| Miscellaneous |
| Version lineage of this tool (guids ordered most recent to oldest) |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_lightgbm/sklearn_lightgbm/1.0.10.0 |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_lightgbm/sklearn_lightgbm/1.0.8.4 (this tool) |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_lightgbm/sklearn_lightgbm/1.0.8.3 |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_lightgbm/sklearn_lightgbm/1.0.8.2 |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_lightgbm/sklearn_lightgbm/1.0.8.1 |
| sklearn_lightgbm |
| Requirements (dependencies defined in the <requirements> tag set) |
| name | version | type |
| Galaxy-ML | 0.8.3 | package |
| lightgbm | 2.3.0 | package |
| Functional tests |
| name | inputs | outputs | required files |
| Test-1 |
selected_tasks|selected_algorithms|input_options|infile1: regression_X.tabular selected_tasks|selected_algorithms|input_options|header1: True selected_tasks|selected_algorithms|input_options|column_selector_options_1|selected_column_selector_option: all_columns selected_tasks|selected_algorithms|input_options|infile2: regression_y.tabular selected_tasks|selected_algorithms|input_options|header2: True selected_tasks|selected_algorithms|input_options|column_selector_options_2|col2: 1 selected_tasks|selected_algorithms|options|objective: l2 selected_tasks|selected_algorithms|options|n_estimators: 10000 selected_tasks|selected_algorithms|options|max_depth: 8 selected_tasks|selected_algorithms|options|learning_rate: 0.02 selected_tasks|selected_algorithms|options|max_leaf_nodes: 32 selected_tasks|selected_algorithms|options|subsample: 0.9 selected_tasks|selected_algorithms|options|verbose: -1 selected_tasks|selected_algorithms|options|feature_fraction: 0.9 selected_tasks|selected_algorithms|options|lambda_l1: 0.04 selected_tasks|selected_algorithms|options|lambda_l2: 0.07 selected_tasks|selected_algorithms|options|min_gain_to_split: 0.02 selected_tasks|selected_algorithms|options|min_child_weight: 39.0 selected_tasks|selected_algorithms|options|random_state: 1 selected_tasks|selected_algorithms|selected_algorithm: LightGBMRegressor selected_tasks|selected_task: train |
name: value |
regression_X.tabular regression_y.tabular value |
| Test-2 |
selected_tasks|selected_algorithms|input_options|infile1: train.tabular selected_tasks|selected_algorithms|input_options|column_selector_options_1|col1: ['1', '2', '3', '4'] selected_tasks|selected_algorithms|input_options|infile2: train.tabular selected_tasks|selected_algorithms|input_options|column_selector_options_2|col2: 5 selected_tasks|selected_algorithms|options|objective: binary selected_tasks|selected_algorithms|options|n_estimators: 10000 selected_tasks|selected_algorithms|options|max_depth: 8 selected_tasks|selected_algorithms|options|learning_rate: 0.02 selected_tasks|selected_algorithms|options|max_leaf_nodes: 32 selected_tasks|selected_algorithms|options|subsample: 0.9 selected_tasks|selected_algorithms|options|verbose: -1 selected_tasks|selected_algorithms|options|feature_fraction: 0.9 selected_tasks|selected_algorithms|options|lambda_l1: 0.04 selected_tasks|selected_algorithms|options|lambda_l2: 0.07 selected_tasks|selected_algorithms|options|min_gain_to_split: 0.02 selected_tasks|selected_algorithms|options|min_child_weight: 39.0 selected_tasks|selected_algorithms|options|random_state: 1 selected_tasks|selected_algorithms|selected_algorithm: LightGBMClassifier selected_tasks|selected_task: train |
name: value |
train.tabular value |