
    qi                        d dl Z d dlZd dlZd dlmZmZ d dlmZ d dl mZ d dl	m
Z
mZmZ d dl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mZ d dlmZ d d	lmZm Z m!Z!m"Z"m#Z# ejH                  jK                  e&d
      Z'd Z( G d dejR                        Z* G d de#      Z+e jX                  d        Z- e+       fde+fdZ. G d de      Z/ G d de/      Z0 G d de/      Z1 G d de/      Z2dejR                  fdZ3y)    N)ABCabstractmethod)Callable)AbstractContextManager)AnyOptionalUnion)$_functionalization_reapply_views_tls)_get_dispatch_mode_pre_dispatchTorchBindOpOverload)is_sparse_any)_detect_infra_mode_disable_infra_modeautograd_would_have_decomposedreturn_and_correct_aliasingTorchDispatchModenot_implementedc                        fd}|S )Nc                 0     | j                   |i i |S N)to)selfargskwargsextra_kwargss      i/home/ubuntu/crypto_trading_bot/.venv/lib/python3.12/site-packages/torch/_subclasses/functional_tensor.py_z&_conversion_method_template.<locals>._+   s$    tww; :6 :\ :;;     )r   r   s   ` r   _conversion_method_templater    *   s    < Hr   c                       e Zd ZU dZej
                  ed<   ej                  j                  j                  Z
ej                  j                  j                  ej                  j                  j                        Zej                   j"                  j$                  j&                  ej                   j"                  j$                  j(                  ej                   j"                  j*                  j&                  ej                   j"                  j,                  j&                  ej                   j"                  j.                  j&                  ej                   j"                  j0                  j&                  ej                   j"                  j2                  j&                  ej                   j"                  j4                  j&                  ej                   j"                  j6                  j&                  ej                   j"                  j8                  j&                  ej                   j"                  j:                  j&                  ej                   j"                  j<                  j&                  ej                   j"                  j>                  j&                  ej                   j@                  jB                  j&                  gZ"dZ#e$d    ed<   d Z%ddZ&de'fdZ(e)d	        Z*d
 Z+de,fdZ-ddZ.ddZ/ddZ0ddZ1de2fdZ3 fdZ4ddZ5 e6ejn                        Z8 e6 ejB                  d            Z9 e6ejt                        Z: e6ejv                        Z< e6ejz                        Z> e6ej~                        Z@ e6ejX                        Z, e6ej                        ZB e6ej                        ZD e6ej                        ZFd ZGeHd        ZId ZJ xZKS )FunctionalTensoraF  
    Functional tensors represent tensors that will remove mutations
    from a program. If you perform a mutable operation on a functional tensor,
    it will re-dispatch to the functional variant of that operation.

    Historically, functionalization is implemented in C++ in the dispatcher.
    This class is a lightweight python shim around the C++ functionalization logic.

    FunctionalTensor is required to be used with a corresponding
    FunctionalTensormode active, because it relies
    on using the mode for dispatch (which can properly handle factory functions).
    elemN_inference_mode_basec                    t        j                  |      sJ t        j                  t         j                  j                  |      z  }t         j                  j                  | |j                  t        |      s|j                         nd t        |      s|j                         nd d |j                  |j                  |j                  d|j                  d dd|      }t         j                  j!                  |       ||_        t         j$                  j&                  j(                  rt        j*                         rt         j,                  j&                  j.                  rz|j1                         r0d |_        ||j4                  |j"                  j7                         <   |S |j4                  |j"                  j7                            |_        |j2                  J |S NF)torch_is_functional_tensorr"   _extra_dispatch_keys_C_dispatch_keysTensor_make_wrapper_subclassshaper   stridestorage_offsetdtypelayoutdevicerequires_grad_set_throw_on_mutable_data_ptrr#   _exportconfig(enable_auto_functionalized_v2_for_exportis_inference_mode_enabled	_inductorenable_auto_functionalized_v2is_base_tensorr$   _storage_to_baseuntyped_storage)clsr#   modeextra_dispatch_keysouts        r   __new__zFunctionalTensor.__new__e   s|   **4000& 11EHH4K4KD4QQ 	 ll11
 JJ!.t!4DKKM$-:4-@##%dJJKKKK)
, 	//4 MM  II//1&&DD!!#+/( EH%%chh&>&>&@A 
	 ,0+@+@HH,,.,( //;;;
r   c                    |D cg c]5  }|t         j                  t         j                  j                  t        fvr|7 }}|rt
        j                  d|       t        S |i }|t        j                  v rt        |      dk(  sJ |t         j                  j                  j                  j                  t         j                  j                  j                  j                  fv rOt        |      dk(  rt!        |d   t              sJ  |t        j"                  |d   j$                        |d         S t        |      dk(  rt!        |d   t              sJ  |t        j"                  |d   j$                              S t'        d      c c}w )N.FunctionalTensor unrecognized subclass(es): %sr         zqAttempting to use FunctionalTensor on its own. Instead, please use it with a corresponding FunctionalTensorMode())r'   r,   _subclasses
FakeTensorr"   not_implemented_logdebugNotImplementedmetadata_fnslenopsatenis_strides_like_formatdefaultis_contiguousmemory_format
isinstance_from_functional_tensorr#   RuntimeError)r   functypesr   r   tunrecognized_typess          r   __torch_dispatch__z#FunctionalTensor.__torch_dispatch__   sg    
u'8'8'C'CEUVV 
 

