
    h                     D   S SK r S SKrS SKJrJr  S rS r\R                  " S SSS4S SSS4S	 S
SS4S SSS4S SSS4S SSS4/SS9S 5       r\R                  " S S S S /SS9S 5       r	\R                  R                  S/ SQ5      S  5       rS! rS" rS# rS$ rg)%    N)	Optimizerregistryc               #      #     Sv   M  7f)Nv/? r       U/home/james-whalen/.local/lib/python3.13/site-packages/thinc/tests/test_optimizers.py_test_schedule_validr
      s     
 s   
c               #   $   #    /  S h  vN   g  N7fNr   r   r   r	   _test_schedule_invalidr      s     MMs   c                      g)Nrh|?r   r   r   r	   <lambda>r      s    r   r   c                      [        5       $ r   )r
   r   r   r	   r   r      s    %'r   r   c                      S S 5       $ )Nc              3   $   #    U  H  ov   M     g 7fr   r   .0is     r	   	<genexpr><lambda>.<locals>.<genexpr>   s     A@!@   )皙?皙?皙?g      ?g333333?ffffff?皙?r   r   r   r	   r   r      s    A@Ar   r   r   r   c                      S S 5       $ )Nc              3   $   #    U  H  ov   M     g 7fr   r   r   s     r	   r   r      s     ,^!^r   )Zd;O?Zd;O?r   r   r   r	   r   r      s
    ,^,r   r!   r"   c                  
    / SQ$ )N)?r   r   r   r   r   r	   r   r      s    r   r$   r   r   c                  
    SS/$ )N        r   r   r   r   r	   r   r      s    #ur   r&   function)paramsscopec                 4    U R                   u  pp4U" 5       X#U4$ r   param)requestr_funcr1r2r3s        r	   schedule_validr2      s!     !F8RRr   c                      g)Nhellor   r   r   r	   r   r   #   s    r   c                      [        5       $ r   )r   r   r   r	   r   r   $   s    ')r   c                      S S 5       $ )Nc              3   $   #    U  H  ov   M     g 7fr   r   )r   _s     r	   r   r   %   s     R!Rr   r   r   r   r   r	   r   r   %   s    Rr   c                      / $ r   r   r   r   r	   r   r   &   s    r   c                 (    U R                   nU" 5       $ r   r+   )r-   r.   s     r	   schedule_invalidr;   !   s     ]]F8Or   name)zRAdam.v1Adam.v1zSGD.v1c                 j    SnXS.n[         R                  " SU05      S   nUR                  U:X  d   eg )Nr   z@optimizers
learn_rateconfig)r   resolver@   )r<   r@   cfg	optimizers       r	   test_optimizers_from_configrE   0   s<    J
9C  (C1(;I:---r   c                 ,   U u  pp4SUS.n[         R                  " SU05      S   nUR                  U:X  d   eUR                  5         UR                  U:X  d   eUR                  5         UR                  U:X  d   eSUl        UR                  S:X  d   eg )Nr=   r?   rC         ?)r   rB   r@   step_schedules)r2   lrlr_next1lr_next2lr_next3rC   rD   s          r	   $test_optimizer_schedules_from_configrM   8   s    '5$B(#2
6C  %.u5I8+++8+++8+++I3&&&r   c                     U u  pp4[        US9nUR                  U:X  d   eUR                  5         UR                  U:X  d   eUR                  5         UR                  U:X  d   eSUl        UR                  S:X  d   eg )Nr@   rG   )r   r@   rH   )r2   rI   rJ   rK   rL   rD   s         r	   test_optimizer_schedules_validrP   E   s    '5$B(R(I8+++8+++8+++I3&&&r   c                 ~    [         R                  " [        5         [        U S9  S S S 5        g ! , (       d  f       g = f)NrO   )pytestraises
ValueErrorr   )r;   s    r	    test_optimizer_schedules_invalidrU   Q   s#    	z	"-. 
#	"	"s   
.
<c                     [        SSSSSS9n U " S[        R                  " S5      [        R                  " S5      5      u  p[        R                  " U[        R                  " S5      5      (       d   e[        R                  " / S	QS
S9R                  S5      n[        R                  " / SQ/S
S9R                  S5      nU " SX45        [        SSSS9n U " SX45        g )Nr   FTr   )r@   use_averages	use_radamL2L2_is_weight_decay)r   x)      r   )rG   r&   r&   rG   f)dtype)   )g      r&   r&   rG   )r@   beta1beta2)r\   r[   )r   numpyzerosarray_equalasarrayreshape)rD   r8   gradientWdWs        r	   test_optimizer_initrk   V   s     I Hekk&&95;;q>JKAXu{{1~6666*#6>>tDA	-.c	:	B	B4	HBhU#SAIhr   )rc   rR   	thinc.apir   r   r
   r   fixturer2   r;   markparametrizerE   rM   rP   rU   rk   r   r   r	   <module>rp      s      )
 	ue,	'u=	A3SQ	,eUEB	 #sC0	sE51 
 
  		)	 		  !BC. D.
'	'/
r   