
    sg'                     x   U d dl Z d dl mZ e j                  j                  Zd dlZd dlZd dlmZmZm	Z	m
Z
mZmZ d dlmZ d dlmZ i Zeee j&                  j(                  f   ed<    e       Zee   ed<    ed      Z ed	      Zd
 Zd Z	 dde j8                  j:                  de
eee j&                  j(                  f      deeeef   geeef   f   fdZ eej>                  j@                        	 	 	 ddede
e	e!      de
e   de"def
d       Z# eej>                  jH                        ddede"defd       Zy)    N)Tensor)CallableDictListOptionalSetTypeVar)	ParamSpec)Numberdecomposition_tablefunction_name_set_T_Pc                 2   t         j                  }t        j                  |       }|j                  j	                         D ]2  }|j
                  |k7  rJ d|j                   d| j                           |j                  |k7  sJ d| j                          y )NzNo signature on param z for function z"No return annotation for function )inspect_empty	signature
parametersvalues
annotationnamereturn_annotation)finspect_emptysigparams       L/var/www/html/venv/lib/python3.12/site-packages/torch/jit/_decompositions.py(check_decomposition_has_type_annotationsr      s    NNM


A
C&&( G-	G#EJJ<~affXF	G-G 	.5	+AFF845.    c                    | j                   }|j                   }t        |      t        |      k7  ryt        |j                         |j                               D ]  \  }}t        j
                  }dD ]G  }|dk(  r$|j                  dk(  rt        j                  d       t        ||      t        ||      k7  sF  y |j                  }|j                  }	||k7  s|	|k7  s||	k7  s y | j                  |j                  k(  S )NF)r   r   r   selfz4PyTorch uses 'input' instead of 'self' on public api)r   lenzipr   r   r   r   warningswarngetattrdefaultr   )
decomposition_sigtorch_op_sigdecomp_params	op_paramsdecomp_paramop_paramr   fielddecomp_default
op_defaults
             r   signatures_matchr1   #   s    %00M''I
=S^+"%m&:&:&<i>N>N>P"Q h
  + 	E<#4#4#>TU|U+wx/GG	 &--%%
 ]*z]/J+'* ..,2P2PPPr   aten_opregistryreturnc                 d     dt         t        t        f   dt         t        t        f   f fd}|S )Nr   r4   c                 r   t         t        t        j                  j                        sJ | j
                  t        vsJ d| j
                          t        j                  | j
                         t        j                  j                  |       }t        j                  j                  |j                         t        d      D ]T  }t        j                  j                  |j                         t        j                  j                  |j                         V |t!        j"                        <   | S )NzDuplicated function name    )r   
isinstancetorch_ops
OpOverload__name__r   addjitscript_C_jit_pass_inlinegraphrange_jit_pass_peephole_jit_pass_constant_propagationstr_schema)r   scripted_func_r2   r3   s      r   decomposition_decoratorz7register_decomposition.<locals>.decomposition_decoratorF   s    *H'5::#8#8999 JJ//	4&qzzl3	4/ajj)		((+!!-"5"56q 	IAHH''(;(;<HH33M4G4GH	I *7W__%&r   )r   r   r   )r2   r3   rJ   s   `` r   register_decompositionrK   B   s0    8BF#3 R8H . #"r   inputdim
correctionkeepdimc                    |g }|}t        |t        t        f      rt        |      dk(  r| j	                         }nd}|D ]  }|| j
                  |   z  } t        j                  | |d      }| |z
  }||z  }t        j                  |||      }	|t        |dz
        }
nIt        |t              rt        ||z
        }
n*t        |t              rt        |      |z
  }
nt        d      |	t        d|
      z  S )Nr      Tzcorrection must be int or float)r8   tuplelistr"   numelshapeatenmeansumfloatintRuntimeErrormax)rL   rM   rN   rO   dim_inrW   subsqrX   denoms              r   var_decompositionrb   c   s     {#t}%#c(a-KKM 	$EU##A	$ 99UC&D
$,C	sB
((2sG
$Ca!ej#&!j.)E
E*!Hz)E@AAQr   unbiasedc                 .    t        | |rd      S d      S )NrQ   r   )rN   )rb   )rL   rc   s     r   varre      s    UXFF1FFr   )N)NNF)T)%r9   r   opsrV   r   r$   typingr   r   r   r   r   r	   typing_extensionsr
   torch.typesr   r   rF   r>   ScriptFunction__annotations__setr   r   r   r   r1   r:   r;   rK   re   rN   rZ   boolrb   r'    r   r   <module>ro      s     yy~~   ? ? '  <> T#uyy7778 =!e 3s8 #T]t_
5QB ?C#ZZ""#tC!9!99:;# xB (2r6"223#B ++,  $#'	  	$s)	     	 
   - F (()Gv G G G *Gr   