 %%@BT "!>F
 #000 v;!###		55==		,,::  4yA~*T!W>N*OOOE99$q',,GaQQt9>ja:J&KKK55d1gllCDD 
 	
M
s   :F	returnc                 4    dt        | j                         dS )NzFunctionalTensor())reprr#   r   s    r   __repr__zFunctionalTensor.__repr__   s    "4		?"3155r   c                 `   t        j                  |       rJ t        j                  |       }t        t         j                  j
                  j                        }|J |5  t        j                  | |       t        ||      }t        j                  ||       d d d        |S # 1 sw Y   S xY wr   )	r'   r(   _to_functional_tensorr   r*   _TorchDispatchModeKey
FUNCTIONAL_mirror_autograd_meta_tor"   )xx_functionalfunctional_moderB   s       r   to_functionalzFunctionalTensor.to_functional   s     ..q111
 2215 -UXX-K-K-V-VW*** 	>**1l;"<AC**<=	> 
		> 
s    9B##B-c                 j    t        j                  |        t        j                  | j                        S r   )r'   _syncrV   r#   ra   s    r   from_functionalz FunctionalTensor.from_functional   s#    D,,TYY77r   c                 @    t        j                  | j                        S r   )r'   _is_functional_tensor_baser#   ra   s    r   r<   zFunctionalTensor.is_base_tensor   s    //		::r   c                 D    t        j                  | j                  |       y r   )r'   _functionalize_replacer#   )r   outputs     r   replace_zFunctionalTensor.replace_   s    $$TYY7r   c                 B    t        j                  | j                         y r   )r'   _functionalize_commit_updater#   ra   s    r   commit_updatezFunctionalTensor.commit_update   s    **4995r   c                 B    t        j                  | j                         y r   )r'   _functionalize_syncr#   ra   s    r   synczFunctionalTensor.sync   s    !!$)),r   c                 B    t        j                  | j                         y r   )r'   1_functionalize_mark_mutation_hidden_from_autogradr#   ra   s    r   "mark_mutation_hidden_from_autogradz3FunctionalTensor.mark_mutation_hidden_from_autograd   s    ??		Jr   c                 ^   | j                   j                         dk(  r| j                   j                         S | j                   j                         dk(  r(| j                   D cg c]  }|j                          c}S | j                   D cg c]  }|j                          c}S c c}w c c}w )Nr   rG   )r#   dimitemtolist)r   r#   s     r   r   zFunctionalTensor.tolist   su    99==?a99>>##YY]]_!,0II6DDIIK66.2ii8dDKKM88 78s   #B%B*c                 &   t        t        j                  j                  j                        j
                  rKt        j                  j                  j                  | | j                  | j                  | j                         t        | 4  |i |S )N)r1   r3   r2   )r   r'   r*   re   rf   exportrO   rP   _assert_tensor_metadatar1   r3   r2   superr   )r   r   r   	__class__s      r   r   zFunctionalTensor.to  sj    ehh<<GGHOOIINN22jj{{{{	 3  wz4*6**r   c                     |xs t         j                  j                         }t        |      dkD  r | j                  |g|i |S  | j                  dd|i|S )Nr   r3   r   )r'   cudacurrent_devicerN   r   )r   r3   r   r   s       r   r   zFunctionalTensor.cuda  sX    65::446t9q=47763D3F334773&3F33r   )r1   cpu)r3   c                 6    | j                   j                         S r   )r#   to_densera   s    r   r   zFunctionalTensor.to_dense&  s    yy!!##r   c                 .    | j                   j                  S r   )r#   r2   ra   s    r   r2   zFunctionalTensor.layout)  s    yyr   c                 4    t        | j                               S r   )boolr   ra   s    r   __bool__zFunctionalTensor.__bool__-  s    DIIK  r   r   Nr]   Nr   )L__name__
__module____qualname____doc__r'   r,   __annotations__r*   re   rf   	_mode_key,_additional_keys_to_prop_for_wrapper_tensorsaddDispatchKey
ZeroTensorr)   rO   rP   rS   rR   rT   rQ   is_non_overlapping_and_densesizesym_sizer/   
sym_strider0   sym_storage_offsetnumel	sym_numelr   primr3   rM   r$   r   rC   r\   strrb   staticmethodrk   rn   r   r<   rt   rw   rz   r}   r   r   r   r   r    int8charr   bfloat16uint8bytefloat64doublefloat32floatfloat16halfint32intint64longr   propertyr2   r   __classcell__r   s   @r   r"   r"   1   s    ,, ..99I !88PPTT'' 			$$,,		$$22		--55		33;;		##		''		%%		!!))		%%--		))11		$$		  ((		""		%%L$ :>(#56=?B)
