
    h'                     J   S SK r S SKr S SKrS SKJrJrJrJrJrJ	r	J
r
JrJrJr  S SKJrJr  SSKJr  \R&                  " / S/SS// S	Q/S
9S 5       r\R&                  S 5       r\R&                  S 5       r\R&                  S 5       r\R&                  S 5       r\R&                  S 5       r\R&                  S 5       r\R&                  S 5       r\R&                  S 5       rS rS rS rS r S r!S r"S r#S r$S r%S r&S r'S r(S  r)S! r*S" r+S# r,S$ r-S% r.S& r/S' r0S( r1S) r2g)*    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                     U R                   $ N)param)requests    a/home/james-whalen/.local/lib/python3.13/site-packages/thinc/tests/layers/test_with_transforms.pyshapesr      s    ==    c                      [        5       $ r   )r    r   r   opsr       s
    :r   c                 j   U  Vs/ s H  n[         R                  " USS9PM     nn[        U5       Hy  u  p4XCS-  -  nU[         R                  " UR                  S   5      R                  S5      S-  -  nU[         R                  " UR                  S   5      R                  S5      -  nM{     U$ s  snf )	Nfdtyped   r   )r   r   r   )r   r&   )numpyzeros	enumeratearangeshapereshape)r   r+   dataixs        r   
list_inputr0       s    7=>veEKKS)vD>$	W	U\\!''!*%--g6;;	U\\!''!*%--g66	  
 K ?s   B0c                     [         R                  " U Vs/ s H  n[        U5      PM     snSS9nU(       d  [        U R	                  SS5      U5      $ [        U R                  U5      U5      $ s  snf )Nr.   r#   r   )r'   arraylenr   alloc2fflatten)r    r0   r/   lengthss       r   ragged_inputr7   +   s[    kk:6:a3q6:6cBGckk!Q'11ckk*-w77	 7s   A.c                 $    U R                  U5      $ r   )list2padded)r    r0   s     r   padded_inputr:   4   s    ??:&&r   c                     U R                   $ r   )r-   r7   s    r   array_inputr=   9   s    r   c                 b    U nUR                   UR                  UR                  UR                  4$ r   )r-   	size_at_tr6   indices)r:   r/   s     r   padded_data_inputrA   >   s&    AFFAKKAII66r   c                 2    U R                   U R                  4$ r   )r-   r6   r<   s    r   ragged_data_inputrC   D   s    |3344r   c                      [        [        5       5      [        [        5       5      [        [        5       5      [	        [        5       5      [        [        5       5      /$ r   )r   r   r   r   r
   r   r   r   r   noop_modelsrE   I   s@     	DF46TV$&DF r   c                  2    S n [        [        SU 5      5      $ )Nc                 *   ^  U 4S jnUS S 2S S24   U4$ )Nc                 v   > TR                   R                  U R                  S   U R                  S   S-   5      $ Nr   r   )r    r4   r+   )dYmodels    r   backprop>get_array_model.<locals>._trim_array_forward.<locals>.backpropZ   s.    99$$RXXa["((1+/BBr   r&   r   )rK   Xis_trainrL   s   `   r   _trim_array_forward,get_array_model.<locals>._trim_array_forwardY   s"    	C CRCy(""r   	trimarray)r   r   )rP   s    r   get_array_modelrS   X   s    # k+>?@@r   c                  2    S n [        [        SU 5      5      $ )Nc                 T   ^  U 4S jnU Vs/ s H  oDS S 2S S24   PM     nnXS4$ s  snf )Nc                    > / nU  HK  nUR                  TR                  R                  UR                  S   UR                  S   S-   5      5        MM     U$ rI   )appendr    r4   r+   )dYsdXsrJ   rK   s      r   rL   <get_list_model.<locals>._trim_list_forward.<locals>.backpropd   sH    C

599,,RXXa["((1+/JK Jr   r&   r   )rK   XsrO   rL   rN   Yss   `     r   _trim_list_forward*get_list_model.<locals>._trim_list_forwardc   s5    	 "$$A3B3i$| %s   %trimlist)r
   r   )r]   s    r   get_list_modelr`   b   s     U:'9:;;r   c                  2    S n [        [        SU 5      5      $ )Nc                   ^  U 4S jn[        U[        5      (       d   eUR                  nUR                  UR                  S   UR                  S   -  UR                  S   45      nUS S 2S S24   nUR                  UR                  R                  S   UR                  R                  S   UR                  S   45      n[        XAR
                  UR                  UR                  5      U4$ )Nc                    > U R                   nTR                  R                  UR                  S   UR                  S   UR                  S   S-   5      n[	        X R
                  U R                  U R                  5      $ )Nr   r   r   )r-   r    alloc3fr+   r   r?   r6   r@   )dYprJ   dXrK   s      r   rL   @get_padded_model.<locals>._trim_padded_forward.<locals>.backpropr   s[    B""288A;RXXa[1_MB"mmS[[#++FFr   r   r   r   r&   )
isinstancer   r-   r,   r+   r?   r6   r@   )rK   XprO   rL   rN   s   `    r   _trim_padded_forward.get_padded_model.<locals>._trim_padded_forwardq   s    	G
 "f%%%%GGIIqwwqzAGGAJ.
