Mercurial > repos > bgruening > sklearn_train_test_split
comparison test-data/lgb_class_model.txt @ 11:5da2217cd788 draft
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 9981e25b00de29ed881b2229a173a8c812ded9bb
author | bgruening |
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date | Wed, 09 Aug 2023 13:33:25 +0000 |
parents | e8639f65c883 |
children |
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10:6e25381dad5c | 11:5da2217cd788 |
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5 label_index=0 | 5 label_index=0 |
6 max_feature_idx=3 | 6 max_feature_idx=3 |
7 objective=binary sigmoid:1 | 7 objective=binary sigmoid:1 |
8 feature_names=Column_0 Column_1 Column_2 Column_3 | 8 feature_names=Column_0 Column_1 Column_2 Column_3 |
9 feature_infos=none none none none | 9 feature_infos=none none none none |
10 tree_sizes=228 | 10 tree_sizes=239 |
11 | 11 |
12 Tree=0 | 12 Tree=0 |
13 num_leaves=1 | 13 num_leaves=1 |
14 num_cat=0 | 14 num_cat=0 |
15 split_feature= | 15 split_feature= |
16 split_gain= | 16 split_gain= |
17 threshold= | 17 threshold= |
18 decision_type= | 18 decision_type= |
19 left_child= | 19 left_child= |
20 right_child= | 20 right_child= |
21 leaf_value=-0.40546510810816427 | 21 leaf_value=-0.2876820724517809 |
22 leaf_weight= | 22 leaf_weight= |
23 leaf_count= | 23 leaf_count= |
24 internal_value= | 24 internal_value= |
25 internal_weight= | 25 internal_weight= |
26 internal_count= | 26 internal_count= |
27 is_linear=0 | |
27 shrinkage=1 | 28 shrinkage=1 |
28 | 29 |
29 | 30 |
30 end of trees | 31 end of trees |
31 | 32 |
32 feature importances: | 33 feature_importances: |
33 | 34 |
34 parameters: | 35 parameters: |
35 [boosting: gbdt] | 36 [boosting: gbdt] |
36 [objective: binary] | 37 [objective: binary] |
37 [metric: binary_logloss] | 38 [metric: binary_logloss] |
38 [tree_learner: serial] | 39 [tree_learner: serial] |
39 [device_type: cpu] | 40 [device_type: cpu] |
40 [data: ] | 41 [data: ] |
41 [valid: ] | 42 [valid: ] |
42 [num_iterations: 100] | 43 [num_iterations: 10000] |
43 [learning_rate: 0.02] | 44 [learning_rate: 0.02] |
44 [num_leaves: 32] | 45 [num_leaves: 32] |
45 [num_threads: 0] | 46 [num_threads: 1] |
47 [deterministic: 0] | |
48 [force_col_wise: 0] | |
49 [force_row_wise: 0] | |
50 [histogram_pool_size: -1] | |
46 [max_depth: 8] | 51 [max_depth: 8] |
47 [min_data_in_leaf: 20] | 52 [min_data_in_leaf: 20] |
48 [min_sum_hessian_in_leaf: 39] | 53 [min_sum_hessian_in_leaf: 39] |
49 [bagging_fraction: 0.9] | 54 [bagging_fraction: 0.9] |
50 [pos_bagging_fraction: 1] | 55 [pos_bagging_fraction: 1] |
52 [bagging_freq: 0] | 57 [bagging_freq: 0] |
53 [bagging_seed: 18467] | 58 [bagging_seed: 18467] |
54 [feature_fraction: 0.9] | 59 [feature_fraction: 0.9] |
55 [feature_fraction_bynode: 1] | 60 [feature_fraction_bynode: 1] |
56 [feature_fraction_seed: 26500] | 61 [feature_fraction_seed: 26500] |
62 [extra_trees: 0] | |
63 [extra_seed: 15724] | |
57 [early_stopping_round: 0] | 64 [early_stopping_round: 0] |
58 [first_metric_only: 0] | 65 [first_metric_only: 0] |
59 [max_delta_step: 0] | 66 [max_delta_step: 0] |
60 [lambda_l1: 0.04] | 67 [lambda_l1: 0.04] |
61 [lambda_l2: 0.07] | 68 [lambda_l2: 0.07] |
69 [linear_lambda: 0] | |
62 [min_gain_to_split: 0.02] | 70 [min_gain_to_split: 0.02] |
63 [drop_rate: 0.1] | 71 [drop_rate: 0.1] |
64 [max_drop: 50] | 72 [max_drop: 50] |
65 [skip_drop: 0.5] | 73 [skip_drop: 0.5] |
66 [xgboost_dart_mode: 0] | 74 [xgboost_dart_mode: 0] |
73 [cat_l2: 10] | 81 [cat_l2: 10] |
74 [cat_smooth: 10] | 82 [cat_smooth: 10] |
75 [max_cat_to_onehot: 4] | 83 [max_cat_to_onehot: 4] |
76 [top_k: 20] | 84 [top_k: 20] |
77 [monotone_constraints: ] | 85 [monotone_constraints: ] |
