 21:15:57,050:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:57,051:INFO:Importing untrained model -2022-06-21 21:15:57,056:INFO:Dummy Classifier Imported successfully -2022-06-21 21:15:57,063:INFO:Starting cross validation -2022-06-21 21:15:57,066:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:57,083:ERROR:create_model() for dummy raised an exception or returned all 0.0: -2022-06-21 21:15:57,085:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:57,087:ERROR:create_model() for ada raised an exception or returned all 0.0: -2022-06-21 21:15:57,090:INFO:Initializing create_model() -2022-06-21 21:15:57,092:INFO:create_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=402, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 21:15:57,092:INFO:Checking exceptions -2022-06-21 21:15:57,096:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:57,098:INFO:Initializing Gradient Boosting Classifier -2022-06-21 21:15:57,105:INFO:Importing libraries -2022-06-21 21:15:57,108:INFO:Total runtime is 0.6290589133898417 minutes -2022-06-21 21:15:57,112:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:57,115:INFO:Copying training dataset -2022-06-21 21:15:57,115:INFO:Initializing create_model() -2022-06-21 21:15:57,117:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:57,117:INFO:Checking exceptions -2022-06-21 21:15:57,123:INFO:Defining folds -2022-06-21 21:15:57,124:INFO:Declaring metric variables -2022-06-21 21:15:57,126:INFO:Importing libraries -2022-06-21 21:15:57,128:INFO:Importing untrained model -2022-06-21 21:15:57,130:INFO:Copying training dataset -2022-06-21 21:15:57,131:INFO:Declaring custom model -2022-06-21 21:15:57,132:INFO: Stopping... -2022-06-21 21:15:57,134:INFO:Logistic Regression Imported successfully -2022-06-21 21:15:57,149:INFO:Cross validation set to False -2022-06-21 21:15:57,151:INFO:Fitting Model -2022-06-21 21:15:57,154:WARNING: Processing: 54%|#####3 | 37/69 [00:37<00:43, 1.35s/it] Processing: 94%|#########4| 65/69 [00:49<00:07, 1.79s/it] -2022-06-21 21:15:57,155:INFO:Defining folds -2022-06-21 21:15:57,155:INFO:Declaring metric variables -2022-06-21 21:15:57,164:INFO:Importing untrained model -2022-06-21 21:15:57,165:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 21:15:57,166:INFO:Starting cross validation -2022-06-21 21:15:57,168:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:57,210:WARNING:create_model() for gbc raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:57,212:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:57,214:INFO:Initializing create_model() -2022-06-21 21:15:57,215:INFO:create_model(self=, estimator=gbc, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:57,215:INFO:Checking exceptions -2022-06-21 21:15:57,220:INFO:Importing libraries -2022-06-21 21:15:57,226:INFO:Copying training dataset -2022-06-21 21:15:57,269:WARNING: Processing: 57%|#####6 | 39/69 [00:37<00:30, 1.03s/it] -2022-06-21 21:15:57,270:INFO:Defining folds -2022-06-21 21:15:57,271:INFO:Declaring metric variables -2022-06-21 21:15:57,280:INFO:Importing untrained model -2022-06-21 21:15:57,282:INFO:Gradient Boosting Classifier Imported successfully -2022-06-21 21:15:57,283:INFO:Starting cross validation -2022-06-21 21:15:57,284:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:57,298:ERROR:create_model() for gbc raised an exception or returned all 0.0: -2022-06-21 21:15:57,300:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:57,302:INFO:Initializing Linear Discriminant Analysis -2022-06-21 21:15:57,305:INFO:Total runtime is 0.6323400656382242 minutes -2022-06-21 21:15:57,313:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:57,315:INFO:Initializing create_model() -2022-06-21 21:15:57,316:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:57,317:INFO:Checking exceptions -2022-06-21 21:15:57,327:INFO:Importing libraries -2022-06-21 21:15:57,328:INFO:Copying training dataset -2022-06-21 21:15:57,336:INFO:Defining folds -2022-06-21 21:15:57,337:INFO:Declaring metric variables -2022-06-21 21:15:57,339:INFO:Importing untrained model -2022-06-21 21:15:57,340:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 21:15:57,345:INFO:Starting cross validation -2022-06-21 21:15:57,349:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:57,368:WARNING:create_model() for