
    9i=                        S SK r S SKrS SKrS SKJr  S SKrS SKJr  S SKJ	r	  S SK
Jr  \R                  " 5       r S SKJrJrJr   " S S5      rS	r\" \R(                  " \ R*                  " \5      5      / S
Q5      r " S S\R6                  R8                  5      rS\R<                  4S jrS\R<                  S\R<                  S\ 4S jr! " S S\5      r"SS jr#g! \ a&  rSr\R3                  S\" \5      -   5         SrCNSrCff = f)    N)List)Linear)	Parameter)logger)LazyKernelCModuleKernelFunctionround_upc                   ,    \ rS rSrS\S\\   4S jrSrg)Kernel   codefunction_namesc           	          Xl         X l        [        U R                   5      U l        U R                   H#  n[	        X[        U R                  U5      5        M%     g N)r   _function_namesr   _cmodulesetattrr   )selfr   r   names       j/var/www/html/land-doc-ocr/venv/lib/python3.13/site-packages/modelscope/models/nlp/chatglm/quantization.py__init__Kernel.__init__   sB    I#1 -dii8DM,,N4==$$GH -    )r   r   r   N)	__name__
__module____qualname____firstlineno__bytesr   strr   __static_attributes__ r   r   r   r      s    	I 	IS	 	Ir   r   a  $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)int4WeightCompressionint4WeightExtractionFloatint4WeightExtractionHalfint8WeightExtractionFloatint8WeightExtractionHalfzFailed to load cpm_kernels:c                       \ rS rSr\S\R                  S\R                  S\R                  4S j5       r\S\R                  4S j5       rSr	g	)
W8A16Linear,   inpquant_wscale_wc                    UR                  5       U l        X@l        UR                  S5      nUR                  5       R	                  SUR                  S5      5      n[        X#U5      nUR                  5       U l        UR                  UR                  5       5      nU R                  XU5        UR                  " U R                  S S U4-   6 $ )Nr   )
size	inp_shapeweight_bit_width
contiguousviewextract_weight_to_halfweight_shapemmtsave_for_backward)ctxr*   r+   r,   r1   out_featuresweightoutputs           r   forwardW8A16Linear.forward.   s     
/||Ann##B5':JK!;;=
#cG4{{S]]3B/<2BBDDr   grad_outputc                 z   U R                   u  p#n[        X4U R                  5      nUR                  5       R	                  SUR                  S5      5      nUR                  U5      nUR                  5       R                  U5      nUR	                  U R                  5      UR	                  U R                  5      S S 4$ )Nr.   r   )
saved_tensorsr4   r1   r2   r3   r/   r6   r7   r0   r5   )r9   r?   r*   r+   r,   r;   
grad_inputgrad_weights           r   backwardW8A16Linear.backward;   s     # 1 1g'#:N:NO!,,.33BAG ^^F+
!mmo((-s}}-{/?/?0#T* 	*r   r!   N)
r   r   r   r   staticmethodtorchTensorr=   rD   r    r!   r   r   r(   r(   ,   sZ    
E%,, 
E 
E
E 
E *5<< * *r   r(   r;   c                    [         R                  R                  U R                  5         U R                  S5      U R                  S5      p!US-  S:X  d   eUS-  n[         R                  " X[         R
                  SS9n[         R                  R                  5       nUSS4n[        [        US5      S5      SS4n[        c  [        S5      e[        R                  UUSU[        R                  " U R                  5       5      [        R                  " UR                  5       5      [        R                  " U5      [        R                  " U5      /5        UsS S S 5        $ ! , (       d  f       g = f)	Nr         cudadtypedevice       Bkernels is None, please check whether it is correctly initialized.)rG   rL   rO   r/   emptyint8current_streamminr	   kernelsRuntimeErrorr"   ctypesc_void_pdata_ptrc_int32)r;   nmoutstreamgridDimblockDims          r   compress_int4_weightrc   F   s   			6==	){{1~v{{1~11uzzFkk!ejj@**,a)B.15?T  	%% 12/q!q!		
 5 
*	)	)s   D.E""
E0
scale_listsource_bit_widthc                 h   [         c  [        S5      eUS:X  a  [         R                  nOUS:X  a  [         R                  nO S5       e[        R
                  R                  U R                  5         U R                  S5      U R                  S5      pT[        R                  " XESU-  -  [        R                  SS9n[        R
                  R                  5       nUSS4n[        [        US	5      S
5      SS4n	U" UU	SU[        R                  " U R                  5       5      [        R                  " UR                  5       5      [        R                  " UR                  5       5      [        R                   " U5      [        R                   " U5      /5        UsS S S 5        $ ! , (       d  f       g = f)NrR         zUnsupported bit-widthr   rJ   rL   rM   rP   rQ   )rW   rX   r&   r$   rG   rL   rO   r/   rS   halfrU   rV   r	   rY   rZ   r[   r\   )
r;   rd   re   funcr]   r^   r_   r`   ra   rb   s
             r   r4   r4   d   sN   P
 	
