
    8hv,                     0   S SK JrJr  S SKrS SKJs  Js  Jr  S SK	Js  Js  Js  J
r  S SKJs  Js  Js  Jr  S SKJs  Js  J
r  S SKJs  Js  Jr  S SKJs  Js  Js  Jr  S SKJr  S SKJs  Jr  S SKJr  S SKJr  SSKJrJ r   SSK!J"r"J#r#J$r$  \RJ                  R                  r&S\RN                  S	\RP                  4S
 jr)S\RN                  S	\RP                  4S jr*S\RN                  S	\RP                  4S jr+S\RN                  S	\,\RP                     4S jr-S\RN                  S	\,\RP                     4S jr.S\RN                  S	\RP                  4S jr/S\RN                  S	\RP                  4S jr0S\RN                  S	\,\RP                     4S jr1S\S\S	\RP                  4S jr2S\S\S	\RP                  4S jr3S\S\S	\RP                  4S jr4S\S\S	\RP                  4S jr5S	\6\7\6\\4   4   4S jr8 SS\S\S\\6\7\6\\4   4      S	\\   4S jjr9g)    )CallableOptionalN)GraphModule)Node   )NSSingleResultTypeNSSingleResultValuesType)get_target_type_strgetattr_from_fqnreturn_first_non_observer_nodemodreturnc                 6    U R                   R                  5       $ Nweightdetachr   s    U/var/www/fran/franai/venv/lib/python3.13/site-packages/torch/ao/ns/fx/weight_utils.pymod_weight_detachr      s    ::    c                 <    U S   R                   R                  5       $ Nr   r   r   s    r   mod_0_weight_detachr      s    q6==!!r   c                 (    U R                  5       S   $ r   )_weight_biasr   s    r   mod_weight_bias_0r      s    a  r   c                     / n[        U R                  5       HA  u  p#SU;   d  SU;   d  M  U R                  U   R                  5       nUR	                  U5        MC     U$ )Nweight_ih_lweight_hh_l)	enumerate_flat_weights_names_flat_weightsr   append)r   residx
param_nameparam_values        r   get_lstm_weightr)   "   sY    
C$S%<%<=J&-:*E++C0779KJJ{# > Jr   c                 H   / nU R                    H  nUR                  UR                  R                  5       S   S   S   R                  5       S   S   5        UR                  UR                  R                  5       S   S   S   R                  5       S   S   5        M     U$ )Nr      r   )_all_weight_valuesr$   param__getstate__)r   r%   weight_values      r   get_qlstm_weightr0   +   s    
C..

<%%224Q7:1=JJLQOPQRS

<%%224Q7:1=JJLQOPQRS / Jr   c                    [        U [        R                  [        R                  [        R                  45      (       a  U R
                  R                  5       $ [        U [        R                  [        R                  [        R                  45      (       a  U S   R
                  R                  5       $ U R                  5       S   $ r   )
isinstancennConv1dConv2dConv3dr   r   nni
ConvReLU1d
ConvReLU2d
ConvReLU3dr   r   s    r   get_conv_mod_weightr;   3   s    #		299bii899zz  ""	C#..#..#..I	J	J1v}}##%%!!$$r   c                    [        U [        R                  5      (       a  U R                  R	                  5       $ [        U [
        R                  5      (       a  U S   R                  R	                  5       $ U R                  5       S   $ r   )r2   r3   Linearr   r   r7   
LinearReLUr   r   s    r   get_linear_mod_weightr?   <   sb    #ryy!!zz  ""	C	(	(1v}}##%%!!$$r   c                    [        U [        R                  5      (       a^  / n[        U R                  5       HA  u  p#SU;   d  SU;   d  M  U R
                  U   R                  5       nUR                  U5        MC     U$ [        U [        R                  5      (       d   S[        U 5       S35       e/ nU R                   H  nUR                  UR                  R                  5       S   S   S   R                  5       S   S   5        UR                  UR                  R                  5       S   S   S   R                  5       S   S   5        M     U$ )Nr   r    ztype z not handled yetr   r+   r   )r2   r3   LSTMr!   r"   r#   r   r$   nnqdtyper,   r-   r.   )r   r%   r&   r'   r(   r/   s         r   get_lstm_mod_weightsrD   E   s3   #rww()@)@AOC
*mz.I!//4;;=