lda raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:57,370:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:57,383:INFO:Initializing create_model() -2022-06-21 21:15:57,384:INFO:create_model(self=, estimator=lda, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:57,385:INFO:Checking exceptions -2022-06-21 21:15:57,394:INFO:Importing libraries -2022-06-21 21:15:57,396:INFO:Copying training dataset -2022-06-21 21:15:57,414:WARNING: Processing: 59%|#####9 | 41/69 [00:37<00:21, 1.29it/s] -2022-06-21 21:15:57,415:INFO:Defining folds -2022-06-21 21:15:57,415:INFO:Declaring metric variables -2022-06-21 21:15:57,416:INFO:Importing untrained model -2022-06-21 21:15:57,418:INFO:Linear Discriminant Analysis Imported successfully -2022-06-21 21:15:57,420:INFO:Starting cross validation -2022-06-21 21:15:57,422:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:57,448:ERROR:create_model() for lda raised an exception or returned all 0.0: -2022-06-21 21:15:57,450:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:57,451:INFO:Initializing Extra Trees Classifier -2022-06-21 21:15:57,451:INFO:Total runtime is 0.6347731391588846 minutes -2022-06-21 21:15:57,452:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:57,453:INFO:Initializing create_model() -2022-06-21 21:15:57,454:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:57,456:INFO:Checking exceptions -2022-06-21 21:15:57,464:INFO:Importing libraries -2022-06-21 21:15:57,465:INFO:Copying training dataset -2022-06-21 21:15:57,471:INFO:Defining folds -2022-06-21 21:15:57,472:INFO:Declaring metric variables -2022-06-21 21:15:57,482:INFO:Importing untrained model -2022-06-21 21:15:57,484:INFO:Extra Trees Classifier Imported successfully -2022-06-21 21:15:57,487:INFO:Starting cross validation -2022-06-21 21:15:57,488:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:57,495:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=402, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 21:15:57,498:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:57,941:INFO: Stopping... -2022-06-21 21:15:58,001:INFO: Model Accuracy AUC Recall Prec. \ -lr Logistic Regression 0.7561 0.8197 0.5249 0.6935 -ridge Ridge Classifier 0.7561 0.0000 0.5249 0.6962 -ada Ada Boost Classifier 0.7560 0.7904 0.5614 0.6824 -lda Linear Discriminant Analysis 0.7543 0.8209 0.5249 0.6927 -rf Random Forest Classifier 0.7542 0.8012 0.5509 0.6854 -nb Naive Bayes 0.7449 0.8016 0.5775 0.6476 -knn K Neighbors Classifier 0.7393 0.7479 0.5246 0.6719 -qda Quadratic Discriminant Analysis 0.7392 0.7939 0.5237 0.6598 -et Extra Trees Classifier 0.7392 0.7903 0.5079 0.6647 -gbc Gradient Boosting Classifier 0.7300 0.8082 0.5292 0.6387 -lightgbm Light Gradient Boosting Machine 0.7280 0.7874 0.5515 0.6362 -xgboost Extreme Gradient Boosting 0.7190 0.7671 0.5254 0.6147 -dt Decision Tree Classifier 0.6516 0.6211 0.5193 0.5137 -svm SVM - Linear Kernel 0.6033 0.0000 0.3094 0.4746 - - F1 Kappa MCC TT (Sec) -lr 0.5896 0.4247 0.4367 0.363 -ridge 0.5903 0.4251 0.4378 0.018 -ada 0.6099 0.4366 0.4450 0.172 -lda 0.5886 0.4217 0.4343 0.048 -rf 0.6053 0.4314 0.4401 0.161 -nb 0.6071 0.4203 0.4241 0.023 -knn 0.5813 0.3974 0.4090 0.021 -qda 0.5782 0.3950 0.4036 0.020 -et 0.5695 0.3893 0.4003 0.151 -gbc 0.5726 0.3797 0.3868 0.133 -lightgbm 0.5850 0.3851 0.3917 1.184 -xgboost 0.5636 0.3593 0.3634 0.570 -dt 0.5106 0.2429 0.2462 0.031 -svm 0.2736 0.0672 0.0922 0.017 -2022-06-21 21:15:58,003:WARNING:create_model() for et raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:58,004:INFO:master_model_container: 14 -2022-06-21 21:15:58,005:INFO:display_container: 2 -2022-06-21 21:15:58,005:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,007:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=402, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 21:15:58,008:INFO:Initializing create_model() -2022-06-21 21:15:58,008:INFO:compare_models() successfully completed...................................... -2022-06-21 21:15:58,008:INFO:create_model(self=, estimator=et, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,377:INFO:Checking exceptions -2022-06-21 21:15:58,378:INFO: Stopping... -2022-06-21 21:15:58,384:INFO:Importing libraries -2022-06-21 21:15:58,384:INFO:Copying