Mercurial > repos > bgruening > model_prediction

annotate test-data/lgb_class_model.txt @ 13:1552b8cb4a94 draft

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planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 8850f42c2c3763e614f7454c9c006f3d2ff572c0
author bgruening
date Fri, 27 May 2022 11:54:06 +0000
parents b237f27a8afc
children 3bb1b688b0e4
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1 tree
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2 version=v3
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3 num_class=1
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4 num_tree_per_iteration=1
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5 label_index=0
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6 max_feature_idx=3
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7 objective=binary sigmoid:1
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8 feature_names=Column_0 Column_1 Column_2 Column_3
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9 feature_infos=none none none none
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10 tree_sizes=228
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12 Tree=0
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13 num_leaves=1
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14 num_cat=0
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15 split_feature=
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16 split_gain=
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17 threshold=
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18 decision_type=
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19 left_child=
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20 right_child=
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21 leaf_value=-0.40546510810816427
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22 leaf_weight=
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23 leaf_count=
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24 internal_value=
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25 internal_weight=
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26 internal_count=
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27 shrinkage=1
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30 end of trees
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32 feature importances:
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33
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34 parameters:
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35 [boosting: gbdt]
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36 [objective: binary]
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37 [metric: binary_logloss]
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38 [tree_learner: serial]
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39 [device_type: cpu]
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40 [data: ]
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41 [valid: ]
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42 [num_iterations: 100]
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43 [learning_rate: 0.02]
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44 [num_leaves: 32]
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45 [num_threads: 0]
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46 [max_depth: 8]
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47 [min_data_in_leaf: 20]
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48 [min_sum_hessian_in_leaf: 39]
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49 [bagging_fraction: 0.9]
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50 [pos_bagging_fraction: 1]
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51 [neg_bagging_fraction: 1]
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52 [bagging_freq: 0]
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53 [bagging_seed: 18467]
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54 [feature_fraction: 0.9]
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55 [feature_fraction_bynode: 1]
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56 [feature_fraction_seed: 26500]
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57 [early_stopping_round: 0]
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58 [first_metric_only: 0]
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59 [max_delta_step: 0]
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60 [lambda_l1: 0.04]
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61 [lambda_l2: 0.07]
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62 [min_gain_to_split: 0.02]
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63 [drop_rate: 0.1]
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64 [max_drop: 50]
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65 [skip_drop: 0.5]
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66 [xgboost_dart_mode: 0]
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67 [uniform_drop: 0]
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68 [drop_seed: 6334]
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69 [top_rate: 0.2]
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70 [other_rate: 0.1]
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71 [min_data_per_group: 100]
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72 [max_cat_threshold: 32]
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73 [cat_l2: 10]
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74 [cat_smooth: 10]
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75 [max_cat_to_onehot: 4]
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76 [top_k: 20]
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77 [monotone_constraints: ]
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78 [feature_contri: ]
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79 [forcedsplits_filename: ]
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80 [forcedbins_filename: ]
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81 [refit_decay_rate: 0.9]
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82 [cegb_tradeoff: 1]
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83 [cegb_penalty_split: 0]
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84 [cegb_penalty_feature_lazy: ]
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85 [cegb_penalty_feature_coupled: ]
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86 [verbosity: -1]
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87 [max_bin: 255]
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88 [max_bin_by_feature: ]
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89 [min_data_in_bin: 3]
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90 [bin_construct_sample_cnt: 200000]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
91 [histogram_pool_size: -1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
92 [data_random_seed: 41]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
93 [output_model: LightGBM_model.txt]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
94 [snapshot_freq: -1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
95 [input_model: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
96 [output_result: LightGBM_predict_result.txt]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
97 [initscore_filename: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
98 [valid_data_initscores: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
99 [pre_partition: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
100 [enable_bundle: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
101 [max_conflict_rate: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
102 [is_enable_sparse: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
103 [sparse_threshold: 0.8]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
104 [use_missing: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
105 [zero_as_missing: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
106 [two_round: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
107 [save_binary: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
108 [header: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
109 [label_column: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
110 [weight_column: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
111 [group_column: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
112 [ignore_column: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
113 [categorical_feature: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
114 [predict_raw_score: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
115 [predict_leaf_index: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
116 [predict_contrib: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
117 [num_iteration_predict: -1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
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118 [pred_early_stop: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
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119 [pred_early_stop_freq: 10]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
120 [pred_early_stop_margin: 10]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
121 [convert_model_language: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
122 [convert_model: gbdt_prediction.cpp]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
123 [num_class: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
124 [is_unbalance: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
125 [scale_pos_weight: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
126 [sigmoid: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
127 [boost_from_average: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
128 [reg_sqrt: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
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129 [alpha: 0.9]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
130 [fair_c: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
131 [poisson_max_delta_step: 0.7]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
132 [tweedie_variance_power: 1.5]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
133 [max_position: 20]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
134 [lambdamart_norm: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
135 [label_gain: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
136 [metric_freq: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
137 [is_provide_training_metric: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
138 [eval_at: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
139 [multi_error_top_k: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
140 [num_machines: 1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
141 [local_listen_port: 12400]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
142 [time_out: 120]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
143 [machine_list_filename: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
144 [machines: ]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
145 [gpu_platform_id: -1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
146 [gpu_device_id: -1]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
147 [gpu_use_dp: 0]
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
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148
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
diff changeset
149 end of parameters
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
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150
b237f27a8afc "planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/sklearn commit 756f8be9c3cd437e131e6410cd625c24fe078e8c"
bgruening
parents:
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151 pandas_categorical:null