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krre ZejejrfejejZ nejejejZ ej!rwej"nej#e_$ej%e dZ&ee&ej$ ej%e dZ'dZ(e(e( e)e( ej*)e( ej*+e( ej(e( de_,de_-dZee'dZ.ee'dZ/e.du se/du re0dde_1d e_2d e_3de_4de_5de_6de_7de_8de_de_9e:ej*; rdndZ:e:e_:ej<r4ej=D ]4Z>ee> D ]-Z?ej@de> de? seAde> de?  eBde> de? de> de? d	 qqejCdu r?g de_CejDdkreeej=ejCej< ejEejFde_Geej=g d ej< dejFde_Hee.e/ede:ddejIejJdejKejLd!\ZMZNeeeNd"ZOdZPejredusJ d#ejQZQe!d$ eOd% jRjSe_TejHdureOd& jRjSe_UejVdurejWd'ejVdd( nejWd'eQeQg eXed) e!d* ejejreYeej%e d+d,ejjZd-Z[nejgZ[e[D ]Z\eje\e_]ee.e/ede:ddejIejJdejKejLd!\ZMZNej^e\e:d.Z_d/e_v rMe_d/ Z`e_d0 Zaebecead d  ed1r;d2d3 ead D ZaeMfea egd4e\ d5e` d6 neMfe_ d Z`eMhe: eMi  eMj D ]Zkdek_lqaeeMeOe`eeP qdS dS )7    N)create_model)setup_logging)get_data)evaluate)get_tar_path_from_dataset_namedataset_split)
parse_argsc                 C   sj   t | d&}|D ]}|d |v r"|dd    W  d    S qW d    d S 1 s.w   Y  d S )Nrz:    )opensplitstrip)filekeyfline r   V/home/ubuntu/.local/lib/python3.10/site-packages/laion_clap/evaluate/eval_retrieval.pyfind_params_value   s   
r   __main__zout.logz
params.txtiO  TFopenaiamodeltmodelz#model type not found in params filer
   fp32zcuda:0cpuz./json_files//z,aws s3 cp s3://s-laion-audio/webdataset_tar/z/sizes.json ./json_files/z/sizes.json)trainunbalanced_trainbalanced_train
webdataset)islocal
proportiondataset_path)validtesteval)	precisiondevicejitforce_quick_geluopenai_model_cache_dirskip_paramsenable_fusionfusion_type)	model_cfgzPlease install wandb.zStarting wandb.r   valclap)projectidresume)r1   notesnametagsconfigzFinished loading wandb.checkpointsz*.pt)r   )map_locationepoch
state_dictmodulec                 C   s"   i | ]\}}|t d d |qS )zmodule.N)len).0kvr   r   r   
<dictcomp>   s   " rA   z=> resuming checkpoint 'z	' (epoch ))mos.pathosglobrandomnumpynploggingwandbtorchtorch.backends.cudnnbackendscudnn
laion_clapr   laion_clap.training.loggerr   laion_clap.training.datar   laion_clap.training.trainr   laion_clap.utilsr   r   laion_clap.training.paramsr   r   __name__argspathisdir
pretraineddirnamelog_dirdebugDEBUGINFO	log_leveljoinlog_pathparams_fileseedmanual_seedcudamanual_seed_all	benchmarkdeterministicr   r   
ValueErrorparallel_evalrank
local_rank
world_sizeval_frequencyepochsr&   	save_logsclass_index_dictr'   is_available
remotedatadatasetnamesdataset_namer   existsmakedirssystemdatasetinfosdataset_typedataset_proportiondatasetpath
train_dataval_data
expanduserr*   r,   r-   modelr.   datawriterwandb_notes
dataloadernum_samplestrain_szval_szwandb_idinitvarssortedgetmtimeall_model_checkpoints
model_pathcheckpoint_pathload
checkpointstart_epochsdnextiteritems
startswithload_state_dictinfotor%   
parametersparamrequires_gradr   r   r   r   <module>   s.   
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