;'  B 
#tyy))NU49+=M+NN)22LJJ""//1!4Q7:GGI!LQO JJ""//1!4Q7:GGI!LQO	 3 
r   nodegmc                     U R                   S   n[        U[        5      (       d   e[        X!5      n[        U[        5      (       d   eUR                  S:X  d   e[        XR                  5      nUR                  5       $ Nr   get_attr)argsr2   r   r   opr   targetr   )rE   rF   weight_arg_nodeweight_noder   s        r   get_conv_fun_weightrO   [   sm    iilOot,,,,0EKk4((((>>Z'''b"4"45F==?r   c                     U R                   S   n[        U[        5      (       d   eUR                  S:X  d   e[	        XR
                  5      nUR                  5       $ rH   )rJ   r2   r   rK   r   rL   r   )rE   rF   qconv_state_nodeqconv_state_objs       r   get_qconv_fun_weightrS   f   sW    yy|&----*,,,&r+B+BCO!!##r   c                    U R                   S   n[        U[        5      (       d   eUR                  S:X  a  U R                   S   n[        U[        5      (       d   eUR                   S   n[        U[        5      (       d   eUR                  S:X  d   e[	        XR
                  5      nUR                  5       $ UR                  S:X  a  UR                  S:X  d   eU R                   S   n[        U[        5      (       d   eUR                   S   n[        U[        5      (       d   eUR                   S   nUR                   S   n[        U[        5      (       d   eUR                  S:X  d   e[	        XR
                  5      nUR                  5       R                  U5      $ UR                  S:X  d   e[	        XR
                  5      nUR                  5       $ )Nr   call_moduler   rI   call_method)rJ   r2   r   rK   r   rL   r   to)	rE   rF   linear_second_argrM   rN   r   dequant_nodeto_fp16_nodetarget_dtypes	            r   get_linear_fun_weightr\   o   s   
 		!'....},))A,/40000%**1-+t,,,,~~+++!"&8&89}}				. ##}444yy|,----#((+,----#((+"''*+t,,,,~~+++!"&8&89}}!!,// ##z111!"&>&>?}}r   c                     U R                   S   n[        U[        5      (       d   eUR                  S:X  d   e[	        XR
                  5      nUR                  5       u  u  pEnU$ rH   )rJ   r2   r   rK   r   rL   r.   )rE   rF   packed_weight_nodepacked_weightr   _bias_names          r   get_qlinear_fun_weightrb      sb    1($////  J...$R)B)BCM*779OVUMr   c                     0 [         R                  [        _[        R                  [
        _[        R                  [        _[        R                  [        _[        R                  [        _[        R                  [        _[        R                  [        _[        R                  [        _[         R                  [        _[        R                  [
        _[        R                  [        _[        R                  [        _[        R                  [        _[        R                   [        _[        R                  [        _[        R                  [        _[         R"                  [        _0 [        R$                  [
        _[        R"                  [        _[        R"                  [        _[        R&                  [        _[        R(                  [        _[        R$                  [        _[        R$                  [        _[         R*                  [        _[        R*                  [        _[        R,                  [
        _[        R,                  [        _[        R*                  [        _[.        R*                  [        _[        R,                  [        _[        R0                  [        _[         R2                  R4                  R6                  [        _[         R8                  [:        _E[.        R8                  [<        0E[>        R@                  [B        [>        RD                  [B        [>        RF                  [B        [H        R@                  [J        [H        RD                  [J        [H        RF                  [J        [H        RL                  [J        [H        RN                  [J        [H        RP                  [J        [>        R4                  [R        [H        R4                  [T        [H        RV                  [T        0S.n U $ )N)rU   call_function),r3   r4   r   r7   r8   r   nnqr   nnqatnniqatConvBn1dConvBnReLU1dnniqr5   r9   ConvBn2dConvBnReLU2dr6   r:   ConvBn3dConvBnReLU3dr=   r>   rB   
LinearBn1dmoduleslinearNonDynamicallyQuantizableLinearrA   r)   r0   Fconv1drO   conv2dconv3dtoqrS   conv1d_reluconv2d_reluconv3d_relur\   rb   linear_relu)"op_to_type_to_weight_extraction_fns    r   &get_op_to_type_to_weight_extraction_fnr}      s   )
II()
 NN/)
 JJ)	)

