
    קgk                        d dl Z d dlmZmZmZmZmZmZ d dlm	Z	m
Z
 d dlmZmZmZ d dlmZmZ d dlmZmZmZ d dlmZ dd	lmZ dd
lmZmZ ddlmZmZ ddl m!Z! ddgZ"	 	 ddede#deeee$ef         df         dee	ee$ef         df         def
dZ%dededeeef         dee$eeeeeeeef         f         f         fdZ&dS )    N)AnyCallableDictListTuple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                 |   |t                      }t          |t                    r0t          j        dt
          d           t          j        |          }t          |t                    r0t          j        dt
          d           t          j        |          }t          |                                           }|t                      }t          t          |                    }t          |          }t          |          }t          |          }t          | | j        |          }	t#                      }
i fd}d }| j        j        D ]}|	                    |j        d          \  }}}}}||                    |d           }nd }||u rp|J |                    ||          } ||          }|                    |d           }g }| ||          }|                    |||
||||||	  	        |j        <   |	|t,          u r|
                    ||          |j        <   t1          | |
          } | S )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                 *    t          | fd          S )Nc                     | j                  S N)name)nodeenvs    Y/var/www/html/ai-engine/env/lib/python3.11/site-packages/torch/ao/quantization/fx/fuse.py<lambda>z(fuse.<locals>.load_arg.<locals>.<lambda>S   s    s49~     )r   )ar)   s    r*   load_argzfuse.<locals>.load_argR   s    q5555666r,   c                     t          | d         t                    s#| d         } t          | d         t                    #| d         S )N)
isinstancer   )node_patterns    r*   default_root_node_getterz&fuse.<locals>.default_root_node_getterU   sG    \"-t44 	,'+L \"-t44 	,Br,   )NNNNN)r   r1   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.   r3   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++ LN		
 	
 	
 	
 .78JKK.$'' AK		
 	
 	
 	
 '0@@,,..//M244)>/??* *& 4NCC)O* *& -V- -)
 !5WXXL ''KC7 7 7 7 7     
 ! 'C 'C TY(FGG	
  )044T4@@OO"Od""???AEE1    )()=>>I"G"K"K# # L".223GHH !XX$"$
 
C	NN $<(G(G(224BBC	N {++ELr,   rootr;   pattern_to_fuse_handler_clsc                 4  	
 t          |                                           }i 
i }	
fd	t          |j                  D ]U}|j        
vrJ|                                D ]5\  }}g }t          |||          r 	|||| ||          f||            n6V
S )Nc                    t          | t                    rc| ^}}g } |||||           t          ||j                  D ]\  }}	 ||	|||           |                    t          |                     d S |j        vr:|                    |           | t          ur| ||<   |\  }
} }|
| |||f|j        <   d S d S d S r&   )r1   tuplezipargsappendr'   r   )rF   r(   matchrG   rI   srU   current_node_pattern
subpatternargrL   handlerapply_match	match_maps               r*   r]   z"_find_matches.<locals>.apply_match   s"   gu%% 	HA/1 K4(<>PQQQ#&tTY#7#7  
CU,@BT    !''.B(C(CDDDDD y	))$++D111 ,../6&t,27/Iw!,*,Idi((( *) /.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 %%  9I%%-H-N-N-P-P 
 
))35$WdG44 Kw(8(8(>(>?,*   E r,   )NN)'r5   typingr   r   r   r   r   r   $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__boolstrr   r:    r,   r*   <module>rq      s:    : : : : : : : : : : : : : : : :                
 = < < < < < < < / / / / / / / / / /             + + + + + + N N N N N N N N 0 0 0 0 0 0 0 0 0 0 0 0 0 0  	 IMAE	e eee .S#XDEe -c3h=>	e
 e e e eP7
77 "&gx&7!87 
#uT7Kd49oMN
NO	7 7 7 7 7 7r,   