86 [monotone_constraints_method: basic] | |
87 [monotone_penalty: 0] | |
78 [feature_contri: ] | 88 [feature_contri: ] |
79 [forcedsplits_filename: ] | 89 [forcedsplits_filename: ] |
80 [forcedbins_filename: ] | |
81 [refit_decay_rate: 0.9] | 90 [refit_decay_rate: 0.9] |
82 [cegb_tradeoff: 1] | 91 [cegb_tradeoff: 1] |
83 [cegb_penalty_split: 0] | 92 [cegb_penalty_split: 0] |
84 [cegb_penalty_feature_lazy: ] | 93 [cegb_penalty_feature_lazy: ] |
85 [cegb_penalty_feature_coupled: ] | 94 [cegb_penalty_feature_coupled: ] |
95 [path_smooth: 0] | |
96 [interaction_constraints: ] | |
86 [verbosity: -1] | 97 [verbosity: -1] |
98 [saved_feature_importance_type: 0] | |
99 [linear_tree: 0] | |
87 [max_bin: 255] | 100 [max_bin: 255] |
88 [max_bin_by_feature: ] | 101 [max_bin_by_feature: ] |
89 [min_data_in_bin: 3] | 102 [min_data_in_bin: 3] |
90 [bin_construct_sample_cnt: 200000] | 103 [bin_construct_sample_cnt: 200000] |
91 [histogram_pool_size: -1] | |
92 [data_random_seed: 41] | 104 [data_random_seed: 41] |
93 [output_model: LightGBM_model.txt] | 105 [is_enable_sparse: 1] |
94 [snapshot_freq: -1] | |
95 [input_model: ] | |
96 [output_result: LightGBM_predict_result.txt] | |
97 [initscore_filename: ] | |
98 [valid_data_initscores: ] | |
99 [pre_partition: 0] | |
100 [enable_bundle: 1] | 106 [enable_bundle: 1] |
101 [max_conflict_rate: 0] | |
102 [is_enable_sparse: 1] | |
103 [sparse_threshold: 0.8] | |
104 [use_missing: 1] | 107 [use_missing: 1] |
105 [zero_as_missing: 0] | 108 [zero_as_missing: 0] |
109 [feature_pre_filter: 1] | |
110 [pre_partition: 0] | |
106 [two_round: 0] | 111 [two_round: 0] |
107 [save_binary: 0] | |
108 [header: 0] | 112 [header: 0] |
109 [label_column: ] | 113 [label_column: ] |
110 [weight_column: ] | 114 [weight_column: ] |
111 [group_column: ] | 115 [group_column: ] |
112 [ignore_column: ] | 116 [ignore_column: ] |
113 [categorical_feature: ] | 117 [categorical_feature: ] |
114 [predict_raw_score: 0] | 118 [forcedbins_filename: ] |
115 [predict_leaf_index: 0] | 119 [precise_float_parser: 0] |
116 [predict_contrib: 0] | 120 [objective_seed: 19169] |
117 [num_iteration_predict: -1] | |
118 [pred_early_stop: 0] | |
119 [pred_early_stop_freq: 10] | |
120 [pred_early_stop_margin: 10] | |
121 [convert_model_language: ] | |
122 [convert_model: gbdt_prediction.cpp] | |
123 [num_class: 1] | 121 [num_class: 1] |
124 [is_unbalance: 0] | 122 [is_unbalance: 0] |
125 [scale_pos_weight: 1] | 123 [scale_pos_weight: 1] |
126 [sigmoid: 1] | 124 [sigmoid: 1] |
127 [boost_from_average: 1] | 125 [boost_from_average: 1] |
128 [reg_sqrt: 0] | 126 [reg_sqrt: 0] |
129 [alpha: 0.9] | 127 [alpha: 0.9] |
130 [fair_c: 1] | 128 [fair_c: 1] |
131 [poisson_max_delta_step: 0.7] | 129 [poisson_max_delta_step: 0.7] |
132 [tweedie_variance_power: 1.5] | 130 [tweedie_variance_power: 1.5] |
133 [max_position: 20] | 131 [lambdarank_truncation_level: 30] |
134 [lambdamart_norm: 1] | 132 [lambdarank_norm: 1] |
135 [label_gain: ] | 133 [label_gain: ] |
136 [metric_freq: 1] | |
137 [is_provide_training_metric: 0] | |
138 [eval_at: ] | 134 [eval_at: ] |
139 [multi_error_top_k: 1] | 135 [multi_error_top_k: 1] |
136 [auc_mu_weights: ] | |
140 [num_machines: 1] | 137 [num_machines: 1] |
141 [local_listen_port: 12400] | 138 [local_listen_port: 12400] |
142 [time_out: 120] | 139 [time_out: 120] |
143 [machine_list_filename: ] | 140 [machine_list_filename: ] |
144 [machines: ] | 141 [machines: ] |
145 [gpu_platform_id: -1] | 142 [gpu_platform_id: -1] |
146 [gpu_device_id: -1] | 143 [gpu_device_id: -1] |
147 [gpu_use_dp: 0] | 144 [gpu_use_dp: 0] |
145 [num_gpu: 1] | |
148 | 146 |
149 end of parameters | 147 end of parameters |
150 | 148 |
151 pandas_categorical:null | 149 pandas_categorical:null |