o
    i                     @   s8  d dl mZ d dlZd dlZd dlmZ d dlmZmZm	Z	 d dl
mZmZ d dlmZ d dlmZmZ d dlmZ d d	lmZ d d
lmZ e	 ZddgZddgddgddgddggZddgddgddggZejjeddejjeddgZejjeddejjeddgZejjeddZ ee ejjddgddZ!dd Z"ej#$dg ddd Z%ej#$ddgd d! Z&eddd"e" efed#d$ge" efe e" e!fgZ'ej#$d%e'd&d' Z(d(eee ee f d)ee d*ee fd+d,Z)d(eee ef d)ee d*efd-d.Z*d(eee ef d)ee d*efd/d0Z+dS )1    )ListN)assert_almost_equal)Modeldata_validationget_current_ops)Array2dRaggedEnglish)FeatureExtractorStaticVectors)CharacterEmbed)Doc)VocabzThese are 4 wordszHere just three                        	   f)dtypeic                     s\   t   tD ]} |  D ]} j|}tjddd} || qq fddtD }|S )Nr   )r   c                    s   g | ]}t  |qS  r	   ).0tvocabr   T/home/ubuntu/.local/lib/python3.10/site-packages/spacy/tests/pipeline/test_models.py
<listcomp>!   s    zget_docs.<locals>.<listcomp>)	r   textssplitstringsaddnumpyrandomuniform
set_vector)r   wordhash_idvectordocsr   r    r"   get_docs   s   r0   name)taggertok2vecmorphologizersenterc                 C   $   t  }|| }t|jt t d S N)r
   create_pipeutil_batch_unbatch_docs_listmodelr0   list_floatsr1   nlpprocr   r   r"   test_components_batching_list&      
r?   textcatc                 C   r6   r7   )r
   r8   util_batch_unbatch_docs_arrayr:   r0   arrayr<   r   r   r"   test_components_batching_array.   r@   rD   )nMnCd      zmodel,in_data,out_datac                 C   s   t |trJt |d trLt |tjjr |jdkr t| || d S t |tr=t |d tjjr=|d jdkr=t| || d S t |t	rNt
| || d S d S d S d S )Nr   r   )
isinstancelistr   OPSxpndarrayndimrB   r9   r   util_batch_unbatch_docs_ragged)r:   in_dataout_datar   r   r"   test_layers_batching_all<   s   
	rR   r:   rP   rQ   c                    s   t d7  ||  |} fdd|D }tt|D ]}tt|| t|| dd qW d    d S 1 s>w   Y  d S )NTc                    s   g | ]
}  |gd  qS r   )predictr   ur:   r   r"   r#   R   s    z0util_batch_unbatch_docs_list.<locals>.<listcomp>r   decimal)r   
initializerT   rangelenr   rK   to_numpy)r:   rP   rQ   	Y_batchedY_not_batchedr   r   rW   r"   r9   L   s   

"r9   c                    sh   t d&  ||  | } fdd|D }t||dd W d    d S 1 s-w   Y  d S )NTc                    s    g | ]}  |gd   qS rS   )rT   tolistrU   rW   r   r"   r#   _   s     z1util_batch_unbatch_docs_array.<locals>.<listcomp>r   rX   )r   rZ   rT   r`   r   )r:   rP   rQ   r^   r_   r   rW   r"   rB   Y   s   
"rB   c                 C   s~   t d1 | || | |j }g }|D ]}|| |gj  qt||dd W d    d S 1 s8w   Y  d S )NTr   rX   )r   rZ   rT   datar`   extendr   )r:   rP   rQ   r^   r_   rV   r   r   r"   rO   c   s   
"rO   ),typingr   r(   pytestnumpy.testingr   	thinc.apir   r   r   thinc.typesr   r   spacy.lang.enr
   spacy.mlr   r   spacy.ml._character_embedr   spacy.tokensr   spacy.vocabr   rK   r$   l0l1rL   asarrayr;   	list_intsrC   raggedr0   markparametrizer?   rD   LAYERSrR   r9   rB   rO   r   r   r   r"   <module>   sf      





