U
    9%e()                     @   s&  d dl 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 d dlmZ d dlmZ d d	lmZ d d
lmZmZmZmZmZmZmZ d dlmZ d dlmZ d dlm Z m!Z! d dl"m#Z#m$Z$m%Z%m&Z&m'Z'm(Z(m)Z) d dl*m+Z+ d dl,m-Z-m.Z.m/Z/m0Z0 d dl1m2Z2m3Z3m4Z4 d dl5m6Z6 d dl7m8Z8m9Z9 d dl:m;Z; e;dZ<e<rje<j=>e<j=?g j@ZAeAjBZCdd ZDdd ZEdd ZFdd ZGdd ZHd d! ZId"d# ZJd$d% ZKd&d' ZLd(d) ZMd*d+ ZNd,d- ZOd.d/ ZPd0d1 ZQd2d3 ZRd4d5 ZSd6d7 ZTd8d9 ZUd:d; ZVd<d= ZWd>d? ZXd@dA ZYdBdC ZZdDS )E    )Sum)Mod)Equality
Unequality)sqrt)	Piecewise)BlockMatrix)MatrixSymbol)Identity)lambdify)xijabcd)Pow)MatrixSolve)	logaddexp
logaddexp2)log1pexpm1hypotlog10exp2log2Sqrt)Array)ArrayTensorProductArrayAddPermuteDimsArrayDiagonal)
JaxPrinter_jax_known_constants_jax_known_functions)convert_matrix_to_array)skipraises)import_modulejaxc                  C   sF   t  } tdtdk fd}| |dks*t| jddddhiksBtd	S )
z
    NumPyPrinter needs to print Piecewise()'s choicelist as a list to avoid
    breaking compatibility with numpy 1.8. This is not necessary in numpy 1.9+.
    See gh-9747 and gh-9749 for details.
       r   )r   TzKjax.numpy.select([jax.numpy.less(x, 0),True], [1,0], default=jax.numpy.nan)z	jax.numpyselectlessnanN)r#   r   r   doprintAssertionErrorZmodule_imports)printerp r3   \/var/www/html/Darija-Ai-API/env/lib/python3.8/site-packages/sympy/printing/tests/test_jax.pytest_jax_piecewise_regression'   s    r5   c                  C   s@   t tt} t | dkstttt}t |dks<td S )Nzjax.numpy.logaddexp(a, b)zjax.numpy.logaddexp2(a, b))r   r   r   r#   r/   r0   r   )ZlaeZlae2r3   r3   r4   test_jax_logaddexp4   s    

r6   c               	      s   t std ttt tttf} ttttf| d}d\}}t j	ddd t j
||| t fddt||d D stttt tttf} ttttf| d}d\}}t j	ddd t j
||| t fd	dt||d D std S )
NJAX not installedr*   r   
   r+   r9   c                 3   s   | ]} | V  qd S Nr3   .0i_x_r3   r4   	<genexpr>D   s     ztest_jax_sum.<locals>.<genexpr>c                 3   s   | ]}|  V  qd S r;   r3   r<   r?   r3   r4   rA   K   s     )r*   r'   r   r   r   r   r   r   numpylinspaceallclosesumranger0   sfa_b_r3   r?   r4   test_jax_sum;   s    6rL   c               	      s   t std ttt t tttfttt	f} t
tttt	tf| d}d\}}d\ t jdddt j||| t fdd	t||d D std S )
Nr7   r*   r8   )      r:   r+   r9   c                 3   s.   | ]&}t  d  D ]}| | V  qqdS )r+   N)rF   )r=   r>   Zj_Zc_Zd_r@   r3   r4   rA   Y   s       z)test_jax_multiple_sums.<locals>.<genexpr>)r*   r'   r   r   r   r   r   r   r   r   r   rB   rC   rD   rE   rF   r0   rG   r3   rO   r4   test_jax_multiple_sumsN   s     "rP   c                  C   s   t std tddd} tddd}t| | }t| |f|d}t jddgddgg}t jdd	gd
dgg}|||t j||k st	d S )Nr7   M   Nr*   r+         r:   )
r*   r'   r	   r&   r   rB   arraymatmulallr0   )rQ   rS   cgrI   mambr3   r3   r4   test_jax_codegen_einsum\   s    r]   c            
   
