o
    i'                     @   s  d dl Z d dlZ d dlZd dlmZmZmZmZmZm	Z	m
Z
mZmZmZ d dlmZmZ ddlmZ ejg dgddgg d	gd
dd Zejdd Zejdd Zejdd Zejdd Zejdd Zejdd Zejdd Zejdd Zdd Zdd  Zd!d" Zd#d$ Z d%d& Z!d'd( Z"d)d* Z#d+d, Z$d-d. Z%d/d0 Z&d1d2 Z'd3d4 Z(d5d6 Z)d7d8 Z*d9d: Z+d;d< Z,d=d> Z-d?d@ Z.dAdB Z/dCdD Z0dEdF Z1dGdH Z2dS )I    N)
LinearModelNumpyOpsnoop
with_arraywith_array2dwith_getitem	with_listwith_paddedwith_ragged)PaddedRagged   )get_data_checker)
   r   )         r   ))r   r   )r   r   r   )paramsc                 C      | j S N)param)request r   [/home/ubuntu/.local/lib/python3.10/site-packages/thinc/tests/layers/test_with_transforms.pyshapes      r   c                   C   s   t  S r   )r   r   r   r   r   ops   r   r   c                 C   sh   dd | D }t |D ]&\}}||d 7 }|t|jd dd 7 }|t|jd d7 }q|S )	Nc                 S   s   g | ]	}t j|d dqS )fdtype)numpyzeros).0shaper   r   r   
<listcomp>"   s    zlist_input.<locals>.<listcomp>d   r   )r   r   r   )r   r(   )	enumerater"   aranger%   reshape)r   dataixr   r   r   
list_input    s   r/   c                 C   s>   t jdd |D dd}|st| dd|S t| ||S )Nc                 S   s   g | ]}t |qS r   )len)r$   r.   r   r   r   r&   -       z ragged_input.<locals>.<listcomp>r-   r    r   )r"   arrayr   alloc2fflatten)r   r/   lengthsr   r   r   ragged_input+   s   r6   c                 C   s
   |  |S r   )list2padded)r   r/   r   r   r   padded_input4   s   
r8   c                 C   r   r   )r,   r6   r   r   r   array_input9   r   r:   c                 C   s   | }|j |j|j|jfS r   )r,   	size_at_tr5   indices)r8   r.   r   r   r   padded_data_input>   s   r=   c                 C   s   | j | jfS r   )r,   r5   r9   r   r   r   ragged_data_inputD   s   r>   c                   C   s,   t t tt tt tt tt gS r   )r
   r   r   r   r	   r   r   r   r   r   noop_modelsI   s   r?   c                  C      dd } t td| S )Nc                    s$    fdd}|d d d df |fS )Nc                    s    j | jd | jd d S Nr   r   )r   r3   r%   )dYmodelr   r   backpropZ   s   z>get_array_model.<locals>._trim_array_forward.<locals>.backpropr(   r   )rD   Xis_trainrE   r   rC   r   _trim_array_forwardY   s   z,get_array_model.<locals>._trim_array_forward	trimarray)r   r   )rH   r   r   r   get_array_modelX   s   rJ   c                  C   r@   )Nc                    s"    fdd}dd |D }||fS )Nc                    s6   g }| D ]}|  j|jd |jd d  q|S rA   )appendr   r3   r%   )dYsdXsrB   rC   r   r   rE   d   s   &z<get_list_model.<locals>._trim_list_forward.<locals>.backpropc                 S   s    g | ]}|d d d df qS )Nr(   r   )r$   rF   r   r   r   r&   j   s     z>get_list_model.<locals>._trim_list_forward.<locals>.<listcomp>r   )rD   XsrG   rE   Ysr   rC   r   _trim_list_forwardc   s   z*get_list_model.<locals>._trim_list_forwardtrimlist)r	   r   )rP   r   r   r   get_list_modelb   s   
rR   c                  C   r@   )Nc                    s    fdd}t |tsJ |j}||jd |jd  |jd f}|d d d df }||jjd |jjd |jd f}t||j|j|j|fS )Nc                    s@   | j } j|jd |jd |jd d }t|| j| j| jS )Nr   r   r   )r,   r   alloc3fr%   r   r;   r5   r<   )dYprB   dXrC   r   r   rE   r   s   &z@get_padded_model.<locals>._trim_padded_forward.<locals>.backpropr   r   r   r(   )
isinstancer   r,   r+   r%   r;   r5   r<   )rD   XprG   rE   rF   r   rC   r   _trim_padded_forwardq   s   $&z.get_padded_model.<locals>._trim_padded_forward
trimpadded)r