 LL+)
 OO.)
 !2)
 0)
 OO.)
 II()
 NN/)
 JJ))
 LL+)
 OO.)
  !2!)
" 0#)
$ OO.%)
( II())
* NN/+)
, JJ)-)
. LL+/)
0 OO.1)
2 !23)
4 05)
6 OO.7)
: II(;)
< JJ)=)
> NN/?)
@ OO.A)
B LL+C)
D KK*E)
F 0G)
H 0I)
J JJ==?PK)
N GG_O)
P II'Q)
X HH)HH)HH)JJ,JJ,JJ,OO1OO1OO1HH+JJ.OO3
W;O&z .-r   r|   c                    [         R                  R                  nS n[        US5      (       a  UR                  U R
                     S   nUc
  [        5       n[        X5      nUnU R                  S:X  aZ  US   nUR                  5        H@  u  pU R                  U:X  d  M  U	" X5      n
UU
/U R
                  UU R
                  USSUS.	s  $    g U R                  S:X  a  [        U R                  [        5      (       d   e[        XR                  5      nUS   nUR                  5        H?  u  p[        U5      U:X  d  M  U	" U5      n
UU
/U R
                  UU R
                  USSUS.	s  $    g )N_node_name_to_scoper   rd   )	rC   valuesprev_node_nameprev_node_target_typeref_node_nameref_node_target_typeindex_within_argindex_of_argfqnrU   )r	   WEIGHTvaluehasattrr   namer}   r
   rK   itemsrL   r2   strr   rC   )rE   rF   r|   res_typer   ref_node_typeprev_node_typefunction_mappingtarget_fn_typeweight_extraction_fnr   r   module_mappingtarget_mod_types                 r   extract_weight_from_noder      sx    (..44H Cr())$$TYY/2)1-S-U*'1M"Nww/!=oN4D4J4J4L0N{{n,-d7$%h&*ii-;%)YY,9()$%
 
 5MF ) 
M	!$++s++++r;;/;MJ5C5I5I5K1OCyO+-c2$%h&*ii-;%)YY,9()$%
 
 6L r   r   ):typingr   r   torchtorch.ao.nn.intrinsicaor3   	intrinsicr7   torch.ao.nn.intrinsic.qatqatrg   torch.ao.nn.intrinsic.quantized	quantizedrj   torch.ao.nn.qatrf   torch.ao.nn.quantizedre   torch.ao.nn.quantized.dynamicdynamicrB   torch.nntorch.nn.functional
functionalrs   torch.fxr   torch.fx.graphr   ns_typesr   r	   utilsr
   r   r   opsrw   ModuleTensorr   r   r   listr)   r0   r;   r?   rD   rO   rS   r\   rb   dictr   r}   r    r   r   <module>r      s)   %  # # * * . .   # # , ,       B X X ii299  "RYY "5<< "!299 ! ! tELL'9 ")) U\\(: %RYY %5<< %%ryy %U\\ %bii D,> ,d   $t $ $ $# #+ #%,, #L ; 5<< >.S$x?Q:R5R0S >.L 	;
;; )1S$x)**+);  !;r   