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ranking/lgbm_ranker.txt

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+internal_count=2500 500 2000 1768 1584 1101 781
+is_linear=0
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+
+
+Tree=45
+num_leaves=6
+num_cat=0
+split_feature=10 3 3 14 3
+split_gain=0.0173458 1.73472e-18 1.73472e-18 1.73472e-18 8.67362e-19
+threshold=0.72753068804740917 7.5186048589892156 5.7760730890617555 0.016510090221887739 4.4484992763719129
+decision_type=2 2 2 2 2
+left_child=1 3 -2 -1 -5
+right_child=2 -3 -4 4 -6
+leaf_value=-0.10000572881414171 0.10000572635569592 -0.10000572898760772 0.1000057263556326 -0.10000572903538829 -0.10000572900440063
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+leaf_count=401 425 288 75 927 384
+internal_value=0 -0.100006 0.100006 -0.100006 -0.100006
+internal_weight=0.0173438 0.0086719 0.0086719 0.00743021 0.00567339
+internal_count=2500 2000 500 1712 1311
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+
+
+Tree=46
+num_leaves=4
+num_cat=0
+split_feature=10 5 5
+split_gain=0.0139171 8.67362e-19 8.67362e-19
+threshold=0.72753068804740917 0.62897451661349879 1.3423555979263966
+decision_type=2 2 2
+left_child=1 -1 -3
+right_child=-2 2 -4
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+leaf_count=406 500 1296 298
+internal_value=-1.63393e-09 -0.100005 -0.100005
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+internal_count=2500 2000 1594
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+
+
+Tree=47
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+num_cat=0
+split_feature=10 0 2 3 5
+split_gain=0.0111701 8.67362e-19 8.67362e-19 8.67362e-19 4.33681e-19
+threshold=0.72753068804740917 1.8688348091416842 0.51931537368070801 3.6505739029280164 0.96556749522389762
+decision_type=2 2 2 2 2
+left_child=1 -1 3 -2 -5
+right_child=2 -3 -4 4 -6
+leaf_value=-0.10000384138123813 0.10000383529620556 -0.10000384140350559 0.10000383529618187 0.10000383521554466 0.10000383521473753
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+internal_value=-1.026e-09 -0.100004 0.100004 0.100004 0.100004
+internal_weight=0.0111692 0.0055846 0.0055846 0.00423313 0.00224501
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+is_linear=0
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+
+
+Tree=48
+num_leaves=4
+num_cat=0
+split_feature=10 2 3
+split_gain=0.00896915 8.67362e-19 4.33681e-19
+threshold=0.72753068804740917 0.39310638173654516 6.7598336366158938
+decision_type=2 2 2
+left_child=1 2 -1
+right_child=-2 -3 -4
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+internal_value=1.26761e-09 -0.100003 -0.100003
+internal_weight=0.00896859 0.00448429 0.00324663
+internal_count=2500 2000 1448
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+
+
+Tree=49
+num_leaves=5
+num_cat=0
+split_feature=10 3 3 3
+split_gain=0.00720424 8.67362e-19 8.67362e-19 4.33681e-19
+threshold=0.72753068804740917 6.5079611390631298 4.9272274294794096 3.3140206880897671
+decision_type=2 2 2 2
+left_child=1 3 -2 -1
+right_child=2 -3 -4 -5
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+leaf_count=793 337 640 163 567
+internal_value=0 -0.100003 0.100003 -0.100003
+internal_weight=0.00720386 0.00360193 0.00360193 0.00245114
+internal_count=2500 2000 500 1360
