diff --git "a/model.json" "b/model.json" deleted file mode 100644--- "a/model.json" +++ /dev/null @@ -1,2080 +0,0 @@ -tree -version=v4 -num_class=1 -num_tree_per_iteration=1 -label_index=0 -max_feature_idx=46 -objective=regression -feature_names=store_id item_id temperature humidity year month day day_of_week is_weekend quarter is_holiday temp_category_Cool temp_category_Warm temp_category_Hot humidity_level_Medium humidity_level_High season_fall season_spring season_summer season_wet season_winter sales_lag_1 sales_lag_7 sales_lag_14 sales_lag_28 sales_mean_7d sales_min_7d sales_max_7d sales_std_7d sales_mean_14d sales_min_14d sales_max_14d sales_std_14d sales_mean_28d sales_min_28d sales_max_28d sales_std_28d sales_ewma_7d_a05 sales_ewma_14d_a05 sales_ewma_28d_a05 sales_ewma_7d_a075 sales_ewma_14d_a075 sales_ewma_28d_a075 store_mean_7d store_sum_7d item_mean_7d item_sum_7d -feature_infos=[1:10] [1:35] [12.699999999999999:33.5] [62.100000000000001:95] [2016:2017] [1:12] [1:31] [0:6] [0:1] [1:4] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [1:108] [1:108] [1:108] [1:108] [3.2857142857142856:93.428571428571431] [1:83] [4:108] [0:45.913782609590406] [3.4285714285714284:80.357142857142861] [1:54] [5:108] [0:38.078071910740981] [3.5714285714285716:76.055882800521431] [1:42] [5:108] [0.56811206883089771:35.420816379274669] [2.2918328801574877:101.43794222886841] [2.2918328801574877:101.43794222886841] [2.2918328801574877:101.43794222886841] [1.2385088434541192:105.05464265570909] [1.2385088434541192:105.05464265570909] [1.2385088434541192:105.05464265570909] [10.074074074074074:53.193303360224611] [272:1413.0258873658399] [4.2857142857142856:89.142857142857139] [30:802] -tree_sizes=2132 2204 2210 2205 2217 2212 2205 2218 2211 2214 2224 2217 2196 2224 2226 2219 2206 2213 2211 2210 2199 2211 2205 2201 2203 2200 2194 2195 2197 2211 2194 2198 2218 2199 2192 2187 2194 2201 2198 2195 2212 2199 2189 2196 2186 2185 2159 2198 2185 2181 2179 2172 2198 2193 2200 2205 2194 2169 2181 2184 2188 2181 2205 2148 2186 2172 2168 2184 2179 2191 2173 2182 2177 2125 2169 2134 2151 2152 2174 2162 2175 2135 2163 2156 2144 2135 2140 2136 2137 2152 2174 2154 2170 2169 2088 2149 2135 2141 2084 2123 - 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- -Tree=1 -num_leaves=23 -num_cat=0 -split_feature=45 29 45 43 29 45 44 29 43 45 29 45 45 0 45 45 25 29 45 43 43 43 -split_gain=2.07373e+07 3.34821e+06 2.62171e+06 922197 558176 548196 538371 340521 339575 234781 185771 164080 123237 92036.4 91753.4 90246.3 86674 77960.3 63634.6 59275.2 57923 54898.1 -threshold=32.866071428571438 20.286638834494287 50.335490613820006 25.759626006182863 13.143781691637143 23.500719093495558 668.2564718414601 34.232605131532864 26.131696654436382 59.299916123039644 37.286638834494291 43.501617960365003 19.782670580526034 6.5000000000000009 18.701294368292 11.028496871273333 43.144706240417143 42.500924548780006 27.750647184146001 26.131696654436382 19.854497354497358 23.30718926527382 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 4 3 10 15 14 16 -5 -7 17 -2 -9 -6 -10 -3 -1 -4 -8 -15 -16 -12 -14 -right_child=2 5 6 7 12 8 9 11 13 -11 20 -13 21 18 19 -17 -18 -19 -20 -21 -22 -23 -leaf_value=-1.0371992912697927 0.13648816845716444 -0.4272147615519355 0.81634804616910994 0.59380277456073316 -0.64457426382486238 -0.1298890000085117 1.3359362984823708 1.034935949195519 0.15347891088275417 2.3430043203309183 0.32521740873373256 1.4750250288266404 -0.52486953677419845 0.30728342194326685 -0.36687940213058162 -0.82460300689755506 1.3979435724215585 1.8677968375881147 0.63506182554225388 -0.066067134462534954 0.77383846862127625 -0.25941400712147183 -leaf_weight=12707 5909 7738 1460 4026 21561 8428 1166 7051 5244 4009 1438 4944 5764 4139 3282 14860 2209 4998 3991 7127 3150 4983 -leaf_count=12707 5909 7738 1460 4026 21561 8428 1166 7051 5244 4009 1438 4944 5764 4139 3282 14860 2209 4998 3991 7127 3150 4983 -internal_value=0.00103474 -0.451927 1.12136 0.78031 -0.729002 -0.0366525 1.77474 1.05989 0.161293 1.99411 0.353602 1.21633 -0.563813 0.34479 -0.274467 -0.922599 1.16651 1.76719 0.468189 -0.160914 0.633229 -0.401787 -internal_weight=140184 99824 40360 26518 59875 39949 13842 16021 21802 10173 10497 11995 32308 13374 18147 27567 3669 6164 8130 10409 4588 10747 -internal_count=140184 99824 40360 26518 59875 39949 13842 16021 21802 10173 10497 11995 32308 13374 18147 27567 3669 6164 8130 10409 4588 10747 -is_linear=0 -shrinkage=0.0585703 - 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- -Tree=99 -num_leaves=23 -num_cat=0 -split_feature=44 21 45 35 2 0 36 34 36 0 25 29 31 2 36 32 43 29 40 44 1 45 -split_gain=3843.82 4644.59 4063.3 5647.03 5686.68 6545.16 7279.8 5588.71 5156.87 9487.02 5590.69 6183.33 6110.02 5411.63 5829.26 5624.6 5193.77 5058.71 6346.24 5229.02 5023.33 4599.53 -threshold=666.2564718414601 101.50000000000001 47.500719093495562 107.50000000000001 27.950000000000003 7.5000000000000009 26.780845820582947 4.5000000000000009 25.553764709842586 6.5000000000000009 52.287563383274289 41.786638834494291 98.500000000000014 27.950000000000003 26.168844252071114 26.508245194592405 35.086535994128155 46.643781691637152 38.671747633654014 912.28235920730003 13.500000000000002 50.001617960365003 -decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 -left_child=1 -1 -2 7 -5 20 21 -4 -9 16 11 12 -11 14 -13 -16 -10 -8 19 -19 -6 -7 -right_child=2 -3 3 4 5 6 17 8 9 10 -12 13 -14 -15 15 -17 -18 18 -20 -21 -22 -23 -leaf_value=-0.011165277671036063 0.0028651128631623111 -0.42768273039257615 0.10107079287762788 0.28940889335681219 -0.015658022958097068 -0.49518292267330621 -1.1822635344667547 0.030589012020824129 0.070973015658839039 0.95852220542083677 -0.053503526134938285 -0.87100553784748891 -0.26584507732890489 -0.5026470587517512 0.29337465219290504 -0.24303292725653886 0.63272322205703035 -0.41587045877275625 -0.47965257925526472 0.78917126681110372 0.41374629121250439 0.46649303701851325 -leaf_weight=53057 74059 92 2609 588 183 22 23 6468 544 27 1052 36 29 295 95 228 63 21 128 30 191 76 -leaf_count=53057 74059 92 2609 588 183 22 23 6468 544 27 1052 36 29 295 95 228 63 21 128 30 191 76 -internal_value=0.000517538 -0.0118863 0.00811547 0.0387132 0.156297 0.0401689 -0.163621 0.0257488 0.00351109 -0.0704188 -0.139213 -0.266208 0.324475 -0.316786 -0.164059 -0.085266 0.129277 -0.364583 -0.259518 0.292978 0.203637 0.250607 -internal_weight=139916 53149 86767 12708 1262 674 300 11446 8837 2369 1762 710 56 654 359 323 607 202 179 51 374 98 -internal_count=139916 53149 86767 12708 1262 674 300 11446 8837 2369 1762 710 56 654 359 323 607 202 179 51 374 98 -is_linear=0 -shrinkage=0.0585703 - - -end of trees - -feature_importances: -item_mean_7d=357 -store_mean_7d=275 -store_sum_7d=254 -store_id=149 -sales_mean_28d=142 -month=114 -sales_std_28d=107 -day_of_week=96 -temperature=75 -item_sum_7d=59 -sales_min_28d=49 -sales_mean_14d=45 -item_id=39 -sales_std_14d=36 -sales_lag_14=33 -humidity=31 -sales_mean_7d=30 -sales_std_7d=29 -sales_lag_28=26 -sales_lag_7=25 -sales_lag_1=21 -sales_min_7d=20 -year=19 -sales_max_28d=19 -sales_ewma_7d_a05=19 -day=18 -sales_max_7d=17 -sales_min_14d=17 -sales_max_14d=17 -quarter=14 -sales_ewma_7d_a075=12 -season_wet=11 -is_weekend=9 -season_summer=6 -sales_ewma_14d_a05=3 -season_spring=2 -sales_ewma_14d_a075=2 -temp_category_Cool=1 -season_winter=1 -sales_ewma_28d_a075=1 - -parameters: -[boosting: gbdt] -[objective: regression] -[metric: rmse] -[tree_learner: serial] -[device_type: cpu] -[data_sample_strategy: bagging] -[data: ] -[valid: ] -[num_iterations: 100] -[learning_rate: 0.0585703] -[num_leaves: 23] -[num_threads: 1] -[seed: 0] -[deterministic: 0] -[force_col_wise: 0] -[force_row_wise: 0] -[histogram_pool_size: -1] -[max_depth: -1] -[min_data_in_leaf: 20] -[min_sum_hessian_in_leaf: 0.001] -[bagging_fraction: 0.833672] -[pos_bagging_fraction: 1] -[neg_bagging_fraction: 1] -[bagging_freq: 2] -[bagging_seed: 3] -[bagging_by_query: 0] -[feature_fraction: 0.866875] -[feature_fraction_bynode: 1] -[feature_fraction_seed: 2] -[extra_trees: 0] -[extra_seed: 6] -[early_stopping_round: 0] -[early_stopping_min_delta: 0] -[first_metric_only: 0] -[max_delta_step: 0] -[lambda_l1: 0] -[lambda_l2: 0] -[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:[]