diff --git "a/models/model_refrigerator.txt" "b/models/model_refrigerator.txt" new file mode 100644--- /dev/null +++ "b/models/model_refrigerator.txt" @@ -0,0 +1,18859 @@ +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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0 0 +leaf_weight=164213 90 2120 916 102 +leaf_count=164213 90 2120 916 102 +internal_value=0 2.36462e-07 0 -5.52168e-10 +internal_weight=0 2210 165231 164315 +internal_count=167441 2210 165231 164315 +is_linear=0 +shrinkage=0.0186539 + + +Tree=981 +num_leaves=5 +num_cat=0 +split_feature=18 23 56 62 +split_gain=3.41707e-07 1.77274e-07 1.37554e-10 6.5656e-11 +threshold=0.070499999999981369 0.081500000000005471 0.062999999999995296 0.065000000000026162 +decision_type=2 2 2 2 +left_child=2 -2 3 -1 +right_child=1 -3 -4 -5 +leaf_value=-6.5620100557513434e-10 0 4.5769256971630704e-07 0 0 +leaf_weight=164213 1348 862 916 102 +leaf_count=164213 1348 862 916 102 +internal_value=0 2.31949e-07 0 -5.39717e-10 +internal_weight=0 2210 165231 164315 +internal_count=167441 2210 165231 164315 +is_linear=0 +shrinkage=0.0186539 + + +Tree=982 +num_leaves=5 +num_cat=0 +split_feature=24 23 56 62 +split_gain=3.31963e-07 1.67833e-07 1.31386e-10 6.43097e-11 +threshold=0.070499999999981369 0.081500000000005471 0.062999999999995296 0.065000000000026162 +decision_type=2 2 2 2 +left_child=2 -2 3 -1 +right_child=1 -3 -4 -5 +leaf_value=-6.4395486366703142e-10 0 4.4915367108643346e-07 0 0 +leaf_weight=164213 1348 862 916 102 +leaf_count=164213 1348 862 916 102 +internal_value=0 2.28618e-07 0 -5.27478e-10 +internal_weight=0 2210 165231 164315 +internal_count=167441 2210 165231 164315 +is_linear=0 +shrinkage=0.0186539 + + +end of trees + +feature_importances: +exact_1=1978 +exact_3=560 +max_1=178 +exact_6=163 +min_1=77 +median_12=64 +mean_1=57 +max_3=48 +max_12=44 +mean_96=38 +exact_12=33 +median_192=29 +max_6=26 +std_12=26 +median_1=25 +mean_3=22 +mean_48=19 +mean_192=19 +max_96=18 +max_24=17 +min_3=15 +mean_24=14 +median_3=13 +std_3=12 +median_96=12 +mean_6=11 +exact_24=11 +max_192=11 +std_96=8 +std_6=7 +median_48=7 +min_12=6 +max_48=6 +min_6=5 +std_24=5 +exact_96=5 +median_6=3 +exact_48=3 +std_48=3 +min_48=3 +median_24=2 +min_24=2 +std_192=2 +min_96=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: 0.0186539] +[num_leaves: 42] +[num_threads: 0] +[seed: 0] +[deterministic: 0] +[force_col_wise: 0] +[force_row_wise: 0] +[histogram_pool_size: -1] +[max_depth: 8] +[min_data_in_leaf: 20] +[min_sum_hessian_in_leaf: 0.0819428] +[bagging_fraction: 0.869697] +[pos_bagging_fraction: 1] +[neg_bagging_fraction: 1] +[bagging_freq: 10] +[bagging_seed: 3] +[feature_fraction: 0.716909] +[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: 2.9418] +[lambda_l2: 0.0661964] +[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:[]