;<a"fIIIrww}}Q'q)91771:FGarzz2::>HHr   
trimpadded)r   r   )rj   s    r   get_padded_modelrm   p   s    I u\+?@AAr   c                  2    S n [        [        SU 5      5      $ )Nc                 f   ^  U 4S jn[        UR                  S S 2S S24   UR                  5      U4$ )Nc                    > U R                   nTR                  R                  UR                  S   UR                  S   S-   5      n[	        X R
                  5      $ rI   )r-   r    r4   r+   r   r6   )dYrrJ   rf   rK   s      r   rL   @get_ragged_model.<locals>._trim_ragged_forward.<locals>.backprop   sE    B""288A;a@B"kk**r   r&   )r   r-   r6   )rK   XrrO   rL   s   `   r   _trim_ragged_forward.get_ragged_model.<locals>._trim_ragged_forward   s0    	+
 bgga"forzz2H<<r   
trimragged)r   r   )rt   s    r   get_ragged_modelrw      s    = u\+?@AAr   c                 ~    U R                  5         U R                  US9  U R                  XR                  U5      S9  g )N)rN   )rN   Y)
initializepredict)rK   inputss     r   check_initializer}      s;     
	v	vv!67r   c                     U R                  U5      nU" X5      (       d   eU " USS9u  p4U" X5      (       d   eU " USS9u  p4U" X5      (       d   eg )NT)rO   F)r{   )rK   r|   checkeroutputs_s        r   4check_transform_produces_correct_output_type_forwardr      sa     mmF#G6####v-JG6####v.JG6####r   c                 X    U R                  U5      u  p4U" U5      nU" X5      (       d   eg r   )begin_update)rK   r|   r   r   rL   d_inputss         r   5check_transform_produces_correct_output_type_backwardr      s2     **62G H6$$$$r   c                    U R                  U5      u  p4U" U5      n[        U[        5      (       ad  [        [	        U5      5       HK  n[
        R                  R                  X   X6   5        [
        R                  R                  X&   XV   5        MM     g [        U[
        R                  5      (       a?  [
        R                  R                  X5        [
        R                  R                  X%5        g [        U[        5      (       ai  [
        R                  R                  UR                  UR                  5        [
        R                  R                  UR                  UR                  5        g [        U[        5      (       ai  [
        R                  R                  UR                  UR                  5        [
        R                  R                  UR                  UR                  5        g g r   )r   rh   listranger3   r'   testingassert_equalndarrayr   r-   r   )rK   r|   	d_outputsr   rL   r   r.   s          r   )check_transform_doesnt_change_noop_valuesr      s7    **62G	"H'4  s7|$AMM&&vy'*=MM&&y|X[A % 
GU]]	+	+""63""97	GV	$	$""6;;=""9>>8==A	GV	$	$""6;;=""8==(--@ 
%r   c                 J   [        UR                  S-   UR                  5      nUR                  5       nU=R                  S-  sl        U Vs/ s H  ofS-   PM	     nnU  H<  n[	        UR
