
    &`i                     b   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 ej                    Ze                    d
dd           e                                \  ZZ e	dddd          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          d           Ze                                Z ed!e                                j                    dS dS )"zThis example demonstrates the usage of BayesOpt with Ray Tune.

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

Requires the BayesOpt library to be installed (`pip install bayesian-optimization`).
    N)tune)AsyncHyperBandScheduler)ConcurrencyLimiter)BayesOptSearchc                 *    d|| z  dz  z   dz  |dz  z   S )N皙?d    )stepwidthheights      v/home/jaya/work/projects/VOICE-AGENT/VIET/agent-env/lib/python3.11/site-packages/ray/tune/examples/bayesopt_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ucbg      @g        )kindkappaxi)utility_kwargs   )max_concurrentr   min
   i  )metricmode
search_alg	schedulernum_samplesmy_exp)namer	      i)r   r   r   )tune_config
run_configparam_spacez!Best hyperparameters found were: )!__doc__r   rayr   ray.tune.schedulersr   ray.tune.searchr   ray.tune.search.bayesoptr   r   r   __name__argparseArgumentParserparseradd_argumentparse_known_argsargs_algor-   Tuner
TuneConfig
smoke_test	RunConfiguniformtunerfitresultsprintget_best_resultr   r   r   r   <module>rM      s           7 7 7 7 7 7 . . . . . . 3 3 3 3 3 3= = =	 	 	 zOOO$X$&&F
|2N     %%''GD!>%#S)Q)QRRRDd1555D''))IDJ#DO"o74
 
 
 "4>x000!T\!R(("dl4--
 
  E  iikkG	E
-w/F/F/H/H/OPPPPP= r   