o
    Ci                     @   s   d dl m Z  d dlmZ ddlmZ zd dlZW n& eefy> Z	 zzd dl
mZ W n	 ey3   e	w W Y dZ	[	ndZ	[	ww ddgiZd	gZG d
d	 d	ejjZdS )    )copy)partial   )tqdmN)keraszgithub.com/	casperdclTqdmCallbackc                   @   s~   e Zd ZdZeddd fddZddddefdd	Zd
d Zdd Z	dd Z
dd Zedd Zedd Zedd ZdS )r   z,Keras callback for epoch and batch progress.Nc                 C      dS )Nr    logsr
   r
   b/var/www/html/fyndo/python/python_agents/rag_suite/venv/lib/python3.10/site-packages/tqdm/keras.py<lambda>   s    zTqdmCallback.<lambda>c                    s   d fdd	}|S )Nc                    sF    } rrt    fddD  j dd | d S )Nc                    s   g | ]}  |d qS )r   )pop).0ir   r
   r   
<listcomp>   s    z?TqdmCallback.bar2callback.<locals>.callback.<locals>.<listcomp>F)refresh)r   set_postfixupdate)_r   nbardeltar   r   r   callback   s   z+TqdmCallback.bar2callback.<locals>.callbackNr
   )r   r   r   r   r
   r   r   bar2callback   s   	zTqdmCallback.bar2callbackr   c                 K   s   |r
t |fi |}|| _||dd| _| | j| _|r+|r+|| d |  | _}nd | _}|| _|dkrO||ddd| _| j| jddgd	d
 d| _dS dS )a^  
        Parameters
        ----------
        epochs  : int, optional
        data_size  : int, optional
            Number of training pairs.
        batch_size  : int, optional
            Number of training pairs per batch.
        verbose  : int
            0: epoch, 1: batch (transient), 2: batch. [default: 1].
            Will be set to `0` unless both `data_size` and `batch_size`
            are given.
        tqdm_class  : optional
            `tqdm` class to use for bars [default: `tqdm.auto.tqdm`].
        tqdm_kwargs  : optional
            Any other arguments used for all bars.
        epoch)totalunitr   NbatchF)r   r    leavesizec                 S      |  ddS Nr#   r   getr   r
   r
   r   r   A       z'TqdmCallback.__init__.<locals>.<lambda>r   r   )	r   
tqdm_class	epoch_barr   on_epoch_endbatchesverbose	batch_baron_batch_end)selfepochs	data_size
batch_sizer.   r*   tqdm_kwargsr-   r
   r
   r   __init__    s    

zTqdmCallback.__init__c                 O   sF   | j j}|d|dd }|d ur|| jjkr!| jj|d d S d S d S )Nr2   nb_epochr   )paramsr'   r+   r   reset)r1   r   __r9   
auto_totalr
   r
   r   on_train_beginC   s
   zTqdmCallback.on_train_beginc                 O   s   | j j|k r| j }| |_ |_|_| jrt| jj}|d|d|dd p&| j}| jdkrWt| dr6| j	
  | j|ddd|d	dpBd d
| _	| j| j	ddgdd d| _d S | jdkrpd|d	dpcd | j	_| j	j|d d S tdd S )Nsamples	nb_samplesteps   r/   r!   Tr   r4   )r   r    r"   
unit_scaler#   c                 S   r$   r%   r&   r   r
   r
   r   r   Y   r(   z-TqdmCallback.on_epoch_begin.<locals>.<lambda>r)   r8   zUnknown verbosity)r+   r   last_print_ninitialr.   r9   r'   r-   hasattrr/   closer*   r   r0   rB   r:   KeyError)r1   r   r   r;   ebarr9   r   r
   r
   r   on_epoch_beginI   s4   





zTqdmCallback.on_epoch_beginc                 O   s   | j r| j  | j  d S r   )r.   r/   rF   r+   )r1   r   r;   r
   r
   r   on_train_end`   s   
zTqdmCallback.on_train_endc                 C   sT   t | jdd}|du rdS ddlm} || t | dd}|dur(||j dS dS )z*Displays in the current cell in Notebooks.	containerNr   )displayr/   )getattrr+   notebookrL   rK   )r1   rK   rL   r/   r
   r
   r   rL   e   s   zTqdmCallback.displayc                   C   r	   NTr
   r
   r
   r
   r   _implements_train_batch_hooksp      z*TqdmCallback._implements_train_batch_hooksc                   C   r	   rO   r
   r
   r
   r
   r   _implements_test_batch_hookst   rQ   z)TqdmCallback._implements_test_batch_hooksc                   C   r	   rO   r
   r
   r
   r
   r   _implements_predict_batch_hooksx   rQ   z,TqdmCallback._implements_predict_batch_hooks)__name__
__module____qualname____doc__staticmethodr   	tqdm_autor6   r=   rI   rJ   rL   rP   rR   rS   r
   r
   r
   r   r      s"    
#

)r   	functoolsr   autor   rY   r   ImportErrorAttributeErrore
tensorflow
__author____all__	callbacksCallbackr   r
   r
   r
   r   <module>   s"    