V6# 6  08; ;86-K9 9	+4 'UZZ8D
%\U\\%-@
AC*@H&U[[9D(u}}=F'emm<E&UZZ8D&U]];D
%EKK
8C&U[[9D$    !r   r"   c                   R     e Zd Zd fd	Z fdZ fdZddZedefd       Z	 xZ
S )	FunctionalTensorModec                 b   t         |           || _        d| _        g | _        t
        j                  j                  j                  | _	        || _
        |r$t
        j                  j                  j                  nd | _        i | _        i | _        || _        t#        j$                         | _        y r&   )r   __init__r   is_on_stackenter_stackr'   r*   re   rf   r   pre_dispatchr   PreDispatch_dispatch_key_tokens_tokens_forward_output_allow_token_discoveryweakrefWeakKeyDictionaryr=   )r   r   r   r   r   s       r   r   zFunctionalTensorMode.__init__2  s      77BB(AMUXX11==SW 13 @B# '=# %%' 	r   c                       fd} |       ) j                   j                  d       t                  S  j                   j                  d        S )Nc                  B    j                   t        j                  j                  j                  k(  r-t        t        j                  j                  j                        S t        j                  j                  t        j                  j                  j                        S r   )	r   r'   r*   r   r   r   re   rf   _get_dispatch_modera   s   r   _get_prev_modez6FunctionalTensorMode.__enter__.<locals>._get_prev_modeS  sm    !!UXX%9%9%E%EE6HH22==  88....99 r   TF)r   appendr   	__enter__)r   r   r   s   ` r   r   zFunctionalTensorMode.__enter__R  sN    	 ###D)7$&&##E*Kr   c                 b    | j                   j                         }|rt        |   |||       y y r   )r   popr   __exit__)r   abcr   r   s        r   r   zFunctionalTensorMode.__exit__c  s0    &&**,GQ1% r   c                 l    i |D cg c]@  }t        |t        j                  j                        s|t        j                  t
        fvr|B }}|rt        j                  d|       t        S  fd}|t
        j                  vrf ||      r^t        j                  j                  |j                               r1 5   |j                  i }|t        ur|cd d d        S 	 d d d         fd}	d }
ddlm}m}m}  ||      rt        j                  j%                  |j                         t        j                  j&                  j(                        stdd lmc m} dd lmc m} t        j4                  j7                         r"|j8                  r | |      S  | |      S |j:                  r | |      S  | |      S ddlm}m }  ||      rrt        j                  j%                  |j                         t        j                  j&                  j(                        rJ  | jB                   jD                  |      S tG        jH                  t
        |
f      \  }}t        j                  jK                  t        j                  j&                  j(                        }t        j                  jM                  t        j                  j&                  j(                        }|s|rJ t        j                  jO                         t        j                  jQ                  t        j                  j&                  j(                        z  }t        j                  jS                         jU                  t        j                  j&                  j(                        t
        jV                  z
  }tY        |tZ              rGt]               }|j_                        }|j_                        } ||i |}|ja                  |      }nEt        j                  jc                  ||      5  	 t        jd                  d      }|t
        j                  v r/ ||i |}tG        jH                  t        j                  |	|      }nt        j                  jg                  t        j                  jh                  jj                        x}rtG        jl                  g      D ]  }tY        |t
