
    &`i                     r   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Z
deeef         ddfdZed	k    r e j        d
          Ze                    ddd           e                                \  ZZ edd          Z ej         ej        edd d           ej        ddej        rdndid           ej        dded          d ej        dd           ej        d d          d          Ze                                Z ed e                                j                     dS dS )!    N)AnyDict)tune)AsyncHyperBandSchedulerreturnc                 R    t          j        d           d|| z  dz  z   dz  |dz  z   S )Ng?d   )timesleep)stepwidthheights      }/home/jaya/work/projects/VOICE-AGENT/VIET/agent-env/lib/python3.11/site-packages/ray/tune/examples/async_hyperband_example.pyevaluation_fnr      s1    JsOOO%$,$$"-<<    configc                     | d         | d         }}t          | d                   D ]*}t          |||          }t          j        ||d           +d S )Nr   r   steps)
iterations	mean_loss)ranger   r   report)r   r   r   r   intermediate_scores        r   easy_objectiver      sk    7OVH%56EfWo&& K K*4??46HIIJJJJ	K K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_r0   Tunerwith_resources	RunConfig
smoke_test
TuneConfiguniformtunerfitresultsprintget_best_resultr    r   r   <module>rO      s                   7 7 7 7 7 7=% = = = =K4S> Kd K K K K z$X$1VWWWF
|2N     %%''GD! ('  I
 DJNAa,@,@AA!4>&&T_(F$G
 
 

 $DO	
 
 
 !T\"c**"dl1c**
 
  E* iikkG	E
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KLLLLLG r   