
    [ThX                     N   S SK r S SKJrJrJr  S SKJrJr  S SKJ	r	J
r
Jr  S SKJrJr  S SKJrJr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  SSKJr  SS/r  SS\S\ S\\\!\"\4   S4   S\\\!\"\4   S4   S\4
S jjr#S\S\S\!\\4   S\!\"\$\\\\\!\\4   4   4   4S jr%g)    N)AnyCallableUnion)BackendConfigget_native_backend_config)get_fuser_method_mapping)get_fusion_pattern_to_extra_inputs_getter&get_fusion_pattern_to_root_node_getter)NodePatternPattern)GraphModulemap_argNode)Graph   )FuseCustomConfig)'_get_fusion_pattern_to_fuse_handler_clsFuseHandler)	_is_matchMatchAllNode)_sorted_patterns_dictfuser   modelis_qatfuse_custom_configbackend_configreturnc                 0  ^ Uc
  [        5       n[        U[        5      (       a0  [        R                  " S[
        SS9  [         R                  " U5      n[        U[        5      (       a0  [        R                  " S[
        SS9  [        R                  " U5      n[        U R                  5       5      nUc
  [        5       n[        [        U5      5      n[        U5      n[        U5      n[        U5      n[        X R                   U5      n	[#        5       n
0 mU4S jnS nU R                   R$                   H  nU	R'                  UR(                  S5      u  nnnnnUb  UR'                  US 5      nOS nXL ae  Uc   eUR'                  X5      nU" U5      nUR'                  US 5      n/ nUb  U" U5      nUR+                  UUU
UUUUUU5	      TUR(                  '   M  Ub  U[,        L d  M  U
R/                  X5      TUR(                  '   M     [1        X
5      n U $ )NzPassing a fuse_custom_config_dict to fuse is deprecated and will not be supported in a future version. Please pass in a FuseCustomConfig instead.   )
stacklevelzPassing a backend_config_dict to prepare is deprecated and will not be supported in a future version. Please pass in a BackendConfig instead.c                 $   > [        U U4S j5      $ )Nc                 "   > TU R                      $ N)name)nodeenvs    U/var/www/auris/envauris/lib/python3.13/site-packages/torch/ao/quantization/fx/fuse.py<lambda>(fuse.<locals>.load_arg.<locals>.<lambda>S   s    s499~    )r   )ar&   s    r'   load_argfuse.<locals>.load_argR   s    q566r*   c                 z    [        U S   [        5      (       d  U S   n [        U S   [        5      (       d  M  U S   $ )N)
isinstancer   )node_patterns    r'   default_root_node_getter&fuse.<locals>.default_root_node_getterU   s=    \"-t44'+L \"-t44Br*   )NNNNN)r   r0   dictwarningswarnFutureWarning	from_dictr   named_modulesr   r   r   r   r
   r	   _find_matchesgraphr   nodesgetr$   r   r   	node_copyr   )r   r   r   r   r9   "fusion_pattern_to_fuse_handler_clsfuser_method_mapping"fusion_pattern_to_root_node_getter%fusion_pattern_to_extra_inputs_getterfusion_pairsfused_graphr,   r2   r%   maybe_last_nodepatternmatched_node_patternobjnode_to_subpatternnode_subpatternroot_node_getter	root_nodeextra_inputs_getterextra_inputsr&   s                           @r'   r   r       s<    !-/$d++N		
 .778JK.$''K		
 '00@,,./M24)>/?*& 4NC)O*& -V-)
 !5WXL 'KC7 
 !! TYY(FG	
  )044T4@O"O"?"?AEE  ))=>I"G"K"K# L".23GH !XX$"$
C		N $<(G(224BC		NO "T +ELr*   rootr;   pattern_to_fuse_handler_clsc                 4  ^	^
 [        U R                  5       5      n0 m
0 nU	U
4S jm	[        UR                  5       HX  nUR                  T
;  d  M  UR                  5        H/  u  pg/ n[        X5U5      (       d  M  T	" UUXVU" U5      4UU5          MV     MZ     T
$ )Nc                 f  > [        U [        5      (       aR  U tpV/ nT" XQX'U5        [        XaR                  5       H  u  pT" XX'U5        M     UR	                  [        U5      5        g UR
                  T;  a9  UR	                  U5        U [        La  XU'   Uu  pnU
U UUU4TUR
                  '   g g g r#   )r0   tuplezipargsappendr$   r   )rF   r%   matchrG   rI   srU   current_node_pattern
subpatternargrL   handlerapply_match	match_maps               r'   r]   "_find_matches.<locals>.apply_match   s    gu%%HA/1 >PQ#&tYY#7
UBT $8 !''.B(CD yy	)$++D1 ,./6t,27/I!,*,Idii( /	 *r*   )r4   r9   reversedr<   r$   itemsr   )rO   r;   rP   modulesrI   r%   rF   fuse_handler_clsrG   r]   r^   s            @@r'   r:   r:      s    
 4%%'(G 	  +-6 %99I%-H-N-N-P)35$WG44(8(>?,*  .Q & r*   )NN)&r5   typingr   r   r   $torch.ao.quantization.backend_configr   r   *torch.ao.quantization.backend_config.utilsr   r	   r
   torch.ao.quantization.utilsr   r   torch.fxr   r   r   torch.fx.graphr   custom_configr   fuse_handlerr   r   match_utilsr   r   pattern_utilsr   __all__boolr4   strr   rS   r:    r*   r'   <module>rr      s
    ' ' 
 = / /   + N 0 0  	 IMAE	eee .S#XDEe -c3h=>	e
 eP7
77 "&gx&7!87 
#uT7Kd49oMN
NO	7r*   