
    9is                     v   d Z ddlZddlZddlmZ ddlmZmZmZ ddl	m
c mZ ddlm
c mZ ddlm
c mZ ddlmZ ddlmZ ddlmZmZ d1dZd2d	Zd3d
Z	 	 	 d4dddededededef
dZd5dedededefdZ	 d5dedededefdZdddedefdZ ddddededededef
dZ!	 d6dddddedee"e#e"df         f         d ee"         fd!Z$	 	 d5dd"dedededefd#Z%d6d$Z&d%d&ded'edefd(Z'd7d)ej(        d*efd+Z	 d7d)ej(        d*efd,Z)d- Z* eeej        d.            eeej                    eeej                    ee             ee!            ee$            ee%            ee&            ee'            eeej        d/            ee)ej        d/            ee*ej*        d0           dS )8a$  
The APIs in this file are exposed as `functorch.*`. They are thin wrappers
around the torch.func.* APIs that have deprecation warnings -- we're trying
to move people to the torch.func.* equivalents.

NB: We don't use *args, **kwargs in the signatures because that changes the
documentation.
    N)Callable)AnyOptionalUnion)	argnums_t)	in_dims_t
out_dims_tFc                 V    |d|  }d|  d| d}|r|                     dd          }|S )Nztorch.func.z[We've integrated functorch into PyTorch. As the final step of the 
integration, `functorch.zk` is deprecated as of PyTorch 
2.0 and will be deleted in a future version of PyTorch >= 2.3. 
Please use `z` instead; see the PyTorch 2.0 release notes 
and/or the `torch.func` migration guide for more details 
https://pytorch.org/docs/main/func.migrating.html
 )replace)apinew_apireplace_newlineswarnings       N/var/www/icac/venv/lib/python3.11/site-packages/torch/_functorch/deprecated.pyget_warningr      sa    %%%	=#&	= 	= 	= 	= 	=   ,//$++N    c                 b    t          | |d          }t          j        |t          d           d S )NT)r      )
stacklevel)r   warningswarnFutureWarning)r   r   r   s      r   warn_deprecatedr   (   s3    #w>>>GM'=Q777777r   c                     | j         }|t          t          |          }|j        d S t	          ||          }dt          j        |d          z   }t          j        |d          }|j        |z   | _        d S )Nz
.. warning::

z    )__name__getattr_impl__doc__r   textwrapindent)functorch_apitorch_func_apinew_api_nameapi_namer   warning_notes         r   
setup_docsr(   -   sy    %H 11%(L11G'(/'6*J*JJL?<88L*2\AMr   error
chunk_sizefuncin_dimsout_dims
randomnessreturnc                T    t          dd           t          j        | ||||          S )Nvmap
torch.vmapr*   )r   apisr2   )r,   r-   r.   r/   r+   s        r   r2   r2   ;   s/     FL)))9T7HjZPPPPr   argnumshas_auxc                 L    t          d           t          j        | ||          S )Ngrad)r   r4   r8   r,   r5   r6   s      r   r8   r8   G   s$    F9T7G,,,r   c                 L    t          d           t          j        | ||          S )Ngrad_and_value)r   r4   r;   r9   s      r   r;   r;   L   s(     $%%%tWg666r   )r6   c                J    t          d           t          j        | g|R d|iS )Nvjpr6   )r   r   r=   )r,   r6   primalss      r   r=   r=   S   s0    E9T5G555W555r   strictr6   r>   tangentsr@   c                R    t          d           t          j        | ||||          S )Njvpr?   )r   r   rC   )r,   r>   rA   r@   r6   s        r   rC   rC   X   s-     E9T7HVWMMMMr   r6   r+   _preallocate_and_copy.r+   c                R    t          d           t          j        | ||||          S )NjacrevrD   )r   r   rG   )r,   r5   r6   r+   rE   s        r   rG   rG   d   s:     H<3   r   r/   c                P    t          d           t          j        | |||          S )NjacfwdrH   )r   r   rJ   )r,   r5   r6   r/   s       r   rJ   rJ   v   s+     H<gw:FFFFr   c                 L    t          d           t          j        | |          S )Nhessian)r5   )r   r   rL   )r,   r5   s     r   rL   rL      s%    I=w////r   	mutationsremoverO   c                L    t          d           t          j        | |          S )NfunctionalizerN   )r   r   rQ   )r,   rO   s     r   rQ   rQ      s&    O$$$tF3333r   modeldisable_autograd_trackingc                 L    t          dd           t          j        | |          S )Nmake_functionaltorch.func.functional_call)r   _nn_implrU   rR   rS   s     r   rU   rU      s(    %'CDDD#E+DEEEr   c                 L    t          dd           t          j        | |          S )Nmake_functional_with_buffersrV   )r   rW   rZ   rX   s     r   rZ   rZ      s*     24PQQQ08QRRRr   c                 J    t          dd           t          j        |           S )Ncombine_state_for_ensembletorch.func.stack_module_state)r   rW   r\   )modelss    r   r\   r\      s%    02QRRR.v666r   r3   rV   r]   )NF)N)NN)r   r   r)   )r   F)r   )F)+r    r!   r   collections.abcr   typingr   r   r   torch._functorch.apis
_functorchr4   !torch._functorch.eager_transformseager_transformsr    torch._functorch.make_functionalrU   rW   torch.nnnnr   torch._functorch.vmapr   r	   r   r   r(   strr2   boolr8   r;   r=   rC   inttuplerG   rJ   rL   rQ   ModulerZ   r\    r   r   <module>ro      s      $ $ $ $ $ $ ' ' ' ' ' ' ' ' ' ' $ $ $ $ $ $ $ $ $ 1 1 1 1 1 1 1 1 1 3 3 3 3 3 3 3 3 3       7 7 7 7 7 7 7 7 7 7 7 7 7 7    8 8 8 8
B B B B  		Q 	Q 	Q 	Q
	Q	Q 	Q 		Q 	Q 	Q 	Q 	Q- -x -) -$ -8 - - - - =B7 7
7&75977 7 7 7 38 6 6 6h 64 6 6 6 6 	N 	N 	N
	N	N 	N
 	N 	N 	N 	N 	N ,-  $  
3c3h'(
    ( G
 G G G
GG G
 G G G G0 0 0 0
 4? 4 4 4 4S 48 4 4 4 4
F F29 F F F F F 9>S S9S15S S S S7 7 7
 
4L ) ) ) 

4    

>4. / / / 

3 

3 

6    

6    

7    

=    

?H46R S S S 

 (":<X   
'#    r   