Module ImportFrom alias ImportFrom alias alias ImportFrom alias ImportFrom alias alias Import alias identifier ImportFrom alias Import alias identifier ClassDef bases NameLoad body Expr Str FunctionDef arguments args NameParam NameParam NameParam defaults Num body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr ListComp NameLoad comprehension NameStore Call NameLoad Num Num Assign NameStore Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr AttributeLoad NameLoad attr attr Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad Assign NameStore Num For NameStore NameLoad body For NameStore NameLoad body Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr Str attr Str If CompareLt NameLoad NameLoad body Assign NameStore NameLoad Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr Str attr Str Assign NameStore Call AttributeLoad Call AttributeLoad NameLoad attr Str attr Str Assign NameStore Call NameLoad NameLoad Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam NameParam defaults Str NameLoad body Assign NameStore Call AttributeLoad NameLoad attr keyword NameLoad keyword NameLoad keyword NameLoad keyword NameLoad Return Call NameLoad NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults body Assign NameStore Call AttributeLoad NameLoad attr NameLoad NameLoad NameLoad Assign NameStore Call NameLoad GeneratorExp Call NameLoad NameLoad comprehension NameStore NameLoad If CompareLt NameLoad NameLoad body Assign NameStore Call NameLoad NameLoad Assign NameStore ListLoad For NameStore NameLoad body Assign NameStore BinOpAdd NameLoad ListComp Call AttributeLoad Call AttributeLoad NameLoad attr Str attr Str comprehension NameStore NameLoad Assign NameStore SubscriptLoad Call NameLoad NameLoad keyword NameLoad Index BinOpSub NameLoad Num Assign NameStore ListLoad For NameStore NameLoad body For NameStore NameLoad body If CompareGtE Call AttributeLoad Call AttributeLoad NameLoad attr Str attr Str NameLoad body Assign NameStore Call NameLoad Call AttributeLoad Call AttributeLoad NameLoad attr Str attr Str Expr Call AttributeLoad NameLoad attr Call AttributeLoad NameLoad attr Call AttributeLoad Call AttributeLoad NameLoad attr Str attr Str Expr Call AttributeLoad NameLoad attr NameLoad Return NameLoad decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam NameParam defaults body Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr AttributeLoad NameLoad attr decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore Call NameLoad Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad NameLoad attr Import alias Expr Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad keyword NameLoad keyword AttributeLoad NameLoad attr keyword NameLoad keyword AttributeLoad NameLoad attr keyword NameLoad Expr Yield NameLoad decorator_list decorator_list
N/A __future__ print_function hyperopt Trials rand hyperas.ensemble VotingModel hyperas.optim get_hyperopt_model_string base_minimizer N/A numpy np keras.models model_from_yaml N/A six.moves.cPickle pickle HyperParamModel N/A object N/A N/A 
    HyperParamModel
     __init__ N/A N/A self sc num_workers N/A 4 N/A N/A N/A self spark_context sc N/A N/A self num_workers num_workers N/A compute_trials N/A N/A self model data max_evals N/A N/A N/A model_string N/A get_hyperopt_model_string model data N/A bc_model N/A N/A N/A self spark_context broadcast model_string N/A bc_max_evals N/A N/A N/A self spark_context broadcast max_evals N/A hyperas_worker N/A HyperasWorker bc_model bc_max_evals N/A dummy_rdd N/A N/A N/A self spark_context parallelize N/A i N/A i N/A range 1 1000 N/A dummy_rdd N/A N/A dummy_rdd repartition N/A self num_workers N/A trials_list N/A N/A N/A N/A dummy_rdd mapPartitions N/A hyperas_worker minimize collect N/A trials_list N/A minimize N/A N/A self model data max_evals N/A N/A N/A trials_list N/A N/A self compute_trials model data max_evals N/A best_val 10000000.0 N/A trials trials_list N/A N/A trial trials N/A N/A val N/A N/A N/A N/A trial get result get loss N/A N/A val best_val N/A N/A best_val val N/A best_model_yaml N/A N/A N/A N/A trial get result get model N/A best_model_weights N/A N/A N/A N/A trial get result get weights N/A best_model N/A model_from_yaml best_model_yaml N/A N/A N/A best_model set_weights N/A N/A pickle loads best_model_weights N/A best_model N/A best_ensemble N/A N/A self nb_ensemble_models model data max_evals voting weights N/A hard None N/A N/A model_list N/A N/A self best_models nb_models nb_ensemble_models model model data data max_evals max_evals N/A N/A VotingModel model_list voting weights N/A best_models N/A N/A self nb_models model data max_evals N/A N/A N/A trials_list N/A N/A self compute_trials model data max_evals N/A num_trials N/A sum N/A N/A len trials N/A trials trials_list N/A N/A num_trials nb_models N/A N/A nb_models N/A len trials N/A scores N/A N/A trials trials_list N/A N/A scores N/A scores N/A N/A N/A N/A N/A trial get result get loss N/A trial trials N/A cut_off N/A N/A sorted scores reverse True N/A N/A nb_models 1 N/A model_list N/A N/A trials trials_list N/A N/A trial trials N/A N/A N/A N/A N/A N/A N/A trial get result get loss cut_off N/A N/A model N/A model_from_yaml N/A N/A N/A N/A trial get result get model N/A N/A N/A model set_weights N/A N/A pickle loads N/A N/A N/A N/A trial get result get weights N/A N/A N/A model_list append model N/A model_list N/A N/A HyperasWorker N/A object N/A __init__ N/A N/A self bc_model bc_max_evals N/A N/A N/A N/A self model_string N/A bc_model value N/A N/A self max_evals N/A bc_max_evals value N/A minimize N/A N/A self dummy_iterator N/A N/A N/A trials N/A Trials N/A algo N/A rand suggest N/A elem N/A N/A dummy_iterator next N/A random N/A N/A N/A random seed elem N/A rand_seed N/A N/A N/A np random randint elem N/A best_run N/A base_minimizer model None data None algo algo max_evals N/A self max_evals trials trials full_model_string N/A self model_string rseed rand_seed N/A N/A trials N/A N/A