              s|jn                  jp                  t        jr                  |jt                           jv                  jx                  } t{        j|                  |       5  t        j~                  |       d d d          |j                  t        j                  j&                  j(                  g|i |} j                  rE|t        j                  j                  j                  j                  u rt        j                  |       tG        jH                  t        j                  |	|      }t        j                          t        jd                  |       	 d d d        t        j                  jK                  t        j                  j&                  j(                        }t        j                  jM                  t        j                  j&                  j(                        }|s|rJ t        d	 tG        jl                        D              r0|t        j                  j                  j                  j                  u r|S t        j                  j                  |j                  v ri|t        j                  j                  j                  j                  ur9t        j                  j                  j                         5   |i  d d d        t        ||      S c c}w # 1 sw Y   xY w# 1 sw Y   xY w# t        j                          t        jd                         w xY w# 1 sw Y   xY w# 1 sw Y   qxY w)
NrE   c                    j                   r1| t        j                  j                  j                  j
                  u ryddlm}  ||       ryt        d | j                  j                  D              }|s| j                  j                  ryj                   rGj                  r:| j                  dvr+| j                         rt        j                   d|  dd	
       yyt#        j$                  f      \  }}t'        | |      S )NFr   )#_should_decompose_because_unsafe_opTc              3   4   K   | ]  }|j                     y wr   )
alias_info).0args     r   	<genexpr>zRFunctionalTensorMode.__torch_dispatch__.<locals>._can_decompose.<locals>.<genexpr>  s     $VS^^$Vs   )rP   r   zAt pre-dispatch tracing, we assume that any custom op marked with CompositeImplicitAutograd and have functional schema are safe to not decompose. Found z to be one such op.rF   )
stacklevel)r   r'   rO   rP   dropoutrR   torch._decompr   any_schema	arguments
is_mutabler   	namespace_can_decomposewarningswarnpytreetree_flattenr   )rX   r   alias_info_presentflat_args_kwargsr   r   r   r   s        r   r   z?FunctionalTensorMode.__torch_dispatch__.<locals>._can_decomposey  s     {{tuyy~~'='='E'EE J248 "%$Vt||?U?U$V!V!T\\%<%< {{$$~~-==$BUBUBW %%)F*=? ()	 ! #)"5"5tVn"Ea1$8HIIr   c                     t        | t              rJ t        | t        j                        r!t        j                  |       rt        |       S | S r   )rU   r"   r'   r,   r(   )rh   r   s    r   wrapz5FunctionalTensorMode.__torch_dispatch__.<locals>.wrap  sC     "!%5666!U\\*u/J/J1/M'400Hr   c                     | j                   S r   )r#   )rh   s    r   unwrapz7FunctionalTensorMode.__torch_dispatch__.<locals>.unwrap  s    66Mr   r   )can_auto_functionalizedo_auto_functionalizedo_auto_functionalize_v2)handle_effectshas_effectsTc              3   <   K   | ]  }t        |t                y wr   )rU   r"   )r   rh   s     r   r   z:FunctionalTensorMode.__torch_dispatch__.<locals>.<genexpr>Q  s        1./s   )S
issubclassr'   rH   rI   r,   r"   rJ   rK   rL   rM   r*   _dispatch_has_kernelname	decompose*torch._higher_order_ops.auto_functionalizer   r   r   %_dispatch_has_kernel_for_dispatch_keyr   Functionalizetorch._export.configr6   r7   torch._inductor.configr:   compileris_exportingr8   r;   torch._higher_order_ops.effectsr   r   r   r   r   tree_map_only&_dispatch_tls_is_dispatch_key_included&_dispatch_tls_is_dispatch_key_excluded_dispatch_tls_local_include_setDispatchKeySet_dispatch_tls_local_exclude_setremover)   rU   r   PythonFunctionalizeAPIunwrap_tensorswrap_tensors_ForceDispatchKeyGuard#_functionalize_enable_reapply_viewsr   re   PROXYtree_leavestracertensor_trackerrV   r#   proxynodefx_tracebackset_current_replay_noderm   _op_dkr   rO   rP   r   rR   _freeze_functional_tensor_disable_functionalizationr   
lift_freshTaginplace_viewtagsset_source_Tensorutils_mode_utilsno_dispatchr   )!r   rX   rY   r   r   rZ   r[   r   rr   r   r   r   r   export_configinductor_configr   r   args_unwrappedkwargs_unwrappedis_includedis_excludedinclude_to_setexclude_to_setctxfully_unwrapped_argsfully_unwrapped_kwargsouts_unwrappedouts_wrappedold_apply_viewsmr   	curr_nodes!   `  ``                            r   r\   z'FunctionalTensorMode.__torch_dispatch__h  s   >F 
a!2!2!=!=>%,,(899 
 
