diff --git "a/models/model_storage_charge.txt" "b/models/model_storage_charge.txt" new file mode 100644--- /dev/null +++ "b/models/model_storage_charge.txt" @@ -0,0 +1,18323 @@ +tree +version=v4 +num_class=1 +num_tree_per_iteration=1 +label_index=0 +max_feature_idx=66 +objective=regression +feature_names=hour day_of_week day month season hour_sin hour_cos day_of_week_sin day_of_week_cos day_sin day_cos month_sin month_cos season_sin season_cos part_of_day is_working_hours is_weekend exact_1 mean_1 median_1 std_1 min_1 max_1 exact_3 mean_3 median_3 std_3 min_3 max_3 exact_6 mean_6 median_6 std_6 min_6 max_6 exact_12 mean_12 median_12 std_12 min_12 max_12 exact_24 mean_24 median_24 std_24 min_24 max_24 exact_48 mean_48 median_48 std_48 min_48 max_48 exact_96 mean_96 median_96 std_96 min_96 max_96 exact_192 mean_192 median_192 std_192 min_192 max_192 type +feature_infos=[0:23] [0:6] [1:31] [1:12] [0:3] [-0.99766876919053926:0.99766876919053915] [-0.99068594603633064:1] 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+split_gain=1.02307e-09 1.06905e-08 4.59921e-11 +threshold=1.4575000000000389 1.4615000000000011 1.4304999999999668 +decision_type=2 2 2 +left_child=2 -2 -1 +right_child=1 -3 -4 +leaf_value=0 5.9142831107826233e-08 0 -1.979718168239333e-09 +leaf_weight=185631 946 121 3315 +leaf_count=185631 946 121 3315 +internal_value=0 1.64579e-08 0 +internal_weight=0 1067 188946 +internal_count=190013 1067 188946 +is_linear=0 +shrinkage=0.0168075 + + +Tree=949 +num_leaves=4 +num_cat=0 +split_feature=59 59 59 +split_gain=9.16432e-10 1.04067e-08 4.44595e-11 +threshold=1.4575000000000389 1.4615000000000011 1.4304999999999668 +decision_type=2 2 2 +left_child=2 -2 -1 +right_child=1 -3 -4 +leaf_value=0 5.8148792348046394e-08 0 -1.9464547486195136e-09 +leaf_weight=185631 946 121 3315 +leaf_count=185631 946 121 3315 +internal_value=0 1.55766e-08 0 +internal_weight=0 1067 188946 +internal_count=190013 1067 188946 +is_linear=0 +shrinkage=0.0168075 + + +Tree=950 +num_leaves=3 +num_cat=0 +split_feature=65 65 +split_gain=6.27255e-10 2.39323e-09 +threshold=1.4199999999999593 1.4615000000000011 +decision_type=2 2 +left_child=-1 -2 +right_child=1 -3 +leaf_value=0 1.1462680890321061e-08 0 +leaf_weight=183305 6494 214 +leaf_count=183305 6494 214 +internal_value=0 5.1396e-09 +internal_weight=0 6708 +internal_count=190013 6708 +is_linear=0 +shrinkage=0.0168075 + + +Tree=951 +num_leaves=4 +num_cat=0 +split_feature=59 59 59 +split_gain=7.99825e-10 1.00776e-08 5.19989e-11 +threshold=1.4575000000000389 1.4615000000000011 1.4304999999999668 +decision_type=2 2 2 +left_child=2 -2 -1 +right_child=1 -3 -4 +leaf_value=0 5.6993040596906016e-08 0 -2.1050332202813543e-09 +leaf_weight=185631 946 121 3315 +leaf_count=185631 946 121 3315 +internal_value=0 1.45519e-08 0 +internal_weight=0 1067 188946 +internal_count=190013 1067 188946 +is_linear=0 +shrinkage=0.0168075 + + +Tree=952 +num_leaves=4 +num_cat=0 +split_feature=59 59 59 +split_gain=7.09187e-10 9.8057e-09 5.02662e-11 +threshold=1.4575000000000389 1.4615000000000011 1.4304999999999668 +decision_type=2 2 2 +left_child=2 -2 -1 +right_child=1 -3 -4 +leaf_value=0 5.6035098696429917e-08 0 -2.0696650814619362e-09 +leaf_weight=185631 946 121 3315 +leaf_count=185631 946 121 3315 +internal_value=0 1.37026e-08 0 +internal_weight=0 1067 188946 +internal_count=190013 1067 188946 +is_linear=0 +shrinkage=0.0168075 + + +Tree=953 +num_leaves=4 +num_cat=0 +split_feature=59 59 59 +split_gain=6.25389e-10 9.53901e-09 4.85901e-11 +threshold=1.4575000000000389 1.4615000000000011 1.4304999999999668 +decision_type=2 2 2 +left_child=2 -2 -1 +right_child=1 -3 -4 +leaf_value=0 5.5093299169030118e-08 0 -2.0348671710739894e-09 +leaf_weight=185631 946 121 3315 +leaf_count=185631 946 121 3315 +internal_value=0 1.28676e-08 0 +internal_weight=0 1067 188946 +internal_count=190013 1067 188946 +is_linear=0 +shrinkage=0.0168075 + + +end of trees + +feature_importances: +exact_1=3355 +exact_3=1372 +exact_6=491 +std_1=354 +max_192=354 +min_1=285 +std_3=251 +median_12=244 +mean_3=215 +median_3=204 +mean_48=204 +max_3=201 +mean_12=201 +std_96=197 +min_3=196 +max_1=195 +mean_1=193 +mean_24=187 +mean_6=179 +std_12=179 +median_6=172 +max_6=172 +std_192=171 +mean_192=170 +day_sin=157 +max_48=154 +median_24=146 +std_6=142 +min_6=130 +max_24=127 +exact_12=124 +exact_24=114 +max_96=108 +std_24=100 +median_1=85 +max_12=83 +mean_96=76 +std_48=73 +median_96=69 +hour_sin=50 +median_48=50 +min_12=46 +exact_48=43 +day=39 +median_192=39 +min_24=34 +month=31 +season=17 +hour=16 +exact_96=15 +month_sin=13 +hour_cos=7 +day_of_week_cos=7 +min_48=7 +day_cos=5 +min_96=5 +month_cos=4 +part_of_day=3 +season_cos=1 + +parameters: +[boosting: gbdt] +[objective: regression] +[metric: l2] +[tree_learner: serial] +[device_type: cpu] +[data_sample_strategy: bagging] +[data: ] +[valid: ] +[num_iterations: 1000] +[learning_rate: 0.0168075] +[num_leaves: 104] +[num_threads: 0] +[seed: 0] +[deterministic: 0] +[force_col_wise: 0] +[force_row_wise: 0] +[histogram_pool_size: -1] +[max_depth: 14] +[min_data_in_leaf: 20] +[min_sum_hessian_in_leaf: 0.643238] +[bagging_fraction: 0.986709] +[pos_bagging_fraction: 1] +[neg_bagging_fraction: 1] +[bagging_freq: 6] +[bagging_seed: 3] +[feature_fraction: 0.601534] +[feature_fraction_bynode: 1] +[feature_fraction_seed: 2] +[extra_trees: 0] +[extra_seed: 6] +[early_stopping_round: 0] +[first_metric_only: 0] +[max_delta_step: 0] +[lambda_l1: 0.126031] +[lambda_l2: 0.00168937] +[linear_lambda: 0] +[min_gain_to_split: 0] +[drop_rate: 0.1] +[max_drop: 50] +[skip_drop: 0.5] +[xgboost_dart_mode: 0] +[uniform_drop: 0] +[drop_seed: 4] +[top_rate: 0.2] +[other_rate: 0.1] +[min_data_per_group: 100] +[max_cat_threshold: 32] +[cat_l2: 10] +[cat_smooth: 10] +[max_cat_to_onehot: 4] +[top_k: 20] +[monotone_constraints: ] +[monotone_constraints_method: basic] +[monotone_penalty: 0] +[feature_contri: ] +[forcedsplits_filename: ] +[refit_decay_rate: 0.9] +[cegb_tradeoff: 1] +[cegb_penalty_split: 0] +[cegb_penalty_feature_lazy: ] +[cegb_penalty_feature_coupled: ] +[path_smooth: 0] +[interaction_constraints: ] +[verbosity: -1] +[saved_feature_importance_type: 0] +[use_quantized_grad: 0] +[num_grad_quant_bins: 4] +[quant_train_renew_leaf: 0] +[stochastic_rounding: 1] +[linear_tree: 0] +[max_bin: 255] +[max_bin_by_feature: ] +[min_data_in_bin: 3] +[bin_construct_sample_cnt: 200000] +[data_random_seed: 1] +[is_enable_sparse: 1] +[enable_bundle: 1] +[use_missing: 1] +[zero_as_missing: 0] +[feature_pre_filter: 1] +[pre_partition: 0] +[two_round: 0] +[header: 0] +[label_column: ] +[weight_column: ] +[group_column: ] +[ignore_column: ] +[categorical_feature: ] +[forcedbins_filename: ] +[precise_float_parser: 0] +[parser_config_file: ] +[objective_seed: 5] +[num_class: 1] +[is_unbalance: 0] +[scale_pos_weight: 1] +[sigmoid: 1] +[boost_from_average: 1] +[reg_sqrt: 0] +[alpha: 0.9] +[fair_c: 1] +[poisson_max_delta_step: 0.7] +[tweedie_variance_power: 1.5] +[lambdarank_truncation_level: 30] +[lambdarank_norm: 1] +[label_gain: ] +[lambdarank_position_bias_regularization: 0] +[eval_at: ] +[multi_error_top_k: 1] +[auc_mu_weights: ] +[num_machines: 1] +[local_listen_port: 12400] +[time_out: 120] +[machine_list_filename: ] +[machines: ] +[gpu_platform_id: -1] +[gpu_device_id: -1] +[gpu_use_dp: 0] +[num_gpu: 1] + +end of parameters + +pandas_categorical:[]