training dataset -2022-06-21 21:15:58,396:WARNING: Processing: 65%|######5 | 45/69 [00:38<00:10, 2.19it/s] Processing: 100%|##########| 69/69 [00:50<00:00, 1.16s/it] -2022-06-21 21:15:58,398:INFO:Defining folds -2022-06-21 21:15:58,399:INFO:Declaring metric variables -2022-06-21 21:15:58,401:INFO:Importing untrained model -2022-06-21 21:15:58,403:INFO:Extra Trees Classifier Imported successfully -2022-06-21 21:15:58,404:INFO:Starting cross validation -2022-06-21 21:15:58,405:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:58,417:ERROR:create_model() for et raised an exception or returned all 0.0: -2022-06-21 21:15:58,418:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,418:INFO:Initializing Extreme Gradient Boosting -2022-06-21 21:15:58,418:INFO:Total runtime is 0.6508991758028665 minutes -2022-06-21 21:15:58,419:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:58,420:INFO:Initializing create_model() -2022-06-21 21:15:58,420:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,420:INFO:Checking exceptions -2022-06-21 21:15:58,424:INFO:Importing libraries -2022-06-21 21:15:58,425:INFO:Copying training dataset -2022-06-21 21:15:58,435:INFO:Defining folds -2022-06-21 21:15:58,436:INFO:Declaring metric variables -2022-06-21 21:15:58,436:INFO:Importing untrained model -2022-06-21 21:15:58,438:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 21:15:58,446:INFO:Starting cross validation -2022-06-21 21:15:58,447:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:58,456:WARNING:create_model() for xgboost raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:58,457:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,459:INFO:Initializing create_model() -2022-06-21 21:15:58,462:INFO:create_model(self=, estimator=xgboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,462:INFO:Checking exceptions -2022-06-21 21:15:58,467:INFO:Importing libraries -2022-06-21 21:15:58,467:INFO:Copying training dataset -2022-06-21 21:15:58,470:INFO:Defining folds -2022-06-21 21:15:58,470:INFO:Declaring metric variables -2022-06-21 21:15:58,471:INFO:Importing untrained model -2022-06-21 21:15:58,473:INFO:Extreme Gradient Boosting Imported successfully -2022-06-21 21:15:58,475:INFO:Starting cross validation -2022-06-21 21:15:58,477:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:58,486:ERROR:create_model() for xgboost raised an exception or returned all 0.0: -2022-06-21 21:15:58,487:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,487:INFO:Initializing Light Gradient Boosting Machine -2022-06-21 21:15:58,487:INFO:Total runtime is 0.6520476977030435 minutes -2022-06-21 21:15:58,488:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:58,492:INFO:Initializing create_model() -2022-06-21 21:15:58,494:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,496:INFO:Checking exceptions -2022-06-21 21:15:58,501:INFO:Importing libraries -2022-06-21 21:15:58,502:INFO:Copying training dataset -2022-06-21 21:15:58,509:WARNING: Processing: 71%|#######1 | 49/69 [00:39<00:07, 2.65it/s] -2022-06-21 21:15:58,510:INFO:Defining folds -2022-06-21 21:15:58,510:INFO:Declaring metric variables -2022-06-21 21:15:58,510:INFO:Importing untrained model -2022-06-21 21:15:58,511:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 21:15:58,512:INFO:Starting cross validation -2022-06-21 21:15:58,513:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:58,519:WARNING:create_model() for lightgbm raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:58,521:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,522:INFO:Initializing create_model() -2022-06-21 21:15:58,522:INFO:create_model(self=, estimator=lightgbm, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,523:INFO:Checking exceptions -2022-06-21 21:15:58,533:INFO:Importing libraries -2022-06-21 21:15:58,533:INFO:Copying training dataset -2022-06-21 21:15:58,545:INFO:Defining folds -2022-06-21 21:15:58,546:INFO:Declaring metric variables -2022-06-21 21:15:58,548:INFO:Importing untrained model -2022-06-21 21:15:58,549:INFO:Light Gradient Boosting Machine Imported successfully -2022-06-21 21:15:58,549:INFO:Starting cross validation -2022-06-21 21:15:58,550:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:58,557:ERROR:create_model() for lightgbm