 %%@BT "!-	J` (555t$ --diik: "DNND3F3N* *
			
 	
 "
((@@IIK--;;
 98<<~~**, II3D$fMM,T4vFF<</dD&II(tT6BBOtxxEE		UXX11??   "++T\\4v  ,2+?+?ftVn,
(( hhEEHH  ..
 hhEEHH  ..
 +--HH446hh%%ehh&:&:&H&HIJ 	
 HH446==$$22 334 	 d/0
 )*C#&#5#5d#; %(%7%7&" "%(N ++N;L 00P 8O7O&+&O&OPT&UO /<<<)-~)RAQ)R'-';';!LL$(  !& ; ;!HH::@@! 1  &,%7%7v%G 3'1!5E'F$,,-HH,C,C$)$A$A!&&$I-""'% !* &2%I%I)%T !3$)KKN!3 !33 *5!HH00>>*+* /*  ;;#uyy~~'='='E'EE % ? ? O'-';';!LL$( 446==oNq8Ot hhEEHH  ..
 hhEEHH  ..
 +--  ++L9  uyy~~00888 II""dii/EIINN//===((446 &d%f%& +4v|LLw
F @!3 !3* 446==oNq8O 8Oh& &s\   A__/`1D#_/_"*B8_/")`1	`*_"_,'_//+```'*`3r]   c                      y)NTr   )r?   s    r   is_infra_modez"FunctionalTensorMode.is_infra_modei  s    r   )FFFr   )r   r   r   r   r   r   r\   classmethodr   r2  r   r   s   @r   r   r   1  s6    (@"&
MB d  r   r   c                  \    t        t        j                  j                  j                        S r   )r   r'   r*   re   rf   r   r   r   disable_functional_moder5  n  s    uxx==HHIIr   r@   c                 *     d d  fd}|S )Nc                 d    t        | t        j                        rt        j	                  |       S | S r   )rU   r'   r,   r"   rk   rZ   s    r   to_funz&dispatch_functionalize.<locals>.to_fun}  s&    a&#11!44r   c                     t        | t              s3t        | t        j                        rt        j                  |       rJ | S t        j
                  |        t        j                  | j                        S r   )rU   r"   r'   r,   r(   rm   rV   r#   r8  s    r   from_funz(dispatch_functionalize.<locals>.from_fun  sT    !-.!U\\* 66q999HA,,QVV44r   c                     t         j                  j                  t         j                  j                  t         j                  j                  j
                              }|5  	5  t        j                  t         j                  
|       }t        j                  t         j                  
|      } |i |}t        j                  t        |      }|cd d d        cd d d        S # 1 sw Y   nxY wd d d        y # 1 sw Y   y xY wr   )
r'   r*   _ExcludeDispatchKeyGuardr  r   r   r   r   r,   r"   )r   r   disable_above	func_argsfunc_kwargsfunc_outputsoutputsr;  rX   r@   r9  s          r   innerz%dispatch_functionalize.<locals>.inner  s    99HH##EHH$8$8$F$FG
  	D 	,,U\\64HI ..u||VVLK:k:L**+;X|TG	 	 	 	 	 	 	s%   "C<%A/C'	C<'C0	,C<<Dr   )rX   r@   rC  r;  r9  s   `` @@r   dispatch_functionalizerD  {  s    
5
 Lr   c                       e Zd Zedee   dee   fd       Zedeej                  eej                  df   f   defd       Z
ededefd       Zedefd       Zedd
       Zedd       Zedd       Zedd       Zy	)BaseFunctionalizeAPIr   r]   c                      y r   r   r   r   s     r   r	  z!BaseFunctionalizeAPI.wrap_tensors      r   .c                      y r   r   rH  s     r   r  z#BaseFunctionalizeAPI.unwrap_tensors  s     	r   inner_fc                      y r   r   r   rK  s     r   functionalizez"BaseFunctionalizeAPI.functionalize  rI  r   c                      y r   r   ra   s    r   redispatch_to_nextz'BaseFunctionalizeAPI.redispatch_to_next  rI  r   Nc                      y r   r   r   input_tensoroutput_tensors      r   replacezBaseFunctionalizeAPI.replace  rI  r   c                      y r   r   r   tensors     r   rw   z"BaseFunctionalizeAPI.commit_update  rI  r   c                      y r   r   rW  s     r   rz   zBaseFunctionalizeAPI.sync  rI  r   c                      y r   r   rW  s     r   r}   z7BaseFunctionalizeAPI.mark_mutation_hidden_from_autograd  rI  r   r   )r   r   r   r   tupler   r	  r	   r'   r,   r  r   rN  r   rP  rU  rw   rz   r}   r   r   r   rF  rF    s    s c
   %,,ellC.?(@@A	 
 X (   $:          r   rF  c                        e Zd Z	 ddee   deddf fdZdee   dee   fdZ	de
ej                  eej                  df   eej                     f   defd	Zd
edefdZdefdZddZddZddZddZ xZS )r  Nr@   r   r]   c                 V    t         |           |r|n	t               | _        || _        y r   )r   r   r   r@   r   )r   r@   r   r   s      r   r   zPythonFunctionalizeAPI.__init__  s'     	 D&:&<	(r   r   c                     | j                   5  t        j                  j                  j	                  t        j
                  t        j                  |      cd d d        S # 1 sw Y   y xY wr   )r@   r'   r  _pytreer   r,   r"   rk   rH  s     r   r	  z#PythonFunctionalizeAPI.wrap_tensors  sH    YY 	;;&&44.<<d	 	 	s   AAA'.c                 |    t         j                  j                  j                  t        t        j
                  |      S r   )r'   r  r_  r   r"   rn   rH  s     r   r  z%PythonFunctionalizeAPI.unwrap_tensors  s/     {{""00.>>
 	
