
    ɯwgZ                     b   d Z ddlZddlZddlmZmZ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 d/dZd0dZd1d	Z	 	 	 d2dddededededef
dZd3dedededefdZ	 d3d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!	 d4dddddedee"ee"   f   dee"   fdZ#	 	 d3d
d dedededefd!Z$d4d"Z%d#d$ded%edefd&Z&d5d'ejN                  d(efd)Z	 d5d'ejN                  d(efd*Z(d+ Z) eeej8                  d,        eeej<                          eeej>                          ee         ee!        ee#        ee$        ee%        ee&        eeej                   d-        ee(ej                   d-        ee)ejR                  d.       y)6a$  
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)AnyCallableOptionalTupleUnion)	argnums_t)	in_dims_t
out_dims_tFc                 N    |d|  }d|  d| d}|r|j                  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       `/home/mcse/projects/flask/flask-venv/lib/python3.12/site-packages/torch/_functorch/deprecated.pyget_warningr      sP    u%##&% (i  <	=  //$+N    c                 X    t        | |d      }t        j                  |t        d       y )NT)r      )
stacklevel)r   warningswarnFutureWarning)r   r   r   s      r   warn_deprecatedr   '   s     #w>GMM'=Q7r   c                     | j                   }|t        t        |      }|j                  y t	        ||      }dt        j                  |d      z   }t        j                  |d      }|j                  |z   | _        y )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)   ,   sr    %%H 1%(L1G'(//'6*JJL??<8L*22\AMr   error
chunk_sizefuncin_dimsout_dims
randomnessreturnc                N    t        dd       t        j                  | ||||      S )Nvmap
torch.vmapr+   )r   apisr3   )r-   r.   r/   r0   r,   s        r   r3   r3   :   s%     FL)99T7HjZPPr   argnumshas_auxc                 F    t        d       t        j                  | ||      S )Ngrad)r   r5   r9   r-   r6   r7   s      r   r9   r9   F   s    F99T7G,,r   c                 F    t        d       t        j                  | ||      S )Ngrad_and_value)r   r5   r<   r:   s      r   r<   r<   K   s"     $%tWg66r   )r7   c                J    t        d       t        j                  | g|d|iS )Nvjpr7   )r   r    r>   )r-   r7   primalss      r   r>   r>   R   s#    E99T5G5W55r   strictr7   r?   tangentsrA   c                L    t        d       t        j                  | ||||      S )Njvpr@   )r   r    rD   )r-   r?   rB   rA   r7   s        r   rD   rD   W   s#     E99T7HVWMMr   r7   r,   _preallocate_and_copyr,   c                L    t        d       t        j                  | ||||      S )NjacrevrE   )r   r    rH   )r-   r6   r7   r,   rF   s        r   rH   rH   c   s,     H<<3 r   r0   c                J    t        d       t        j                  | |||      S )NjacfwdrI   )r   r    rK   )r-   r6   r7   r0   s       r   rK   rK   u   s!     H<<gw:FFr   c                 F    t        d       t        j                  | |      S )Nhessian)r6   )r   r    rM   )r-   r6   s     r   rM   rM      s    I==w//r   	mutationsremoverP   c                F    t        d       t        j                  | |      S )NfunctionalizerO   )r   r    rR   )r-   rP   s     r   rR   rR      s    O$tF33r   modeldisable_autograd_trackingc                 F    t        dd       t        j                  | |      S )Nmake_functionaltorch.func.functional_call)r   _nn_implrV   rS   rT   s     r   rV   rV      s"    %'CD##E+DEEr   c                 F    t        dd       t        j                  | |      S )Nmake_functional_with_buffersrW   )r   rX   r[   rY   s     r   r[   r[      s$     24PQ008QRRr   c                 D    t        dd       t        j                  |       S )Ncombine_state_for_ensembletorch.func.stack_module_state)r   rX   r]   )modelss    r   r]   r]      s    02QR..v66r   r4   rW   r^   )NF)N)NN)r   r   r*   )r   F)r   )F)*r!   r"   r   typingr   r   r   r   r   torch._functorch.apis
_functorchr5   !torch._functorch.eager_transformseager_transformsr     torch._functorch.make_functionalrV   rX   torch.nnnnr   torch._functorch.vmapr	   r
   r   r   r)   strr3   boolr9   r<   r>   rD   intrH   rK   rM   rR   Moduler[   r]    r   r   <module>rn      s     8 8 $ $ 1 1 3 3  7 7 8
B  		Q 	Q
	Q	Q 	Q 		Q 	Q-x -) -$ -8 - =B7
7&75977 38 6h 64 6 	N
	N	N 	N
 	N 	N '(  $
3c
?#
 ( G
 G
GG G
 G0
 4? 4 4S 48 4
F299 F F 9>S99S15S7
 4L ) 
4  
>4.. / 
3 
3 
6  
6  
7  
=  
?H446R S 
 (":":<X ''#r   