o $i @sddlZddlZddlmZddlmZddlmZedkreZ e j dddd e \Z Z eje jr7d ndd ed d dZejeejdd e jrMdnd idejdddeje jr^dnd ddededdeddddZeZedejdSdS)N)tune)HyperBandScheduler)MyTrainableClass__main__z --smoke-test store_truezFinish quickly for testing)actionhelp)num_cpustraining_iteration) time_attrmax_thyperband_testT) fail_fast)namestopverbosefailure_configepisode_reward_meanmax) num_samplesmetricmode scheduler Zd)widthheight) run_config tune_config param_spacez!Best hyperparameters found were: )argparserayrray.tune.schedulersrray.tune.utils.mock_trainabler__name__ArgumentParserparser add_argumentparse_known_argsargs_init smoke_test hyperbandTuner RunConfig FailureConfig TuneConfigrandinttunerfitresultsprintget_best_resultconfigr>r>`/home/ubuntu/veenaModal/venv/lib/python3.10/site-packages/ray/tune/examples/hyperband_example.pysD