r   rK  c                 .    t        || j                        S r   )rD  r@   rM  s     r   rN  z$PythonFunctionalizeAPI.functionalize  s    %gtyy99r   c                 *    t        j                         S r   )
contextlibnullcontextra   s    r   rP  z)PythonFunctionalizeAPI.redispatch_to_next  s     %%''r   c                 n    t        |t              sJ t        |t              rJ |j                  |       y r   )rU   r"   rt   rR  s      r   rU  zPythonFunctionalizeAPI.replace  s2    ,(8999m-=>>>m,r   c                 H    t        |t              sJ |j                          y r   )rU   r"   rw   rW  s     r   rw   z$PythonFunctionalizeAPI.commit_update  s    &"2333r   c                 H    t        |t              sJ |j                          y r   )rU   r"   rz   rW  s     r   rz   zPythonFunctionalizeAPI.sync  s    &"2333r   c                 H    t        |t              sJ |j                          y r   )rU   r"   r}   rW  s     r   r}   z9PythonFunctionalizeAPI.mark_mutation_hidden_from_autograd  s    &"2333113r   r&   r   )r   r   r   r   r   r   r   r[  r   r	  r	   r'   r,   listr  r   rN  r   rP  rU  rw   rz   r}   r   r   s   @r   r  r    s    PU)12)IM)	)s c
 
%,,ellC.?(@$u||BTTU
	
:X :( :($: (-
4r   r  c                       e Zd Zdee   dee   fdZdeej                  eej                  df   f   deej                  eej                  df   f   fdZ	de
de
fdZdefdZdd
ZddZddZddZy	)CppFunctionalizeAPIr   r]   c                 "    ddl m}  ||d      S Nr   )_wrap_all_tensors_to_functional)level)!torch._functorch.eager_transformsrn  r   r   rn  s      r   r	  z CppFunctionalizeAPI.wrap_tensors  s    U.t1==r   .c                 2    ddl m}  ||t                     S Nr   )#_unwrap_all_tensors_from_functional)reapply_views)rp  rt  _reapply_viewsr   r   rt  s      r   r  z"CppFunctionalizeAPI.unwrap_tensors  s    	
 34~GWXXr   rK  c                 @    t         j                  j                  |      S r   )r'   rX   rN  rM  s     r   rN  z!CppFunctionalizeAPI.functionalize  s    zz''00r   c                     t         j                  j                  t         j                  j                  t         j                  j                  j
                              S r   )r'   r*   r=  r  r   r   ra   s    r   rP  z&CppFunctionalizeAPI.redispatch_to_next  s;    xx00HH##EHH$8$8$F$FG
 	
