
    &`i	                        d Z ddlZddlmZ ddlmZ ddlmZ ddlm	Z	 d Z
d Zed	k    rddlZddlZ ej                    Ze                    d
dd           e                                \  ZZ e	ej        j                  Z eed          Z e            Z ej        e ej        ddeeej        rdnd           ej        d          d ej        dd           ej        dd           ej        ddg          d          Z e !                                Z" e#de"$                                j%                   dS dS ) zThis example demonstrates the usage of Nevergrad with Ray Tune.

It also checks that it is usable with a separate scheduler.

Requires the Nevergrad library to be installed (`pip install nevergrad`).
    N)tune)AsyncHyperBandScheduler)ConcurrencyLimiter)NevergradSearchc                 *    d|| z  dz  z   dz  |dz  z   S )N皙?d    )stepwidthheights      w/home/jaya/work/projects/VOICE-AGENT/VIET/agent-env/lib/python3.11/site-packages/ray/tune/examples/nevergrad_example.pyevaluation_fnr      s$    %$,$$"-<<    c                     | d         | d         }}t          | d                   D ]>}t          |||          }t          j        ||d           t	          j        d           ?d S )Nr   r   steps)
iterations	mean_lossr   )ranger   r   reporttimesleep)configr   r   r   intermediate_scores        r   easy_objectiver      ss    7OVH%56EfWo&&  *4??46HIIJJJ
3 r   __main__z--smoke-test
store_truezFinish quickly for testing)actionhelp)	optimizer   )max_concurrentr   min
   2   )metricmode
search_alg	schedulernum_samples	nevergrad)namer	      irelutanh)r   r   r   
activation)tune_config
run_configparam_spacez!Best hyperparameters found were: )&__doc__r   rayr   ray.tune.schedulersr   ray.tune.searchr   ray.tune.search.nevergradr   r   r   __name__argparser,   ngArgumentParserparseradd_argumentparse_known_argsargs_
optimizers
OnePlusOnealgor*   Tuner
TuneConfig
smoke_test	RunConfiguniformchoicetunerfitresultsprintget_best_resultr   r   r   r   <module>rQ      s           7 7 7 7 7 7 . . . . . . 5 5 5 5 5 5= = =	 	 	 zOOO$X$&&F
|2N     %%''GD! ?-*  D d1555D''))IDJ#DO"o52
 
 
 "4>{333!T\!R(("dl4--%$+vv&677	
 
  E" iikkG	E
-w/F/F/H/H/OPPPPP[ r   