| Miscellaneous |
| Version lineage of this tool (guids ordered most recent to oldest) |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_searchcv/sklearn_searchcv/1.0 |
| toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_searchcv/sklearn_searchcv/0.9 (this tool) |
| sklearn_searchcv |
| Requirements (dependencies defined in the <requirements> tag set) |
| name | version | type |
| python | 3.6 | package |
| scikit-learn | 0.19.1 | package |
| pandas | 0.22.0 | package |
| xgboost | 0.72.1 | package |
| asteval | 0.9.12 | package |
| skrebate | 0.6 | package |
| Functional tests |
| name | inputs | outputs | required files |
| Test-1 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: C: [1, 10, 100, 1000] search_schemes|options|error_score: False search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: k: [-1, 3, 5, 7, 9] input_options|infile1: regression_X.tabular input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: prep_2_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline01 search_schemes|selected_search_scheme: GridSearchCV input_options|infile2: regression_y.tabular |
attributes: name |
pipeline01 regression_X.tabular regression_y.tabular name |
| Test-2 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: C: [1, 10, 100, 1000] search_schemes|options|error_score: True search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: k: [-1, 3, 5, 7, 9] input_options|infile1: regression_X.tabular input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: prep_2_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline01 search_schemes|selected_search_scheme: GridSearchCV input_options|infile2: regression_y.tabular |
pipeline01 regression_X.tabular regression_y.tabular |
|
| Test-3 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: k: [3, 5, 7, 9] input_options|infile1: regression_X.tabular search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: with_centering: [True, False] search_schemes|selected_search_scheme: RandomizedSearchCV input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_3|search_param_selector|search_p: C: [1, 10, 100, 1000] search_schemes|search_params_builder|param_set_2|search_param_selector|selected_param_type: final_estimator_p search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: prep_1_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: prep_2_p search_schemes|search_params_builder|param_set_3|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True search_schemes|search_params_builder|param_set_2|search_param_selector|search_p: kernel: ['linear', 'poly', 'rbf', 'sigmoid'] input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline01 input_options|infile2: regression_y.tabular |
attributes: name |
pipeline01 regression_X.tabular regression_y.tabular name |
| Test-4 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: gamma: scipy_stats_uniform(0., 1.) input_options|infile1: regression_X.tabular search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: random_state: [324089] search_schemes|selected_search_scheme: RandomizedSearchCV input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_3|search_param_selector|search_p: n_estimators: np_arange(50, 1001, 50) search_schemes|search_params_builder|param_set_2|search_param_selector|selected_param_type: final_estimator_p search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: final_estimator_p search_schemes|search_params_builder|param_set_3|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True search_schemes|search_params_builder|param_set_2|search_param_selector|search_p: max_depth: scipy_stats_randint(1, 51) input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline03 input_options|infile2: regression_y.tabular |
attributes: name |
pipeline03 regression_X.tabular regression_y.tabular name |
| Test-5 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: random_state: list(range(100, 1001, 100)) input_options|infile1: regression_X.tabular search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: estimator: [ensemble_ExtraTreesClassifier(n_estimators=100, random_state=324089)] search_schemes|selected_search_scheme: GridSearchCV input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: prep_1_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline04 input_options|infile2: regression_y.tabular |
attributes: name |
pipeline04 regression_X.tabular regression_y.tabular name |
| Test-6 |
search_schemes|selected_search_scheme: GridSearchCV input_options|infile1: regression_X.tabular input_options|header2: True search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p input_options|column_selector_options_1|selected_column_selector_option: all_columns input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline01 search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: C: [1, 10, 100, 1000] input_options|infile2: regression_y.tabular |
attributes: name |
pipeline01 regression_X.tabular regression_y.tabular name |
| Test-7 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: n_estimators: [10, 50, 200, 1000] input_options|infile1: regression_X.tabular search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: random_state: [324089] search_schemes|selected_search_scheme: GridSearchCV input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline06 input_options|infile2: regression_y.tabular |
attributes: name |
pipeline06 regression_X.tabular regression_y.tabular name |
| Test-8 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: random_state: [324089] search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: gamma: [1.0, 2.0] input_options|infile1: regression_X.tabular input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_2|search_param_selector|selected_param_type: final_estimator_p search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: prep_1_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True search_schemes|search_params_builder|param_set_2|search_param_selector|search_p: n_estimators: [10, 50, 100, 200] input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline07 search_schemes|selected_search_scheme: GridSearchCV input_options|infile2: regression_y.tabular |
