Module Expr Str Import alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias alias ImportFrom alias ImportFrom alias alias Assign NameStore NameLoad If CompareEq NameLoad Str body Assign NameStore Call AttributeLoad Call NameLoad attr Assign NameStore AttributeLoad NameLoad attr If NameLoad body Print Str Print NameLoad Print Str Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore SubscriptLoad NameLoad Index Str With Call NameLoad AttributeLoad NameLoad attr Str NameStore body Assign NameStore Call AttributeLoad NameLoad attr NameLoad With Call NameLoad AttributeLoad NameLoad attr Str NameStore body Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign TupleStore NameStore NameStore Call NameLoad SubscriptLoad NameLoad Index Str AttributeLoad NameLoad attr keyword AttributeLoad NameLoad attr If NameLoad body Expr Call NameLoad NameLoad NameLoad Assign NameStore SubscriptLoad NameLoad Index Str Assign NameStore SubscriptLoad NameLoad Index Str Assign NameStore SubscriptLoad NameLoad Index NameLoad Assign NameStore SubscriptLoad NameLoad Index NameLoad Assign NameStore SubscriptLoad NameLoad Index NameLoad Assign NameStore SubscriptLoad NameLoad Index NameLoad Assign TupleStore NameStore NameStore Call NameLoad NameLoad Assign NameStore IfExp SubscriptLoad NameLoad Index Str Str Str Assign TupleStore NameStore NameStore Call NameLoad NameLoad keyword NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad If NameLoad body Print NameLoad Print NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore IfExp SubscriptLoad NameLoad Index Str Dict Str NameLoad Dict Str SubscriptLoad NameLoad Index Num Expr Call AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr keyword Num
N/A N/A 
Generic mapper
 N/A json sklearn.externals joblib sklearn.pipeline Pipeline mempamal.arguments get_map_argparser mempamal.crossval get_fold print_fold mempamal.gridsearch GenericGridSearch mempamal.dynamic construct_pipeline get_score_func N/A verbose False N/A N/A __name__ __main__ N/A N/A args N/A N/A N/A get_map_argparser parse_args N/A verbose N/A args verbose N/A verbose N/A N/A ======= N/A args N/A ======= N/A dataset N/A N/A joblib load N/A args dataset N/A grid N/A dataset N/A grid N/A N/A open N/A args crossval r fd N/A N/A cv_cfg N/A N/A json load fd N/A N/A open N/A args method r fd N/A N/A method_cfg N/A N/A json load fd N/A N/A train_index test_index N/A get_fold N/A dataset N/A folds N/A args outer inner N/A args inner N/A verbose N/A N/A N/A print_fold train_index test_index N/A X N/A dataset N/A X N/A Y N/A dataset N/A Y N/A X_train N/A X N/A train_index N/A Y_train N/A Y N/A train_index N/A X_test N/A X N/A test_index N/A Y_test N/A Y N/A test_index N/A N/A est_kwargs est_param N/A construct_pipeline method_cfg N/A which_cv N/A N/A cv_cfg N/A modelSelection gridSearch crossval_score N/A N/A score_func score_kwargs N/A get_score_func cv_cfg cv which_cv N/A clf N/A GenericGridSearch est Pipeline params grid est_kwargs est_kwargs score_func score_func score_kwargs score_kwargs N/A N/A N/A clf fit X_train Y_train N/A Y_pred N/A N/A clf predict X_test N/A verbose N/A N/A Y_test N/A Y_pred N/A scores N/A N/A clf score Y_test Y_pred N/A res N/A N/A cv_cfg N/A modelSelection N/A scores scores N/A scores N/A scores N/A 0 N/A N/A N/A joblib dump res N/A args out compress 1