r   Nc                 0    t        j                  ||       y r   r'   rr   rR  s      r   rU  zCppFunctionalizeAPI.replace      $$\=Ar   c                 .    t        j                  |       y r   r'   rv   rW  s     r   rw   z!CppFunctionalizeAPI.commit_update
      **62r   c                 .    t        j                  |       y r   r'   ry   rW  s     r   rz   zCppFunctionalizeAPI.sync      !!&)r   c                 .    t        j                  |       y r   r'   r|   rW  s     r   r}   z6CppFunctionalizeAPI.mark_mutation_hidden_from_autograd      ??Gr   r   )r   r   r   r[  r   r	  r	   r'   r,   r  r   rN  r   rP  rU  rw   rz   r}   r   r   r   rk  rk    s    >s >c
 >
Y%,,ellC.?(@@AY	u||U5<<#455	6Y1X 1( 1
$: 

B3*Hr   rk  c                       e Zd Zd Zdee   dee   fdZdeej                  eej                  df   f   deej                  eej                  df   f   fdZ
dedefdZdefd	ZddZddZddZddZy
)FunctorchFunctionalizeAPIc                     || _         y r   )interpreter)r   r  s     r   r   z"FunctorchFunctionalizeAPI.__init__  s
    &r   r   r]   c                 R    ddl m}  ||| j                  j                               S rm  )rp  rn  r  ro  rq  s      r   r	  z&FunctorchFunctionalizeAPI.wrap_tensors  s!    U.t4;K;K;Q;Q;STTr   .c                 R    ddl m}  ||| j                  j                               S rs  )rp  rt  r  functionalize_add_back_viewsrw  s      r   r  z(FunctorchFunctionalizeAPI.unwrap_tensors  s*    	
 3 0 0 M M O
 	
r   rK  c                     t         j                  j                  || j                  j	                         rd      S d      S )Nmutations_and_views	mutations)r  )r'   rX   rN  r  r  rM  s     r   rN  z'FunctorchFunctionalizeAPI.functionalize(  sN    zz'' ##@@B & ( 
 	

 ! ( 
 	
r   c                 6    | j                   j                         S r   )r  lowerra   s    r   rP  z,FunctorchFunctionalizeAPI.redispatch_to_next2  s    %%''r   Nc                 0    t        j                  ||       y r   r{  rR  s      r   rU  z!FunctorchFunctionalizeAPI.replace5  r|  r   c                 .    t        j                  |       y r   r~  rW  s     r   rw   z'FunctorchFunctionalizeAPI.commit_update8  r  r   c                 .    t        j                  |       y r   r  rW  s     r   rz   zFunctorchFunctionalizeAPI.sync;  r  r   c                 .    t        j                  |       y r   r  rW  s     r   r}   z<FunctorchFunctionalizeAPI.mark_mutation_hidden_from_autograd>  r  r   r   )r   r   r   r   r[  r   r	  r	   r'   r,   r  r   rN  r   rP  rU  rw   rz   r}   r   r   r   r  r    s    'Us Uc
 U
	
%,,ellC.?(@@A	
	u||U5<<#455	6	

X 
( 
($: (B3*Hr   r  rX  c                 d    t        | t              rt        j                  | j                        S | S r   )rU   r"   r'   rV   r#   )rX  s    r   mb_unwrap_functional_tensorr  B  s'    &*+,,V[[99Mr   )4rc  r   r   abcr   r   collections.abcr   r   typingr   r   r	   r'   torch.fx.tracebackfx	tracebackr  torch.utils._pytreer  r_  r   torch._Cr
   rv  
torch._opsr   r   torch._subclasses.meta_utilsr   torch.utils._python_dispatchr   r   r   r   r   _logginggetArtifactLoggerr   rJ   r    r,   r"   r   contextmanagerr5  rD  rF  r  rk  r  r  r   r   r   <module>r     s       # $ - ' '  ) ) $ $ K K 6  nn66xARS "}!u|| }!@z, zz	 J J ?S>T '; >!3 !H/41 /4d!H. !HH+H 4 +H\ r   