Repository revision
6:52c4e0ef580a

Repository 'sklearn_build_pipeline'
hg clone https://toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_build_pipeline

Pipeline Builder tool metadata
Miscellaneous
Pipeline Builder
constructs a list of transforms and a final estimator
sklearn_build_pipeline
toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_build_pipeline/sklearn_build_pipeline/0.9
0.9
echo "0.9"
True
Version lineage of this tool (guids ordered most recent to oldest)
toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_build_pipeline/sklearn_build_pipeline/1.0
toolshed.g2.bx.psu.edu/repos/bgruening/sklearn_build_pipeline/sklearn_build_pipeline/0.9 (this tool)
sklearn_build_pipeline
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 final_estimator|estimator_selector|selected_module: svm
pipeline_component_0|component_selector|pre_processors|selected_pre_processor: RobustScaler
pipeline_component_0|component_selector|component_type: pre_processor
pipeline_component_1|component_selector|fs_algorithm_selector|selected_algorithm: SelectKBest
pipeline_component_1|component_selector|component_type: feature_selection
final_estimator|estimator_selector|selected_estimator: SVR
pipeline_component_1|component_selector|fs_algorithm_selector|score_func: f_classif
final_estimator|estimator_selector|text_params: kernel='linear'
 attributes: name
 name
Test-2 pipeline_component_0|component_selector|pre_processors|selected_pre_processor: RobustScaler
pipeline_component_0|component_selector|component_type: pre_processor
final_estimator|estimator_selector|selected_estimator: LassoCV
final_estimator|estimator_selector|selected_module: linear_model
 attributes: name
 name
Test-3 pipeline_component_0|component_selector|pre_processors|selected_pre_processor: RobustScaler
pipeline_component_0|component_selector|component_type: pre_processor
final_estimator|estimator_selector|selected_estimator: XGBClassifier
final_estimator|estimator_selector|selected_module: xgboost
 attributes: name
 name
Test-4 pipeline_component_0|component_selector|component_type: feature_selection
pipeline_component_0|component_selector|fs_algorithm_selector|model_inputter|estimator_selector|selected_module: ensemble
pipeline_component_0|component_selector|fs_algorithm_selector|selected_algorithm: SelectFromModel
pipeline_component_0|component_selector|fs_algorithm_selector|model_inputter|estimator_selector|selected_estimator: AdaBoostClassifier
 attributes: name
 name
Test-5 pipeline_component_0|component_selector|component_type: None
final_estimator|estimator_selector|selected_module: ensemble
final_estimator|estimator_selector|selected_estimator: RandomForestRegressor
final_estimator|estimator_selector|text_params: n_estimators=100, random_state=42
 attributes: name
 name
Test-6 pipeline_component_0|component_selector|component_type: decomposition
final_estimator|estimator_selector|selected_estimator: AdaBoostRegressor
pipeline_component_0|component_selector|matrix_decomposition_selector|select_algorithm: PCA
final_estimator|estimator_selector|selected_module: ensemble
 attributes: name
 name
Test-7 pipeline_component_0|component_selector|component_type: kernel_approximation
final_estimator|estimator_selector|selected_estimator: AdaBoostClassifier
pipeline_component_0|component_selector|kernel_approximation_selector|text_params: n_components=10, gamma=2.0
pipeline_component_0|component_selector|kernel_approximation_selector|select_algorithm: RBFSampler
final_estimator|estimator_selector|selected_module: ensemble
 attributes: name
 name
Test-8 pipeline_component_0|component_selector|component_type: FeatureAgglomeration
pipeline_component_0|component_selector|FeatureAgglomeration_selector|select_algorithm: FeatureAgglomeration
final_estimator|estimator_selector|selected_estimator: AdaBoostClassifier
pipeline_component_0|component_selector|FeatureAgglomeration_selector|text_params: n_clusters=3, affinity='euclidean'
final_estimator|estimator_selector|selected_module: ensemble
 attributes: name
 name
Test-9 pipeline_component_0|component_selector|skrebate_selector|text_params: n_features_to_select=3, n_neighbors=100
pipeline_component_0|component_selector|skrebate_selector|select_algorithm: ReliefF
pipeline_component_0|component_selector|component_type: skrebate
final_estimator|estimator_selector|selected_estimator: RandomForestRegressor
final_estimator|estimator_selector|selected_module: ensemble
 attributes: name
 name
Test-10 pipeline_component_0|component_selector|skrebate_selector|text_params:
pipeline_component_0|component_selector|skrebate_selector|select_algorithm: TuRF
pipeline_component_0|component_selector|component_type: skrebate
final_estimator|estimator_selector|selected_estimator: RandomForestRegressor
final_estimator|estimator_selector|selected_module: ensemble
 attributes: name
 name
Test-11 pipeline_component_0|component_selector|component_type: None
final_estimator|estimator_selector|selected_module: ensemble
final_estimator|estimator_selector|selected_estimator: RandomForestRegressor
final_estimator|estimator_selector|text_params: n_estimators=__import__('os').system('ls ~')