a
    ==ic  ã                   @   s  d dl Z d dlZd dlZd dlm  m  mZ d dlm  m  mZ d dl	Z	e	 
¡  e	 d¡Ze e	j¡ dd„ Zdd„ Zedkre jdd	Zejd
ejddd e ¡ Zejd Ze e¡Ze d eeƒ¡¡ e ¡  e e¡ed d< eeeƒ ƒZ e d ee ƒ¡¡ dS )é    NZAnyExpOnTermc                 C   sn  d}| d d }|dkrHt j |¡rHtjd |d| d| d d d\}}}t d	 |¡¡ |dkrdd n|}d }d}g }t|| d
 d | d
 d ƒD ]Ø}||kr d n|d }	||kr´d n|}g }t| d d ƒD ]R}
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| d d< || d d< |	| d d< || d d< || d d< || ƒ}| 	|¡ qÌd }|D ]*}|d ur(|}|d | d d<  qTq(t d t
|ƒ¡¡ q|S )Nr   Zmodel_paramÚpretrained_modelÚ é   TÚreset_epoch)ÚmodelZweights_fileZnum_xpusÚoptsZbroadcast_computed_paramr   zstart epoch: {}Z
epoch_iterZ
num_epochsZnum_epochs_per_flow_scheduler   ÚdistributedZ
num_shardsZtemp_varÚshard_idÚcheckpoint_modelÚepochÚstart_epochZmetricsZmetrics_outputú
ret is: {})ÚosÚpathÚexistsÚ
checkpointZinitialize_params_from_fileÚlogÚinfoÚformatÚrangeÚappendÚstr)r   Z
myTrainFunr   r   Zprev_checkpointed_lrZbest_metricÚretZshard_resultsr   r
   r	   Z	shard_ret© r   úw/home/droni/.local/share/virtualenvs/DPS-5Je3_V2c/lib/python3.9/site-packages/caffe2/contrib/playground/AnyExpOnTerm.pyÚrunShardedTrainLoop   sP    
úÿ	

þ

r   c                  C   s   dd„ } | S )Nc                 S   s(   t  | ¡}t  || ¡}|| ƒ}| | ¡S )N)ÚAnyExpZcreateTrainerClassZoverrideAdditionalMethodsZbuildModelAndTrain)r   ZtrainerClassZtrainerr   r   r   ÚsimpleTrainFunG   s    
z trainFun.<locals>.simpleTrainFunr   )r   r   r   r   ÚtrainFunF   s    r   Ú__main__zAny Experiment training.)Údescriptionz--parameters-jsonzmodel options in json formatÚparams)ÚtypeÚhelpÚdestr   zopts is: {}ÚinputZdatasetsr   )!ÚargparseÚjsonr   Z caffe2.contrib.playground.AnyExpÚcontribZ
playgroundr   Z$caffe2.contrib.playground.checkpointr   ÚloggingÚbasicConfigÚ	getLoggerr   ÚsetLevelÚDEBUGr   r   Ú__name__ÚArgumentParserÚparserÚadd_argumentÚloadsÚ
parse_argsÚargsr!   r   ZinitOptsr   r   r   ZinitDefaultModuleMapZaquireDatasetsr   r   r   r   r   Ú<module>   s.   
3	

ÿ

