o
    $i	                  	   @   s  d dl Z d dlZd dlZd dlZd dlZd dlZd dlmZ d dlm	Z	 d dl
mZ dd Zedkre  Zejdd	d
d e \ZZejejrKdndd eddZejeejddejr`dndiejdddejdddedded didZe Zede  j! dS dS )    N)tune)
Checkpoint)HyperBandSchedulerc              
   C   sR  d}t  }|r>| *}ttj|d}t|d d }W d    n1 s*w   Y  W d    n1 s9w   Y  t	|dD ]c}t
t|| dd }|| dd9 }t @}d }|d dkrttj|dd	}td|i| W d    n1 sw   Y  t|}t jd
|i|d W d    n1 sw   Y  qCd S )Nr   zcheckpoint.jsontimestep   d   widthheight   wepisode_reward_mean)
checkpoint)r   get_checkpointas_directoryopenospathjoinjsonloadrangenptanhfloatgettempfileTemporaryDirectorydumpr   from_directoryreport)configstepr   checkpoint_dirfr   vtemp_checkpoint_dir r&   i/home/ubuntu/veenaModal/venv/lib/python3.10/site-packages/ray/tune/examples/hyperband_function_example.py
train_func   s4   


r(   __main__z--smoke-test
store_truezFinish quickly for testing)actionhelp   )num_cpus   )max_thyperband_testtraining_iteration
   i T)	fail_fast)namestopfailure_config   r   max)num_samplesmetricmode	schedulerr	   r   )
run_configtune_configparam_spacez!Best hyperparameters found were: )"argparser   r   r   numpyr   rayr   ray.tuner   ray.tune.schedulersr   r(   __name__ArgumentParserparseradd_argumentparse_known_argsargs_init
smoke_test	hyperbandTuner	RunConfigFailureConfig
TuneConfiguniformtunerfitresultsprintget_best_resultr    r&   r&   r&   r'   <module>   sL   
