o
    ci                  
   @   s   d dl Z d dlZd dlmZmZ d dlmZ d dlmZ de	fddZ
deeef ddfd	d
Zedkre jddZejdddd e \ZZedddZejeedd dejddejradndiddejddedddedded dd d!Ze Zed"e j   dS dS )#    N)AnyDict)tune)AsyncHyperBandSchedulerreturnc                 C   s&   t d d||  d  d |d  S )Ng?d   )timesleep)stepwidthheight r   ]/home/ubuntu/.local/lib/python3.10/site-packages/ray/tune/examples/async_hyperband_example.pyevaluation_fn   s   
r   configc                 C   sD   | d | d }}t | d D ]}t|||}t||d qd S )Nr   r   steps)
iterations	mean_loss)ranger   r   report)r   r   r   r   intermediate_scorer   r   r   easy_objective   s
   r   __main__z#AsyncHyperBand optimization example)descriptionz--smoke-test
store_truezFinish quickly for testing)actionhelp   r   )grace_periodmax_t   )cpugpuasynchyperband_testtraining_iterationi'  )namestopverboser   min   )metricmode	schedulernum_samples
   )r   r   r   )
run_configtune_configparam_spacezBest hyperparameters found: )!argparser	   typingr   r   rayr   ray.tune.schedulersr   floatr   strr   __name__ArgumentParserparseradd_argumentparse_known_argsargs_r-   Tunerwith_resources	RunConfig
smoke_test
TuneConfiguniformtunerfitresultsprintget_best_resultr   r   r   r   r   <module>   sL   