   r   )rX   r   r   r   get_padded_modelp   s   rZ   c                  C   r@   )Nc                    s.    fdd}t |jd d d df |j|fS )Nc                    s0   | j } j|jd |jd d }t|| jS rA   )r,   r   r3   r%   r   r5   )dYrrB   rU   rC   r   r   rE      s   z@get_ragged_model.<locals>._trim_ragged_forward.<locals>.backpropr(   )r   r,   r5   )rD   XrrG   rE   r   rC   r   _trim_ragged_forward   s   "z.get_ragged_model.<locals>._trim_ragged_forward
trimragged)r   r   )r]   r   r   r   get_ragged_model   s   r_   c                 C   s,   |    | j |d | j || |d d S )N)rF   )rF   Y)
initializepredict)rD   inputsr   r   r   check_initialize   s   rd   c                 C   sX   |  |}|||sJ | |dd\}}|||sJ | |dd\}}|||s*J d S )NT)rG   F)rb   )rD   rc   checkeroutputs_r   r   r   4check_transform_produces_correct_output_type_forward   s   
rh   c                 C   s(   |  |\}}||}|||sJ d S r   )begin_update)rD   rc   re   rf   rE   d_inputsr   r   r   5check_transform_produces_correct_output_type_backward   s   rk   c                 C   s   |  |\}}||}t|tr1tt|D ]}tj|| ||  tj|| ||  qd S t|tjrGtj|| tj|| d S t|t	r`tj|j
|j
 tj|j
|j
 d S t|trytj|j
|j
 tj|j
|j
 d S d S r   )ri   rV   listranger0   r"   testingassert_equalndarrayr   r,   r   )rD   rc   	d_outputsrf   rE   rj   r-   r   r   r   )check_transform_doesnt_change_noop_values   s"   


rr   c                 C   sr   t |jd |j}| }| jd7  _dd |D }| D ]}t|j t||| t||| t||| qd S )Nr   c                 S   s   g | ]}|d  qS )r   r   )r$   dxr   r   r   r&      r1   z(test_noop_transforms.<locals>.<listcomp>)r   r,   r5   copyprintnamerr   )r?   r6   r8   r/   d_raggedd_paddedd_listrD   r   r   r   test_noop_transforms   s   
rz   c                 C   "   | |||fD ]}t t | qd S r   )rd   rJ   )r6   r8   r/   r:   rc   r   r   r   test_with_array_initialize   s   r|   c                 C   r{   r   )rd   rZ   )r6   r8   r/   r=   rc   r   r   r   test_with_padded_initialize      r}   c                 C   s    | ||fD ]}t t | qd S r   )rd   rR   )r6   r8   r/   rc   r   r   r   test_with_list_initialize   s   r   c                 C   r{   r   )rd   r_   )r6   r8   r/   r>   rc   r   r   r   test_with_ragged_initialize   r~   r   c                 C   0   | |||fD ]}t |}t }t||| qd S r   )r   rJ   rh   r6   r8   r/   r:   rc   re   rD   r   r   r   test_with_array_forward   
   r   c                 C   .   | ||fD ]}t |}t }t||| qd S r   )r   rR   rh   r6   r8   r/   rc   re   rD   r   r   r   test_with_list_forward   
   r   c                 C   r   r   )r   rZ   rh   r6   r8   r/   r=   rc   re   rD   r   r   r   test_with_padded_forward   r   r   c                 C   r   r   )r   r_   rh   r6   r8   r/   r>   rc   re   rD   r   r   r   test_with_ragged_forward   r   r   c                 C   r   r   )r   rJ   rk   r   r   r   r   test_with_array_backward   r   r   c                 C   r   r   )r   rR   rk   r   r   r   r   test_with_list_backward  r   r   c                 C   r   r   )r   r_   rk   r   r   r   r   test_with_ragged_backward  
   r   c                 C   r   r   )r   rZ   rk   r   r   r   r   test_with_padded_backward  r   r   c                  C   s   t jg dgddt jg dgddf} tdt }|| |  || \}}t|t| ks1J t |d | d s=J t |d | d rIJ ||}t |d | d sYJ t |d | d reJ d S )N)r   r   r      r   r    )r            r   r   )r"   asarrayr   r   ra   ri   r0   array_equal)r,   rD   r`   rE   rU   r   r   r   test_with_getitem  s   r   )3r"   numpy.testingpytest	thinc.apir   r   r   r   r   r   r   r	   r
   r   thinc.typesr   r   utilr   fixturer   r   r/   r6   r8   r:   r=   r>   r?   rJ   rR   rZ   r_   rd   rh   rk   rr   rz   r|   r}   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   <module>   s\    0










		