   C   s  t std tddd} tddd}tddd}tddd}t jddgdd	gg}t jdd
gddgg}t jddgddgg}t jddgd	dgg}t| |}t| |f|d}	|	||t j|ddg|ddgk st	t
| |}t| |f|d}	|	|||| k st	t
| ||}t| ||f|d}	|	||||| | k sXt	t
| |||}t| |||f|d}	|	|||||| | | k st	t| ddg}t| f|d}	|	||jk st	tt| |ddddg}t| |f|d}	|	||t jt j|ddg|ddgdk s6t	tt| |d}t| |f|d}	|	||t jjt j|ddg|ddgdddk st	d S )Nr7   rQ   rR   rS   PQr+   rT   rU   rV   r:   r      r*   )r+   rR   rT   r   r+   rR   )Zaxis1Zaxis2)r*   r'   r	   rB   rW   r   r   ZeinsumrY   r0   r    r!   TZ	transposer"   Zdiagonal)
rQ   rS   r^   r_   r[   r\   ZmcmdrZ   rI   r3   r3   r4   test_jax_codegen_extrak   s>    
,
"(8rd   c                  C   sN  t std ttd} ttf| d}t jdddg}t j||dddgsRtt	td} ttf| d}t jdddg}t j||dddgsttdk } ttf| d}t jdddg}t j||dddgsttdk} ttf| d}t jdddg}t j||dddgs"ttdk} ttf| d}t jdddg}t j||dddgshttdk} ttf| d}t jdddg}t j||dddgsttdktdk @ } ttf| d}t jdddg}t j||dddgsttdktdk B } ttf| d}t jdddg}t j||dddgsJtd S )Nr7   r+   r*   r   rR   FT)
r*   r'   r   r   r   rB   rW   array_equalr0   r   )erI   r@   r3   r3   r4   test_jax_relational   sD    

rg   c                  C   s   t std ttt} tttf| d}t jddddg}d}t j|||ddddgs^t	t jddddg}t jddddg}t j|||ddddgst	t jddddg}t jddddg}t j|||ddddgst	d S )	Nr7   r*   r   r+   rR   rT   rU      )
r*   r'   r   r   r   r   rB   rW   re   r0   )rf   rI   rJ   rK   r3   r3   r4   test_jax_mod   s    
  ri   c                  C   s8   t std tdddd} tg | d}| dks4td S )Nr7   rR   r:   F)evaluater*   g      ?)r*   r'   r   r   r0   )exprrI   r3   r3   r4   test_jax_pow   s
    rl   c                  C   sB   t std ttfttd} t| dd d dt ks>td S )Nr7   r*   g|=g#B;)r*   r'   r   r   r   absJAX_DEFAULT_EPSILONr0   rI   r3   r3   r4   test_jax_expm1   s    rp   c                  C   s>   t std ttfttd} t| dd dt ks:td S )Nr7   r*   g>N}a+)r*   r'   r   r   r   rm   rn   r0   ro   r3   r3   r4   test_jax_log1p   s    rq   c                   C   s<   t std ttttftttdddd tks8td S )Nr7   r*   rT   rU   rh   )	r*   r'   rm   r   r   r   r   rn   r0   r3   r3   r3   r4   test_jax_hypot   s    rr   c                   C   s6   t std tttfttddd tks2td S )Nr7   r*   d   rR   )r*   r'   rm   r   r   r   rn   r0   r3   r3   r3   r4   test_jax_log10   s    rt   c                   C   s6   t std tttfttddd tks2td S )Nr7   r*   rh       )r*   r'   rm   r   r   r   rn   r0   r3   r3   r3   r4   test_jax_exp2   s    rv   c                   C   s6   t std tttfttddd tks2td S )Nr7   r*         )r*   r'   rm   r   r   r   rn   r0   r3   r3   r3   r4   test_jax_log2  s    ry   c                   C   s6   t std tttfttddd tks2td S Nr7   r*   rU   rR   )r*   r'   rm   r   r   r   rn   r0   r3   r3   r3   r4   test_jax_Sqrt  s    r{   c                   C   s6   t std tttfttddd tks2td S rz   )r*   r'   rm   r   r   r   rn   r0   r3   r3   r3   r4   test_jax_sqrt  s    r|   c                  C   s   t std tddd} tddd}| d | | }t| || }t| |f|d}t| |f|d}t jdddgddd	gd	d