+is_linear=0
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+
+
+Tree=50
+num_leaves=4
+num_cat=0
+split_feature=10 3 3
+split_gain=0.00578896 4.33681e-19 4.33681e-19
+threshold=0.72753068804740917 6.2025027340646632 4.7492611597348082
+decision_type=2 2 2
+left_child=1 -1 -2
+right_child=2 -3 -4
+leaf_value=-0.10000210541517114 0.10000209748772226 -0.10000210521121521 0.10000209748767597
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+leaf_count=1308 326 692 174
+internal_value=0 -0.100002 0.100002
+internal_weight=0.00578871 0.00289436 0.00289436
+internal_count=2500 2000 500
+is_linear=0
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+
+
+Tree=51
+num_leaves=3
+num_cat=0
+split_feature=10 1
+split_gain=0.00465331 4.33681e-19
+threshold=0.72753068804740917 4.8452380952380958
+decision_type=2 2
+left_child=1 -1
+right_child=-2 -3
+leaf_value=-0.10000172857949996 0.10000172980110807 -0.10000172857949237
+leaf_weight=0.0012144727064651306 0.0023265761228685733 0.0011121033595600238
+leaf_count=1044 500 956
+internal_value=1.83242e-09 -0.100002
+internal_weight=0.00465315 0.00232658
+internal_count=2500 2000
+is_linear=0
+shrinkage=0.1
+
+
+Tree=52
+num_leaves=2
+num_cat=0
+split_feature=10
+split_gain=0.00374152
+threshold=0.72753068804740917
+decision_type=2
+left_child=-1
+right_child=-2
+leaf_value=-0.10000141447236033 0.10000141599170778
+leaf_weight=0.001870705375495163 0.0018707053186517442
+leaf_count=2000 500
+internal_value=-7.59652e-10
+internal_weight=0.00374141
+internal_count=2500
+is_linear=0
+shrinkage=0.1
+
+
+Tree=53
+num_leaves=2
+num_cat=0
+split_feature=10
+split_gain=0.00300949
+threshold=0.72753068804740917
+decision_type=2
+left_child=-1
+right_child=-2
+leaf_value=-0.10000115786477487 0.10000117108681095
+leaf_weight=0.0015047099850562518 0.001504709871369414
+leaf_count=2000 500
+internal_value=2.83327e-09
+internal_weight=0.00300942
+internal_count=2500
+is_linear=0
+shrinkage=0.1
+
+
+Tree=54
+num_leaves=2
+num_cat=0
+split_feature=10
+split_gain=0.00242132
+threshold=0.72753068804740917
+decision_type=2
+left_child=-1
+right_child=-2
+leaf_value=-0.1000009472844377 0.10000093906757346
+leaf_weight=0.0012106351903184986 0.0012106352187402081
+leaf_count=2000 500
+internal_value=-2.93459e-09
+internal_weight=0.00242127
+internal_count=2500
+is_linear=0
+shrinkage=0.1
+
+
+end of trees
+
+feature_importances:
+Column_3=68
+Column_10=59
+Column_6=43
+Column_0=31
+Column_4=28
+Column_14=27
+Column_1=24
+Column_15=24
+Column_5=14
+Column_9=14
+Column_2=11
+Column_11=11
+Column_12=6
+Column_16=4
+
+parameters:
+[boosting: gbdt]
+[objective: lambdarank]
+[metric: ndcg]
+[tree_learner: serial]
+[device_type: cpu]
+[data_sample_strategy: bagging]
+[data: ]
+[valid: ]
+[num_iterations: 100]
+[learning_rate: 0.1]
+[num_leaves: 31]
+[num_threads: 8]
+[seed: 0]
+[deterministic: 0]
+[force_col_wise: 0]
+[force_row_wise: 0]
+[histogram_pool_size: -1]
+[max_depth: 6]
+[min_data_in_leaf: 20]
+[min_sum_hessian_in_leaf: 0.001]
+[bagging_fraction: 1]
+[pos_bagging_fraction: 1]
+[neg_bagging_fraction: 1]
+[bagging_freq: 0]
+[bagging_seed: 3]
+[bagging_by_query: 0]
+[feature_fraction: 1]
+[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: 1,2,3,4,5]
+[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:null