&`iUddlZddlZddlmZddlmZddlmZddlm Z ddl m Z ddl m Z d dZd Ziad ed ejfd ZdS)N)CheckpointConfig) TuneError)Trial)json_to_resources)TuneFunctionEncoder)SafeFallbackEncoderc |r |d(i|}ntjd(i|}|ddtd|ddtjd|ddtjd |d dt d |d d td|ddtd|ddd|ddtd|ddtd|ddd|ddtd |d!d"td#|d$dtjd%|d&dtd'|S))zReturns a base argument parser for the ray.tune tool. Args: parser_creator: A constructor for the parser class. kwargs: Non-positional args to be passed into the parser class constructor. z--runNzThe algorithm or model to train. This may refer to the name of a built-on algorithm (e.g. RLlib's DQN or PPO), or a user-defined trainable function or class registered in the tune registry.)defaulttypehelpz--stopz{}zThe stopping criteria, specified in JSON. The keys may be any field returned by 'train()' e.g. '{"time_total_s": 600, "training_iteration": 100000}' to stop after 600 seconds or 100k iterations, whichever is reached first.z--configzLAlgorithm-specific configuration (e.g. env, hyperparams), specified in JSON.z--resources-per-trialzOverride the machine resources to allocate per trial, e.g. '{"cpu": 64, "gpu": 8}'. Note that GPUs will not be assigned unless you specify them here. For RLlib, you probably want to leave this alone and use RLlib configs to control parallelism.z --num-samplesz%Number of times to repeat each trial.z--checkpoint-freqrz`How many training iterations between checkpoints. A value of 0 (default) disables checkpointing.z--checkpoint-at-end store_truezEWhether to checkpoint at the end of the experiment. Default is False.)actionr z--keep-checkpoints-numz]Number of best checkpoints to keep. Others get deleted. Default (None) keeps all checkpoints.z--checkpoint-score-attrtraining_iterationzSpecifies by which attribute to rank the best checkpoint. Default is increasing order. If attribute starts with min- it will rank attribute in decreasing order. Example: min-validation_lossz--export-formatszList of formats that exported at the end of the experiment. Default is None. For RLlib, 'checkpoint' and 'model' are supported for TensorFlow policy graphs.)r r z--max-failureszsTry to recover a trial from its last checkpoint at least this many times. Only applies if checkpointing is enabled.z --schedulerFIFOzGFIFO (default), MedianStopping, AsyncHyperBand, HyperBand, or HyperOpt.z--scheduler-configz(Config options to pass to the scheduler.z --restorez+If specified, restore from this checkpoint.)argparseArgumentParser add_argumentstrjsonloadsrint)parser_creatorkwargsparsers u/home/jaya/work/projects/VOICE-AGENT/VIET/agent-env/lib/python3.11/site-packages/ray/tune/experiment/config_parser.py _make_parserrs3))&))(22622     ZL   Z   I    4    9   T    9  !$   2  @   "   Z 7    :  Mc g}|D]0\}}d|vr"td||/t|tr|r<|d|ddt|tr||t|trt|r0|tj |t|tj |t2|S)z9Converts configuration to a command line argument format.-zUse '_' instead of '-' in `{}`Nz--{}_)cls) items ValueErrorformat isinstanceboolappendreplacercallablerdumpsrr)configargvkvs r_to_argvr2s/ D @@1 !88=DDQGGHH H 9 !T"" >> ? ? ? ? KK 1*=>>> ? ? ? ? Kr specrc |}|dd} |t|\}}n#t$rt d|wxYw|r||d<|dt}td|d|di|di||d g|d |d |d |d |j |dd |S)aCreates a Trial object from parsing the spec. Args: spec: A resolved experiment specification. Arguments should The args here should correspond to the command line flags in ray.tune.experiment.config_parser. parser: An argument parser object from make_parser. trial_kwargs: Extra keyword arguments used in instantiating the Trial. Returns: A trial object with corresponding parameters to the specification. resources_per_trialNz%Error parsing args, see above messageplacement_group_factorycheckpoint_configrunr.stopexport_formatsrestoretrial_name_creatortrial_dirname_creator log_to_filestorage) trainable_namer.stopping_criterionr7r: restore_pathr<r=r> max_failuresr?r) copypopparse_known_argsr2 SystemExitrgetrrrC)r3r trial_kwargs resourcesargsr#r7s r_create_trial_from_specrLsd$ 99;;D.55IG))(4..99aa GGG?FFFG<2; ./!46F6H6HII  E{xx"%%88FB//+xx 0"55XXi((88$899"hh'>??HH]++&###  $ %  s %AA-)N)rrray.tunerray.tune.errorrray.tune.experimentrray.tune.resourcesrray.tune.utils.serializationrray.tune.utils.utilrrr2 _cached_pgfdictrrLrr rrUs %%%%%%$$$$$$%%%%%%000000=<<<<<333333wwwwt* 2 2 /222222r