attributes: name |
pipeline07 regression_X.tabular regression_y.tabular name |
| Test-9 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: random_state: [324089] search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: linkage: ['ward', 'complete', 'average'] input_options|infile1: regression_X.tabular input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_2|search_param_selector|selected_param_type: final_estimator_p search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: prep_1_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True search_schemes|search_params_builder|param_set_2|search_param_selector|search_p: n_estimators: [10, 50, 100, 200] input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline08 search_schemes|selected_search_scheme: GridSearchCV input_options|infile2: regression_y.tabular |
attributes: name |
pipeline08 regression_X.tabular regression_y.tabular name |
| Test-10 |
search_schemes|infile_pipeline: pipeline01 search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: C: [1, 10, 100, 1000] input_options|infile1: regression_X.tabular input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|options|cv: StratifiedKFold(n_splits=3, shuffle=True, random_state=10) search_schemes|selected_search_scheme: GridSearchCV input_options|infile2: regression_y.tabular |
attributes: name |
pipeline01 regression_X.tabular regression_y.tabular name |
| Test-11 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: n_estimators: [10, 50, 200, 1000] search_schemes|infile_pipeline: pipeline03 search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: random_state: [324089] input_options|infile1: regression_X.tabular input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: final_estimator_p search_schemes|options|scoring|primary_scoring: balanced_accuracy input_options|header2: True input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|options|cv: StratifiedKFold(n_splits=3, shuffle=True, random_state=10) search_schemes|selected_search_scheme: GridSearchCV input_options|infile2: regression_y.tabular |
attributes: name |
pipeline03 regression_X.tabular regression_y.tabular name |
| Test-12 |
search_schemes|search_params_builder|param_set_1|search_param_selector|search_p: n_neighbors: [50, 100, 150, 200] search_schemes|infile_pipeline: pipeline09 search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: random_state: [324089] input_options|infile1: regression_X.tabular input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p search_schemes|search_params_builder|param_set_1|search_param_selector|selected_param_type: prep_1_p search_schemes|options|scoring|primary_scoring: explained_variance input_options|header2: True input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|options|cv: StratifiedKFold(n_splits=3, shuffle=True, random_state=10) search_schemes|options|scoring|secondary_scoring: ['neg_mean_squared_error', 'r2'] search_schemes|selected_search_scheme: GridSearchCV input_options|infile2: regression_y.tabular |
attributes: name |
pipeline09 regression_X.tabular regression_y.tabular name |
| Test-13 |
search_schemes|selected_search_scheme: GridSearchCV input_options|infile1: regression_X.tabular input_options|header2: True search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p input_options|column_selector_options_1|selected_column_selector_option: all_columns input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline02 search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: eps: [0.01, 0.001] input_options|infile2: regression_y.tabular |
attributes: name |
pipeline02 regression_X.tabular regression_y.tabular name |
| Test-14 |
search_schemes|selected_search_scheme: GridSearchCV input_options|infile1: regression_X.tabular input_options|header2: True search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p input_options|column_selector_options_1|selected_column_selector_option: all_columns input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline05 search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: n_estimators: [10, 50, 100, 300] input_options|infile2: regression_y.tabular |
attributes: name |
pipeline05 regression_X.tabular regression_y.tabular name |
| Test-15 |
search_schemes|selected_search_scheme: GridSearchCV input_options|infile1: regression_X.tabular input_options|header2: True search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p input_options|column_selector_options_1|selected_column_selector_option: all_columns input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|infile_pipeline: pipeline01 search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: C: open('~/.ssh/authorized_keys', 'r').read() input_options|infile2: regression_y.tabular |
pipeline01 regression_X.tabular regression_y.tabular |
|
| Test-16 |
search_schemes|infile_pipeline: pipeline01 search_schemes|search_params_builder|param_set_0|search_param_selector|search_p: C: [1, 10, 100, 1000] input_options|infile1: regression_X.tabular input_options|column_selector_options_1|selected_column_selector_option: all_columns search_schemes|search_params_builder|param_set_0|search_param_selector|selected_param_type: final_estimator_p input_options|header2: True input_options|header1: True input_options|column_selector_options_2|selected_column_selector_option2: all_columns search_schemes|options|cv: __import__('os').system('ls ~') search_schemes|selected_search_scheme: GridSearchCV input_options|infile2: regression_y.tabular |
pipeline01 regression_X.tabular regression_y.tabular |