Module Expr Str Import alias identifier Import alias identifier Import alias Import alias Import alias Import alias Import alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias alias alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias identifier ImportFrom alias identifier FunctionDef arguments args NameParam NameParam defaults body Return Call AttributeLoad NameLoad attr Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam defaults body Return Call AttributeLoad NameLoad attr Num NameLoad decorator_list Assign NameStore Str TryExcept body Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index Num handlers ExceptHandler type NameLoad body Assign NameStore Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore SubscriptLoad NameLoad Slice Num Num Assign NameStore SubscriptLoad NameLoad Slice Num Assign NameStore SubscriptLoad NameLoad Index ListComp NameLoad comprehension NameStore AttributeLoad NameLoad attr CompareNotEq NameLoad Str Assign NameStore SubscriptLoad NameLoad Index ListComp NameLoad comprehension NameStore AttributeLoad NameLoad attr CompareNotEq NameLoad Str Assign NameStore Call NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore SubscriptLoad NameLoad Index Str Assign NameStore SubscriptLoad NameLoad Index Str Assign NameStore Num Assign NameStore Num FunctionDef arguments args NameParam defaults body Global identifier Global identifier AugAssignAdd NameStore Num Print Str NameLoad Assign NameStore Call NameLoad Assign NameStore Call NameLoad NameLoad Print Print Str NameLoad Print Call AttributeLoad Str attr Call NameLoad Call NameLoad BinOpSub Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr BinOpAdd ListLoad NameLoad Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr Return NameLoad decorator_list FunctionDef arguments args NameParam defaults body Assign TupleStore NameStore NameStore NameStore NameStore NameStore NameStore NameStore NameLoad Assign NameStore Call NameLoad NameLoad Assign NameStore Call NameLoad NameLoad Print Str Print Str NameLoad Print Str NameLoad Print Str NameLoad Print Print Str Print Str NameLoad Print Str NameLoad Print Str NameLoad Print Print Str NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Assign NameStore Call NameLoad keyword NameLoad Assign NameStore Call AttributeLoad NameLoad attr ListLoad TupleLoad Str NameLoad TupleLoad Str NameLoad TupleLoad Str NameLoad Expr Call AttributeLoad NameLoad attr NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Return NameLoad decorator_list Assign NameStore TupleLoad Call AttributeLoad NameLoad attr Str Call NameLoad Num Call NameLoad Num Num Call AttributeLoad NameLoad attr Str Num Num Call AttributeLoad NameLoad attr Str Call NameLoad Num Call NameLoad Num Call AttributeLoad NameLoad attr Str Call NameLoad Num Call NameLoad Num Num Call AttributeLoad NameLoad attr Str Num Num Call AttributeLoad NameLoad attr Str Call NameLoad Num Call NameLoad Num Call AttributeLoad NameLoad attr Str Num Num If CompareEq NameLoad Str body Assign NameStore ListLoad Str Str Str Str Str Str Str Str Assign NameStore Call NameLoad NameLoad Str Assign NameStore Call AttributeLoad NameLoad attr NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad Assign NameStore Call NameLoad NameLoad NameLoad keyword AttributeLoad NameLoad attr keyword NameLoad Assign NameStore Call NameLoad Print Str Call NameLoad Call NameLoad BinOpSub NameLoad NameLoad Print NameLoad
N/A N/A tune 2 layer ELM + linear regressor on top N/A pandas pd N/A numpy np N/A math N/A csv N/A hyperopt N/A os N/A sys time time glob glob math log hyperopt hp fmin tpe elm * random_layer * sklearn pipeline sklearn.linear_model Ridge sklearn.metrics mean_squared_error MSE sklearn.preprocessing StandardScaler Scaler RMSE N/A N/A y p N/A N/A N/A N/A N/A math sqrt N/A MSE y p N/A relu N/A N/A x N/A N/A N/A N/A N/A np maximum 0 x N/A N/A input_file data/train_num.csv N/A N/A N/A output_file N/A N/A sys argv N/A 1 N/A N/A N/A IndexError N/A N/A output_file hyperopt_log_two_layer_relu.csv N/A data N/A N/A pd read_csv input_file N/A train N/A data N/A 0 93170 N/A test N/A data N/A 93170 N/A x_train N/A train N/A N/A c N/A c N/A train columns N/A c cpu_01_busy N/A x_test N/A test N/A N/A c N/A c N/A train columns N/A c cpu_01_busy N/A scaler N/A Scaler N/A x_train N/A N/A scaler fit_transform x_train N/A x_test N/A N/A scaler transform x_test N/A y_train N/A train N/A cpu_01_busy N/A y_test N/A test N/A cpu_01_busy N/A max_evals 100 N/A run_counter 0 run_wrapper N/A N/A params N/A N/A N/A run_counter N/A o_f N/A run_counter 1 N/A run run_counter N/A s N/A time N/A rmse N/A run_test params N/A N/A RMSE: rmse N/A N/A N/A elapsed: {}s 
 format N/A int N/A round N/A N/A time s N/A N/A N/A writer writerow N/A N/A rmse N/A list params N/A N/A N/A o_f flush N/A rmse N/A run_test N/A N/A params N/A N/A N/A N/A n_hidden_1 alpha_1 rbf_width_1 n_hidden_2 alpha_2 rbf_width_2 ridge_alpha params N/A n_hidden_1 N/A int n_hidden_1 N/A n_hidden_2 N/A int n_hidden_2 N/A layer 1 N/A n_hidden: n_hidden_1 N/A alpha: alpha_1 N/A rbf_width: rbf_width_1 N/A N/A layer 2 N/A n_hidden: n_hidden_2 N/A alpha: alpha_2 N/A rbf_width: rbf_width_2 N/A N/A ridge_alpha: ridge_alpha N/A rl1 N/A RandomLayer n_hidden n_hidden_1 alpha alpha_1 rbf_width rbf_width_1 activation_func relu N/A rl2 N/A RandomLayer n_hidden n_hidden_2 alpha alpha_2 rbf_width rbf_width_2 activation_func relu N/A ridge N/A Ridge alpha ridge_alpha N/A elmr N/A N/A pipeline Pipeline N/A N/A rl1 rl1 N/A rl2 rl2 N/A ridge ridge N/A N/A N/A elmr fit x_train y_train N/A p N/A N/A elmr predict x_test N/A rmse N/A RMSE y_test p N/A rmse N/A N/A space N/A N/A N/A hp qloguniform n_hidden_1 N/A log 10 N/A log 1000 1 N/A N/A hp uniform alpha_1 0 1 N/A N/A hp loguniform rbf_width_1 N/A log 1e-05 N/A log 100 N/A N/A hp qloguniform n_hidden_2 N/A log 10 N/A log 1000 1 N/A N/A hp uniform alpha_2 0 1 N/A N/A hp loguniform rbf_width_2 N/A log 1e-05 N/A log 100 N/A N/A hp loguniform ridge_alpha -15 5 N/A N/A __name__ __main__ N/A N/A headers N/A rmse n_hidden_1 alpha_1 rbf_width_1 n_hidden_2 alpha_2 rbf_width_2 ridge_alpha N/A o_f N/A open output_file wb N/A writer N/A N/A csv writer o_f N/A N/A N/A writer writerow headers N/A start_time N/A time N/A best N/A fmin run_wrapper space algo N/A tpe suggest max_evals max_evals N/A end_time N/A time N/A Seconds passed: N/A int N/A round N/A end_time start_time N/A best