
    i*                    0   d dl mZ d dlZd dlZd dlZd dlZd dlZd dlZd dlZd dl	Z	d dl
Zd dlZd dlmZ d dlmZ d dlmZ d dlmZ d dlmZmZmZmZmZmZmZ d dlmZ d dlZd d	lmZ  d d
l!m"Z" d dl#m$Z$ d dl%m&Z&m'Z' d dl(m)Z)  ejT                  e+      Z,er,d dl-m.Z.m/Z/m0Z0 d dl1m2Z2 d dl3Z3d dl4m5Z5 d dl6m7Z7 d dl8m9Z9 d dl:m;Z; 	  ejx                  d      Z= ejx                  d      Z> eddd       G d d             Z? G d de      Z@ G d dej                        ZB	  G d d      ZC ej$                  d        G d! d"             ZD G d# d$e      ZE ej$                  d%       G d& d'             ZF ed(      ZG	  ej$                  d        G d) d*             ZH	  ej$                  d        G d+ d,eH             ZI	  ej$                  d        G d- d.eH             ZJ	  G d/ d0eeG         ZK G d1 d2      ZL G d3 d4      ZM G d5 d6eKeM         ZN G d7 d8      ZO G d9 d:eKeO         ZP G d; d<      ZQ	  G d= d>eKeL         ZR G d? d@      ZS G dA dBeS      ZT G dC dD      ZU ej                         ZW	  G dE dF      ZXe G dG dH             ZY G dI dJ      ZZe	 	 	 	 dVdK       Z[e	 	 	 	 dWdL       Z\edXdM       Z]e	 dY	 	 	 	 	 dZdN       Z] e       	 dY	 	 	 	 	 d[dO       Z] e]d        G dP dQ             Z^ e]d        G dR dSe^             Z_dYd\dTZ`d]dUZay)^    )annotationsN)abstractmethod)defaultdict)contextmanager)	dataclass)AnyGeneric
NamedTupleOptionaloverloadTYPE_CHECKINGTypeVar)dataclass_transform)_pytree)
OrderedSet)is_traceable_wrapper_subclass)CapturedTracebackformat_frame)WeakTensorKeyDictionary)Callable	GeneratorIterator)CodeType)DDPOptimizerContext)	PyCodegen)ViewAndMutationMetaFakeTensorModez-^(?P<frame_id>\d+)/(?P<frame_compile_id>\d+)$zQ^!(?P<compiled_autograd_id>\d+)(?:/(?P<frame_id>\d+)/(?P<frame_compile_id>\d+))?$T)frozenkw_onlyslotsc                  J    e Zd ZU ded<   ded<   dZded<   ddZed	d       Zy)
	CompileId
int | Noneframe_idframe_compile_idNcompiled_autograd_idc                   | j                   }| j                  d u | j                  d u k7  r%t        d| j                   d| j                         d}| j                  d| j                   d| j                   }d| j                    | S | j                  | j                  %t        d| j                   d| j                         | j                   d| j                   S )NzMframe_id and frame_compile_id must both be None or both be set, got frame_id=z, frame_compile_id= /!z=frame_id and frame_compile_id must not be None, got frame_id=)r'   r%   r&   AssertionError)self	frame_strs     ^/var/www/vps2.regionflexible.com/Desarrollo/venv/lib/python3.12/site-packages/torch/_guards.py__str__zCompileId.__str__S   s   $$0%4+@+@D+HI$$$(MM?2EdF[F[E\^  I}}(a0E0E/FG	t001)==}}$(=(=(E$$$(MM?2EdF[F[E\^  mm_Ad&;&;%<==    c                &   |y	 t         t        fD ]X  }|j                  |      x}s|j                         }|j	                         D ]  \  }}|	t        |      ||<     | di |c S  t        # t        $ r}t        d| d      |d}~ww xY w)z
        Factory method that creates a CompileId from its string representation.
        Keep this in sync with the __str__ method.
        NzInvalid compile_id '' )COMPILE_ID_PATTERNCA_COMPILE_ID_PATTERNmatch	groupdictitemsint
ValueError	Exception)cls
compile_idpatternr7   groupskves           r/   from_stringzCompileId.from_stringh   s     	J.0EF !#MM*5555"__.F & /1=(+AF1I/ ==(! !  	J3J<qABI	Js(   "A2 (A2 A2 +A2 2	B;BBreturnstr)r>   
str | NonerF   CompileId | None)__name__
__module____qualname____annotations__r'   r0   classmethodrD   r4   r1   r/   r#   r#   D   s8    
 !  (,*+
>* J Jr1   r#   c                  *    e Zd ZU ded<   ded<   ddZy)TraceIdr#   r>   r:   attemptc                    | j                   dk(  rt        | j                        S | j                   d| j                    S )Nr   _)rQ   rG   r>   r-   s    r/   r0   zTraceId.__str__   s7    <<1t''oo&a~66r1   NrE   rJ   rK   rL   rM   r0   r4   r1   r/   rP   rP      s     L7r1   rP   c                  x    e Zd ZdZdZdZdZdZdZdZ	dZ
d	Zd
ZdZdZdZdZdZdZdZddZddZddZddZddZy)GuardSourcer                           	   
                     c                F    | t         j                  t         j                  fv S N)rW   GLOBAL_FSDP_MODULELOCAL_FSDP_MODULErT   s    r/   is_fsdp_modulezGuardSource.is_fsdp_module   s    668U8UVVVr1   c                    dd l mc m} |j                  r4| t        j
                  t        j                  fv xs | j                         S | t        j
                  t        j                  fv S )Nr   )torch._dynamo.config_dynamoconfig_unsafe_skip_fsdp_module_guardsrW   GLOBAL_SPECIALIZED_NN_MODULELOCAL_SPECIALIZED_NN_MODULErl   )r-   rp   s     r/   is_specialized_nn_modulez$GuardSource.is_specialized_nn_module   sn    --11<<;; )
 &&( 4433
 