 1//	Q	//---u			6==	){{1~v{{1~1kkA))*%**VM**,a)B.15 12
 3 3 56/q!q!	
 - 
*	)	)s   1D(F##
F1c                   @   ^  \ rS rSr   SS\4U 4S jjjrS rSrU =r$ )QuantizedLinear   r1   c                   > [         [        U ]
  " U0 UD6  Xl        U R                  R
                  nU ?Ub  U(       a^  [        R                  " US   US   U-  S-  [        R                  US   S9U l        [        R                  " US   US   US   S9U l	        OUR                  5       R                  SS9R                  S	US-
  -  S-
  -  R                  5       U l	        [        R                  " X R                  S S 2S 4   -  5      R                  [        R                  5      U l        US
:X  a  [!        U R                  5      U l        [#        U R                  R                  US   5      SS9U l        [#        U R                  R                  US   5      SS9U l	        Ub"  [#        UR                  US   5      SS9U l        g S U l        g )Nr   rJ   rg   rO   rM   rN   r.   )dimrK   rh   F)requires_grad)superrl   r   r1   r;   shaperG   rS   rT   weight_scaleabsmaxvaluesri   roundtorc   r   bias)	r   r1   weight_tensorbias_tensor
empty_initargskwargsrr   	__class__s	           r   r   QuantizedLinear.__init__   s    	ot-t>v> 0!!K J++aa++q0jjh'	)DK
 !&awx8H!JD "/!2!2!4!8!8R!8!@!G!G%)*a/"126$& ++ 1 1!T' ::<<>BuzzN K1$24;;?KKNN6(+,EC%  !12%I"!vh/0GDI DIr   c                     [         R                  XR                  U R                  U R                  5      nU R
                  b  X R
                  -   nU$ r   )r(   applyr;   rs   r1   ry   )r   inputr<   s      r   r=   QuantizedLinear.forward   sD    ""5++t7H7H#'#8#8:99 ii'Fr   )ry   r;   r1   rs   )NNF)	r   r   r   r   intr   r=   r    __classcell__)r   s   @r   rl   rl      s+      $!!	%#&% %N r   rl   c                    U R                    GH  n[        UUR                  R                  R                  R                  [        R                  R                  5       5      UR                  R                  R                  UR                  R                  R                  UR                  R                  R                  S[        R                  UR                  R                  R                  R                  US9	UR                  l        [        UUR                  R                  R                  R                  [        R                  R                  5       5      UR                  R                  R                  UR                  R                  R                  UR                  R                  R                  S[        R                  UR                  R                  R                  R                  US9	UR                  l        [        UUR                  R                   R                  R                  [        R                  R                  5       5      UR                  R                   R                  UR                  R                   R                  UR                  R                   R                  S[        R                  UR                  R                   R                  R                  US9	UR                  l        [        UUR                  R"                  R                  R                  [        R                  R                  5       5      UR                  R"                  R                  UR                  R"                  R                  UR                  R"                  R                  S[        R                  UR                  R"                  R                  R                  US9	UR                  l        GM     U $ )z)Replace fp16 linear with quantized linearT)	r1   rz   r{   in_featuresr:   ry   rN   rO   r|   )layersrl   	attentionquery_key_valuer;   rx   rG   rL   current_devicery   r   r:   ri   rO   densemlpdense_h_to_4hdense_4h_to_h)modelr1   r|   r~   layers        r   quantizer      s    *9-//99@@CC

))+-77<<77CC88EE**??2299@@!
+#' !0-////6699

))+---22--99..;;**??((//66!
!# #2-))1188;;

))+-		//44		//;;00==**99**1188!
##		 #2-))1188;;

))+-		//44		//;;00==**99**1188!
##		E Z Lr   )F)$base64bz2rY   typingr   rG   torch.nnr   torch.nn.parameterr   modelscope.utilsr   logging
get_loggercpm_kernels.kernels.baser   r   r	   r   quantization_code
decompress	b64decoderW   	Exception	exceptionwarningr   autogradFunctionr(   rH   rc   r   r4   rl   r   r!   r   r   <module>r      s    
     ( .				CTTI I Psv''(9:;	
	G*%..)) *4 <#5<< #U\\ #-0#L.f .b0i  CG
NN03y>ABBCs   AC D"DD