raised an exception or returned all 0.0: -2022-06-21 21:15:58,558:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,559:INFO:Initializing CatBoost Classifier -2022-06-21 21:15:58,559:INFO:Total runtime is 0.6532384355862935 minutes -2022-06-21 21:15:58,560:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:58,561:INFO:Initializing create_model() -2022-06-21 21:15:58,561:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,562:INFO:Checking exceptions -2022-06-21 21:15:58,567:INFO:Importing libraries -2022-06-21 21:15:58,567:INFO:Copying training dataset -2022-06-21 21:15:58,580:INFO:Defining folds -2022-06-21 21:15:58,581:INFO:Declaring metric variables -2022-06-21 21:15:58,582:INFO:Importing untrained model -2022-06-21 21:15:58,583:INFO:CatBoost Classifier Imported successfully -2022-06-21 21:15:58,584:INFO:Starting cross validation -2022-06-21 21:15:58,585:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:58,594:WARNING:create_model() for catboost raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:58,595:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,597:INFO:Initializing create_model() -2022-06-21 21:15:58,598:INFO:create_model(self=, estimator=catboost, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,599:INFO:Checking exceptions -2022-06-21 21:15:58,601:INFO:Importing libraries -2022-06-21 21:15:58,601:INFO:Copying training dataset -2022-06-21 21:15:58,605:INFO:Defining folds -2022-06-21 21:15:58,608:INFO:Declaring metric variables -2022-06-21 21:15:58,611:INFO:Importing untrained model -2022-06-21 21:15:58,614:INFO:CatBoost Classifier Imported successfully -2022-06-21 21:15:58,619:WARNING: Processing: 80%|#######9 | 55/69 [00:39<00:03, 4.62it/s] -2022-06-21 21:15:58,620:INFO:Starting cross validation -2022-06-21 21:15:58,621:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:58,636:ERROR:create_model() for catboost raised an exception or returned all 0.0: -2022-06-21 21:15:58,637:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,652:INFO:Initializing Dummy Classifier -2022-06-21 21:15:58,652:INFO:Total runtime is 0.6547953327496846 minutes -2022-06-21 21:15:58,653:INFO:SubProcess create_model() called ================================== -2022-06-21 21:15:58,662:INFO:Initializing create_model() -2022-06-21 21:15:58,663:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,664:INFO:Checking exceptions -2022-06-21 21:15:58,671:INFO:Importing libraries -2022-06-21 21:15:58,677:INFO:Copying training dataset -2022-06-21 21:15:58,686:INFO:Defining folds -2022-06-21 21:15:58,687:INFO:Declaring metric variables -2022-06-21 21:15:58,688:INFO:Importing untrained model -2022-06-21 21:15:58,699:INFO:Dummy Classifier Imported successfully -2022-06-21 21:15:58,701:INFO:Starting cross validation -2022-06-21 21:15:58,702:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:58,725:WARNING:create_model() for dummy raised an exception or returned all 0.0, trying without fit_kwargs: -2022-06-21 21:15:58,728:WARNING:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,735:INFO:Initializing create_model() -2022-06-21 21:15:58,736:INFO:create_model(self=, estimator=dummy, fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=True, predict=True, fit_kwargs={}, groups=None, refit=False, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,736:INFO:Checking exceptions -2022-06-21 21:15:58,748:INFO:Importing libraries -2022-06-21 21:15:58,748:INFO:Copying training dataset -2022-06-21 21:15:58,755:INFO:Defining folds -2022-06-21 21:15:58,757:INFO:Declaring metric variables -2022-06-21 21:15:58,760:INFO:Importing untrained model -2022-06-21 21:15:58,764:INFO:Dummy Classifier Imported successfully -2022-06-21 21:15:58,766:WARNING: Processing: 90%|########9 | 62/69 [00:39<00:00, 7.66it/s] -2022-06-21 21:15:58,769:INFO:Starting cross validation -2022-06-21 21:15:58,771:INFO:Cross validating with StratifiedKFold(n_splits=10, random_state=None, shuffle=False), n_jobs=-1 -2022-06-21 21:15:58,785:ERROR:create_model() for dummy raised an exception or returned all 0.0: -2022-06-21 21:15:58,786:ERROR:Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 768, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -During handling of the above exception, another exception occurred: - -Traceback (most recent call last): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 784, in compare_models - model, model_fit_time = self._create_model(**create_model_args) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1485, in _create_model - model, model_fit_time, model_results, _ = self._create_model_with_cv( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/pycaret/internal/pycaret_experiment/supervised_experiment.py", line 1085, in _create_model_with_cv - scores = cross_validate( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/sklearn/model_selection/_validation.py", line 266, in cross_validate - results = parallel( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 1043, in __call__ - if self.dispatch_one_batch(iterator): - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 861, in dispatch_one_batch - self._dispatch(tasks) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/parallel.py", line 779, in _dispatch - job = self._backend.apply_async(batch, callback=cb) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/_parallel_backends.py", line 531, in apply_async - future = self._workers.submit(SafeFunction(func)) - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/reusable_executor.py", line 177, in submit - return super(_ReusablePoolExecutor, self).submit( - File "/home/tonne/development/anaconda3/lib/python3.9/site-packages/joblib/externals/loky/process_executor.py", line 1123, in submit - raise RuntimeError('cannot schedule new futures after ' -RuntimeError: cannot schedule new futures after interpreter shutdown - -2022-06-21 21:15:58,800:INFO:Initializing create_model() -2022-06-21 21:15:58,801:INFO:create_model(self=, estimator=LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=8228, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False), fold=StratifiedKFold(n_splits=10, random_state=None, shuffle=False), round=4, cross_validation=False, predict=False, fit_kwargs={}, groups=None, refit=True, probability_threshold=None, experiment_custom_tags=None, verbose=False, system=False, add_to_model_list=True, metrics=None, display=None, return_train_score=False, kwargs={}) -2022-06-21 21:15:58,802:INFO: Stopping... -2022-06-21 21:15:58,802:INFO:Checking exceptions -2022-06-21 21:15:58,810:INFO:Importing libraries -2022-06-21 21:15:58,811:INFO:Copying training dataset -2022-06-21 21:15:58,823:INFO:Defining folds -2022-06-21 21:15:58,824:INFO:Declaring metric variables -2022-06-21 21:15:58,834:INFO:Importing untrained model -2022-06-21 21:15:58,835:INFO:Declaring custom model -2022-06-21 21:15:58,836:INFO:Logistic Regression Imported successfully -2022-06-21 21:15:58,838:INFO:Cross validation set to False -2022-06-21 21:15:58,838:INFO:Fitting Model -2022-06-21 21:15:58,981:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=8228, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 21:15:58,981:INFO:create_model() successfully completed...................................... -2022-06-21 21:15:59,351:INFO: Stopping... -2022-06-21 21:15:59,352:WARNING: Processing: 96%|#########5| 66/69 [00:39<00:00, 9.41it/s] -2022-06-21 21:15:59,400:INFO: Model Accuracy AUC Recall Prec. F1 Kappa MCC TT (Sec) -lr Logistic Regression 0.7653 0.8176 0.5453 0.7335 0.6203 0.4555 0.4699 0.155 -ridge Ridge Classifier 0.7652 0.0000 0.5506 0.7294 0.6229 0.4571 0.4701 0.899 -rf Random Forest Classifier 0.7522 0.7992 0.5775 0.6818 0.6159 0.4368 0.4469 0.325 -nb Naive Bayes 0.7449 0.7932 0.5719 0.6634 0.6067 0.4209 0.4290 0.110 -knn K Neighbors Classifier 0.7411 0.7394 0.5450 0.6651 0.5915 0.4061 0.4153 0.065 -dt Decision Tree Classifier 0.6723 0.6458 0.5573 0.5307 0.5359 0.2858 0.2910 0.460 -svm SVM - Linear Kernel 0.5273 0.0000 0.5833 0.4669 0.4021 0.0854 0.1098 0.054 -2022-06-21 21:15:59,400:INFO:master_model_container: 7 -2022-06-21 21:15:59,401:INFO:display_container: 2 -2022-06-21 21:15:59,401:INFO:LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True, - intercept_scaling=1, l1_ratio=None, max_iter=1000, - multi_class='auto', n_jobs=None, penalty='l2', - random_state=8228, solver='lbfgs', tol=0.0001, verbose=0, - warm_start=False) -2022-06-21 21:15:59,402:INFO:compare_models() successfully completed...................................... -2022-06-21 21:15:59,881:INFO: Stopping...