diff --git "a/models/model_washing_machine.txt" "b/models/model_washing_machine.txt" new file mode 100644--- /dev/null +++ "b/models/model_washing_machine.txt" @@ -0,0 +1,19196 @@ +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=6.42268e-06 7.81841e-05 4.40512e-05 2.26431e-05 1.14339e-05 3.12917e-06 2.74134e-06 2.20037e-05 5.20826e-06 3.18908e-05 5.25655e-06 3.73208e-06 +threshold=0.8442499999999864 5.5000000000000009 0.63000000000000977 1.3265000000000102 1.1590000000000205 4.5000000000000009 1.1844999999999575 1.350500000000068 0.78100000000000314 0.11627766433500862 0.45199999999999824 0.068999999999974207 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 +left_child=3 -2 -3 6 5 -4 8 11 10 -10 -1 -8 +right_child=1 2 4 -5 -6 -7 7 -9 9 -11 -12 -13 +leaf_value=-2.4103288875477693e-08 0.00017967125049749249 -0.00010375919087540185 1.7669692485625869e-05 -8.0324492811095709e-05 8.0422651243128662e-05 -2.436432960543135e-05 -2.453910416518775e-05 9.7256496518061575e-05 -6.2508942882896914e-05 5.3582409283570437e-07 1.9505725778170629e-05 1.6152301497064169e-05 +leaf_weight=127929 20 28 39 27 20 20 40 20 73 321 106 21 +leaf_count=127929 20 28 39 27 20 20 40 20 73 321 106 21 +internal_value=0 1.96755e-05 -6.39878e-06 -4.56116e-08 2.29167e-05 0 -2.55501e-08 1.60859e-05 -3.89071e-08 -1.01039e-05 -4.72907e-09 -3.80349e-06 +internal_weight=0 127 107 128537 79 59 128510 81 128429 394 128035 61 +internal_count=128664 127 107 128537 79 59 128510 81 128429 394 128035 61 +is_linear=0 +shrinkage=0.0876707 + + +Tree=999 +num_leaves=13 +num_cat=0 +split_feature=21 49 26 39 12 18 49 23 31 18 23 26 +split_gain=8.16186e-06 0.000142301 0.000201031 0.000143914 7.07328e-05 1.49172e-05 3.3262e-05 3.95822e-06 6.16243e-06 3.56759e-06 3.39828e-05 3.71109e-06 +threshold=0.74210856685535331 0.052224489795918032 0.037499999999998763 0.36287058864362537 1.0000000180025095e-35 1.1104999999999452 0.097908163265305839 1.1590000000000205 0.4015000000000068 0.8035000000000424 0.81999999999996842 0.19974999999990931 +decision_type=2 2 2 2 2 2 2 2 2 2 2 2 +left_child=5 3 -3 -2 -4 7 -7 9 -9 11 -11 -1 +right_child=1 2 4 -5 -6 6 -8 8 -10 10 -12 -13 +leaf_value=-6.2812368777617888e-08 1.9284930389182042e-05 0.00032931727517948296 -9.115470265398792e-05 -0.00027522258756812923 9.6090364664980365e-05 -0.00012424473862238908 0 4.9271961512385712e-05 0 -0.00012009300447961102 -9.2236131961221406e-07 4.2581567243413563e-06 +leaf_weight=126517 29 21 27 20 35 24 39 32 21 20 333 1546 +leaf_count=126517 29 21 27 20 35 24 39 32 21 20 333 1546 +internal_value=0 2.17622e-05 9.41961e-05 -9.25561e-05 7.92924e-06 -4.59471e-08 -4.26989e-05 -2.18354e-08 2.39207e-05 -3.49131e-08 -8.83757e-06 -7.44435e-09 +internal_weight=0 132 83 49 62 128532 63 128469 53 128416 353 128063 +internal_count=128664 132 83 49 62 128532 63 128469 53 128416 353 128063 +is_linear=0 +shrinkage=0.0876707 + + +end of trees + +feature_importances: +exact_1=2978 +std_1=741 +max_1=730 +min_1=517 +exact_3=505 +mean_1=437 +max_192=336 +max_3=311 +median_1=231 +max_6=223 +median_6=205 +mean_3=202 +min_3=199 +std_3=194 +median_3=192 +mean_96=183 +mean_48=182 +max_48=181 +max_96=179 +std_192=178 +max_12=171 +mean_192=158 +max_24=151 +mean_24=146 +day=145 +std_96=142 +median_12=130 +mean_12=127 +hour_sin=122 +std_24=122 +std_12=121 +mean_6=119 +hour_cos=112 +day_sin=112 +std_6=108 +std_48=104 +day_cos=97 +exact_6=91 +month_cos=78 +hour=74 +month=74 +median_24=74 +day_of_week=58 +min_6=57 +day_of_week_sin=52 +day_of_week_cos=39 +min_12=30 +season=29 +month_sin=24 +exact_12=19 +season_cos=18 +part_of_day=16 +is_working_hours=14 +season_sin=13 +median_48=13 +median_96=12 +median_192=4 +is_weekend=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: 0.0876707] +[num_leaves: 30] +[num_threads: 0] +[seed: 0] +[deterministic: 0] +[force_col_wise: 0] +[force_row_wise: 0] +[histogram_pool_size: -1] +[max_depth: 5] +[min_data_in_leaf: 20] +[min_sum_hessian_in_leaf: 0.00473012] +[bagging_fraction: 0.667959] +[pos_bagging_fraction: 1] +[neg_bagging_fraction: 1] +[bagging_freq: 2] +[bagging_seed: 3] +[feature_fraction: 0.835634] +[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: 0.00468075] +[lambda_l2: 0.00260979] +[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:[]