dgg}t jj|dkst	t jddd	g}t j
||||||st	d S )Nr7   rQ   rT   r   r+   r:   r*   rR   rh      r`   rU   )r*   r'   r	   r   r   rB   rW   ZlinalgZmatrix_rankr0   rD   )rQ   r   rk   Zmatsolve_exprrI   Z
f_matsolveZm0Zx0r3   r3   r4   test_jax_matsolve  s    $r~   c                  C   sz   t std tddd} tddd}tddd}tddd}t| |g||gg}|jdks^tt }||d	ksvtd S )
Nr7   a_1r9   rT   a_2a_3a_4)   r}   z)jax.numpy.block([[a_1, a_2], [a_3, a_4]]))r*   r'   r	   r   shaper0   r#   r/   )r   r   r   r   Ar1   r3   r3   r4   
test_16857-  s    r   c                     s   t std tddd} t| | td d}t jddgddgg}t jddgddgg}|||k sptd	d
l	m
} |dddtd tt fdd d S )Nr7   rQ   rR   r*   r+   rT   rU   rh   r   )symbolsnT)integerc                      s   t   t dS )Nr*   )r   r
   r3   rS   r   r3   r4   <lambda>K      z"test_issue_17006.<locals>.<lambda>)r*   r'   r	   r   r
   rB   rW   rY   r0   Zsympy.core.symbolr   r(   NotImplementedError)rQ   rI   r[   mrr   r3   r   r4   test_issue_17006<  s    r   c                   C   s4   t  tddkstt  tddks0td S )N)ra   )rT   rh   z!jax.numpy.array([[1, 2], [3, 5]])ra   zjax.numpy.array((1, 2)))r#   r/   r   r0   r3   r3   r3   r4   test_jax_arrayM  s    r   c                   C   sD   t d dkstt d dks ttd dks0ttd dks@td S )	NNaNzjax.numpy.nanZ
EulerGammazjax.numpy.euler_gammaacoszjax.numpy.arccoslogzjax.numpy.log)r$   r0   r%   r3   r3   r3   r4   test_jax_known_funcs_constsQ  s    r   c                  C   s&   t  } t| dstt| ds"td S )NZ_print_acosZ
_print_log)r#   hasattrr0   )Zprntrr3   r3   r4   test_jax_print_methodsX  s    r   N)[Zsympy.concrete.summationsr   Zsympy.core.modr   Zsympy.core.relationalr   r   Z(sympy.functions.elementary.miscellaneousr   Z$sympy.functions.elementary.piecewiser   Z&sympy.matrices.expressions.blockmatrixr   Z"sympy.matrices.expressions.matexprr	   Z"sympy.matrices.expressions.specialr
   Zsympy.utilities.lambdifyr   Z	sympy.abcr   r   r   r   r   r   r   Z
sympy.corer   Zsympy.codegen.matrix_nodesr   Zsympy.codegen.numpy_nodesr   r   Zsympy.codegen.cfunctionsr   r   r   r   r   r   r   Zsympy.tensor.arrayr   Z0sympy.tensor.array.expressions.array_expressionsr   r    r!   r"   Zsympy.printing.numpyr#   r$   r%   Z3sympy.tensor.array.expressions.from_matrix_to_arrayr&   Zsympy.testing.pytestr'   r(   Zsympy.externalr)   r*   rB   ZfinforW   ZdtypeZdeafult_float_infoZepsrn   r5   r6   rL   rP   r]   rd   rg   ri   rl   rp   rq   rr   rt   rv   ry   r{   r|   r~   r   r   r   r   r   r3   r3   r3   r4   <module>   s\   $$
*3	