Mercurial > repos > bgruening > keras_model_builder

comparison test-data/lgb_class_model.txt @ 14:624e2afa1313 draft

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planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 9981e25b00de29ed881b2229a173a8c812ded9bb
author bgruening
date Wed, 09 Aug 2023 13:26:02 +0000
parents c51571d0a0b1
children
comparison
equal deleted inserted replaced
13:772e0e89fc68 14:624e2afa1313
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