o
    Zh                     @   sR  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	 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
d Zdd Z	dde jjdeeee jjf  deeeef geeef f fddZeejj			ddedeee   dee de!def
ddZ"eejj#d dede!defddZdS )!    N)Tensor)CallableOptionalTypeVar)	ParamSpec)Numberdecomposition_tablefunction_name_set_T_Pc                 C   s`   t j}t | }|j D ]}|j|ks J d|j d| j q|j|ks.J d| j d S )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param r   H/var/www/auris/lib/python3.10/site-packages/torch/jit/_decompositions.py(check_decomposition_has_type_annotations   s   

r   c           
      C   s   | j }|j }t|t|krdS t| | D ]=\}}tj}dD ]}|dkr2|jdkr2td t	||t	||kr@  dS q"|j
}|j
}	||krV|	|krV||	krV dS q| 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   )
Zdecomposition_sigZtorch_op_sigZdecomp_paramsZ	op_paramsZdecomp_paramZop_paramr   fieldZdecomp_defaultZ
op_defaultr   r   r   signatures_match#   s&   
r#   aten_opregistryreturnc                    s,   dt ttf dt ttf f fdd}|S )Nr   r&   c                    s   d u rt t tjjsJ | jtvsJ d| j t| j tj	| }tj
|j tdD ]}tj
|j tj
|j q3|t j< | S )NzDuplicated function name    )r   
isinstancetorch_ops
OpOverload__name__r	   addjitscriptZ_CZ_jit_pass_inlinegraphrangeZ_jit_pass_peepholeZ_jit_pass_constant_propagationstrZ_schema)r   Zscripted_func_r$   r%   r   r   decomposition_decoratorF   s   
z7register_decomposition.<locals>.decomposition_decorator)r   r   r
   )r$   r%   r5   r   r4   r   register_decompositionB   s   (r6   Finputdim
correctionkeepdimc                 C   s   |d u rg }|}t |ttfrt|dkr|  }nd}|D ]	}|| j| 9 }qt| |d}| | }|| }t|||}	|d u rIt	|d }
nt |t
rUt	|| }
nt |t	rat	|| }
ntd|	td|
 S )Nr      Tzcorrection must be int or float)r(   tuplelistr   ZnumelshapeatenmeansumfloatintRuntimeErrormax)r7   r8   r9   r:   Zdim_inr@   subsqrA   denomr   r   r   var_decompositionc   s(   


rJ   Tunbiasedc                 C   s   t | |rddS ddS )Nr;   r   )r9   )rJ   )r7   rK   r   r   r   var   s   rL   )N)NNF)T)$r)   r   opsr?   r   r   typingr   r   r   Ztyping_extensionsr   Ztorch.typesr   r   dictr2   r.   ZScriptFunction__annotations__setr	   r
   r   r   r#   r*   r+   r6   rL   r9   r=   rC   boolrJ   r!   r   r   r   r   <module>   sN   
!

!

#