o
    i                     @   s   d dl Z d dlmZ d dlmZmZmZmZ d dlm	Z	m
Z
 dd Zdd Zd	d
 Zdd Zd,ddZd-ddZd.ddZd/ddZd0ddZd1dd Zd1d!d"Zd2d#d$Z	%d3d&d'Zd4d*d+ZdS )5    N)arrays)floatsintegersjusttuples)LinearNumpyOpsc                   C   s   t  S N)r    r
   r
   J/home/ubuntu/.local/lib/python3.10/site-packages/thinc/tests/strategies.pyget_ops   s   r   c                 C   s@   t | jd | jd t d}|  |d|  |d| |S )Nr      )opsWb)r   shaper   
initialize	set_param)W_valuesb_valuesmodelr
   r
   r   	get_model   s
   r   c                 C   s   t d|| | S )Nz	oi,bi->bo)numpyeinsum)input_r   r   r
   r
   r   
get_output   s   r   c                 C   s   t  }|| |S r	   )r   alloc2f)nr_batchnr_inr   r
   r
   r   	get_input   s   r   r   
   c                 C   s   t | |dS )N	min_value	max_value)r   lohir
   r
   r   lengths   s   r'   d   c                 C   s   t t| |dt||dS Nr$   )r   r'   )min_rowsmax_rowsmin_colsmax_colsr
   r
   r   shapes!   s   r.         $      $@float32    c                 C   s8   | drt|| t|||ddS t|| t||ddS )Nfloat)r"   r#   widthr   elementsr!   )
startswithr   r   r   )r   r%   r&   dtyper4   r
   r
   r   ndarrays_of_shape%   s
   
r9   c                    s   t ddd fddS )Nr      r$   c                    s   t |  dS r)   )r9   )nmax_valmin_valr
   r   <lambda>0   s    zndarrays.<locals>.<lambda>)r'   flatmap)min_lenmax_lenr>   r=   r
   r<   r   ndarrays.   s   rC   c                 C   s$   t t| |dt||d}|tS r)   r   r'   r@   r9   )min_Bmax_Bmin_Imax_Ir.   r
   r
   r   	arrays_BI4   s   
rI      c                 C   s.   t t| |dt||dt||d}|tS r)   rD   rE   rF   min_Omax_Omin_Pmax_Pr.   r
   r
   r   
arrays_BOP9   s   



rP   c                 C   2   t t| |dt||dt||d}|dd S )Nr$   c                 S   s   t t| t| d d S )Nr   r9   )BOPr
   r
   r   r?   I   s    zarrays_BOP_BO.<locals>.<lambda>r   r'   r@   rK   r
   r
   r   arrays_BOP_BOB      


rV   c                 C   rQ   )Nr$   c                 S   s*   t t| d | d ft| d | d fS )Nr   r   r:   rS   )BIOr
   r
   r   r?   T   s    $zarrays_BI_BO.<locals>.<lambda>rU   )rE   rF   rG   rH   rL   rM   r.   r
   r
   r   arrays_BI_BOM   rW   rY      c                 C   s6   t t| |dt||dt||d}dd }||S )Nr$   c                 S   s8   | \}}}t ||f}t |f}t ||f}t|||S r	   )r9   r   )r   
batch_sizenr_outr   r   r   r   r
   r
   r   
W_b_inputsc   s
   

z"arrays_OI_O_BI.<locals>.W_b_inputsrU   )	min_batch	max_batchmin_outmax_outmin_inmax_inr.   r]   r
   r
   r   arrays_OI_O_BIZ   s   



rd         c                 C   sL   t t| dt|dt|dt|dtddtdddd}|dd	 }|S )
N)r&   int32)rJ   r   r    r!   r5   c                 S   s4   t t| d d tt| d | d ft| d S )NrR   )r   r9   sumr   )opfi_lengthsr
   r
   r   r?   w   s
    
z(arrays_OPFI_BI_lengths.<locals>.<lambda>)r   r'   r   r   r@   )rF   rO   max_FrH   r.   stratr
   r
   r   arrays_OPFI_BI_lengthsm   s   rm   )r   r    )r   r(   r   r(   )r/   r0   r1   r2   )r   r    r/   r0   )r   r    r   r(   )r   r    r   r(   r   rJ   )r   r    r   r(   r   r(   )r   rZ   r   rZ   r   rZ   )rJ   re   rJ   rf   )r   hypothesis.extra.numpyr   hypothesis.strategiesr   r   r   r   	thinc.apir   r   r   r   r   r   r'   r.   r9   rC   rI   rP   rV   rY   rd   rm   r
   r
   r
   r   <module>   s&    



	


	