                  5        [        XU5        [        XU5        [        XU5        M>     g s  snf )Nr   )r   r-   r6   copyprintnamer   )	rE   r7   r:   r0   d_raggedd_paddeddxd_listrK   s	            r   test_noop_transformsr      s     l''!+\-A-ABH  "HMMQM)*z1fzF*ejj1%xP1%VL1%xP	  +s   B c                 B    XX#4 H  n[        [        5       U5        M     g r   )r}   rS   )r7   r:   r0   r=   r|   s        r   test_with_array_initializer      s    zG*F3 Hr   c                 B    XX#4 H  n[        [        5       U5        M     g r   )r}   rm   )r7   r:   r0   rA   r|   s        r   test_with_padded_initializer      "      zM)+V4 Nr   c                 B    XU4 H  n[        [        5       U5        M     g r   )r}   r`   )r7   r:   r0   r|   s       r   test_with_list_initializer      s    z:)62 ;r   c                 B    XX#4 H  n[        [        5       U5        M     g r   )r}   rw   )r7   r:   r0   rC   r|   s        r   test_with_ragged_initializer      r   r   c                 \    XX#4 H$  n[        U5      n[        5       n[        XdU5        M&     g r   )r   rS   r   r7   r:   r0   r=   r|   r   rK   s          r   test_with_array_forwardr      s.    zG"6*!<UGT Hr   c                 \    XU4 H$  n[        U5      n[        5       n[        XSU5        M&     g r   )r   r`   r   r7   r:   r0   r|   r   rK   s         r   test_with_list_forwardr      s-    z:"6* <UGT ;r   c                 \    XX#4 H$  n[        U5      n[        5       n[        XdU5        M&     g r   )r   rm   r   r7   r:   r0   rA   r|   r   rK   s          r   test_with_padded_forwardr      .    zM"6* "<UGT Nr   c                 \    XX#4 H$  n[        U5      n[        5       n[        XdU5        M&     g r   )r   rw   r   r7   r:   r0   rC   r|   r   rK   s          r   test_with_ragged_forwardr      r   r   c                 \    XX#4 H$  n[        U5      n[        5       n[        XdU5        M&     g r   )r   rS   r   r   s          r   test_with_array_backwardr      s.    zG"6*!=eWU Hr   c                 \    XU4 H$  n[        U5      n[        5       n[        XSU5        M&     g r   )r   r`   r   r   s         r   test_with_list_backwardr     s-    z:"6* =eWU ;r   c                 \    XX#4 H$  n[        U5      n[        5       n[        XdU5        M&     g r   )r   rw   r   r   s          r   test_with_ragged_backwardr     0      zM"6* "=eWU Nr   c                 \    XX#4 H$  n[        U5      n[        5       n[        XdU5        M&     g r   )r   rm   r   r   s          r   test_with_padded_backwardr     r   r   c                  8   [         R                  " / SQ/SS9[         R                  " / SQ/SS94n [        S[        5       5      nUR	                  X 5        UR                  U 5      u  p#[        U5      [        U 5      :X  d   e[         R                  " US   U S   5      (       d   e[         R                  " US   U S   5      (       a   eU" U5      n[         R                  " US   U S   5      (       d   e[         R                  " US   U S   5      (       a   eg )N)r   r   r      r"   r#   )r            r   r   )r'   asarrayr	   r   rz   r   r3   array_equal)r-   rK   ry   rL   rf   s        r   test_with_getitemr     s    |nC0|nC0D FH%E	T $$T*KAq6SYQqT47++++  1tAw////	!BRUDG,,,,  AQ00000r   )3r'   numpy.testingpytest	thinc.apir   r   r   r   r   r   r	   r
   r   r   thinc.typesr   r   utilr   fixturer   r    r0   r7   r:   r=   rA   rC   rE   rS   r`   rm   rw   r}   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   r   <module>r      s        ' # WI'79QRS T     8 8 ' '   7 7
 5 5  A<B"	B8$%A(Q4
53
5UUUUVVVV1r   