 	
r1   c                    | t         j                  t         j                  t         j                  t         j                  fv S ri   )rW   GLOBAL_UNSPECIALIZED_NN_MODULELOCAL_UNSPECIALIZED_NN_MODULE&GLOBAL_UNSPECIALIZED_BUILTIN_NN_MODULE%LOCAL_UNSPECIALIZED_BUILTIN_NN_MODULErT   s    r/   is_unspecialized_nn_modulez&GuardSource.is_unspecialized_nn_module   s8    6655>>==	
 
 	
r1   c                F    | t         j                  t         j                  fv S ri   )rW   rx   ry   rT   s    r/   "is_unspecialized_builtin_nn_modulez.GuardSource.is_unspecialized_builtin_nn_module   s&    >>==
 
 	
r1   c                    | t         j                  t         j                  t         j                  t         j                  t         j
                  fv S ri   )rW   LOCALrs   rk   rw   ry   rT   s    r/   is_localzGuardSource.is_local   sA    33))55==
 
 	
r1   NrF   bool)rJ   rK   rL   r~   GLOBALrs   rr   CONSTANTRANDOM_VALUE	SHAPE_ENVrk   rj   BACKWARD_STATE	EPHEMERALSYNTHETIC_LOCALrw   rv   ry   rx   
TEMP_LOCALrl   rt   rz   r|   r   r4   r1   r/   rW   rW      sy    EF"##$ HLINIO$&!%'",.)-/*JW
"


r1   rW   c                      e Zd Zy)GuardBuilderBaseNrJ   rK   rL   r4   r1   r/   r   r      s    r1   r   )r   c                  *    e Zd ZU ded<   ded<   ddZy)SLocz#traceback.FrameSummary | str | Noneframework_locrH   maybe_user_locc                    t        | j                  t              r| j                  nt        | j                        }| j                  | j                   d| dS d| dS )Nz ()()
isinstancer   rG   r   r   )r-   flocs     r/   r0   zSLoc.__str__   sh     $,,c2 d001 	
 *))*"TF!44tfA;r1   NrE   rU   r4   r1   r/   r   r      s    66	r1   r   c                  ,    e Zd ZU ded<   ded<   ded<   y)
ShapeGuardzsympy.logic.boolalg.Booleanexprr   slocr   size_obliviousNrJ   rK   rL   rM   r4   r1   r/   r   r      s    
%%
Jr1   r   )r!   c                  <   e Zd ZU ded<   ded<   dZded<   dZded<   dZd	ed
<   dZded<   dZded<   dZ	ded<   dZ
ded<   dZded<   d%dZd&dZd'dZd(dZed)d       Zed*d       Zed+d       Zd)dZd)dZd,dZd-d Zd-d!Zd-d"Zd)d#Z	 	 	 	 	 	 	 	 	 	 d.d$Zy)/GuardSourceoriginating_sourcez)Callable[[GuardBuilderBase, Guard], None]	create_fnNzlist[str] | Noneguard_types	code_listzobject | Noneobj_weakref!weakref.ReferenceType[Any] | Noneguarded_class_weakrefzCapturedTraceback | Nonestackztraceback.StackSummary | None
user_stackr$   _hashFr   _unserializablec                    | j                   :t        | j                  | j                  t	        | j
                        f      | _         | j                   S ri   )r   hashnamesourceidr   rT   s    r/   __hash__zGuard.__hash__  s:    ::tyy$++r$..7IJKDJzzr1   c                   t        | j                  t        j                        xrD | j                  j                  t
        j                  j                  j                  j                  u }|| j                  r| j                  j                  ndt        | j                        | j                  | j                         j                  j                   fS )N)r   r   	functoolspartialfunctorchro   guardsGuardBuilderDUPLICATE_INPUTr   valuelenr   inner_create_fn__code__co_firstlineno)r-   is_duplicate_inputs     r/   sort_keyzGuard.sort_key  s    
 t~~y'8'89 Y##u}}';';'H'H'X'XX 	
 !%DKK"		NII  "++::
 	
r1   c                D    | j                         |j                         k  S ri   )r   r-   others     r/   __lt__zGuard.__lt__+  s    }}!111r1   c                    t        | j                  t        j                        r| j                  j                  S | j                  S ri   )r   r   r   r   r   rT   s    r/   r   zGuard.inner_create_fn.  s0    dnni&7&78>>&&&>>!r1   c                .    | j                   j                  S ri   )r   r   rT   s    r/   r   z
Guard.name4  s    &&+++r1   c                .    | j                   j                  S ri   )r   guard_sourcerT   s    r/   r   zGuard.source8  s    &&333r1   c           
        t        | t        j                        re |        }|Ddt        t	        |              d|j
                  j                   dt        t	        |             dS dt        t	        |              dS t        |       S )a  
        This is a workaround of a Python weakref bug.

        `obj_weakref` is instance returned by `weakref.ref`,
        `str(obj_weakref)` is buggy if the original obj overrides __getattr__, e.g:

            class MyConfig(dict):
                def __getattr__(self, x):
                    return self[x]

            obj = MyConfig(offset=5)
            obj_weakref = weakref.ref(obj)
            str(obj_weakref)  # raise error: KeyError: '__name__'
        z<weakref at z; to 'z' at >z; dead>)r   weakrefReferenceTypehexr   	__class__rJ   rG   )r   objs     r/   weakref_to_strzGuard.weakref_to_str<  s      k7#8#89-C%c"[/&:%;6#--BXBXAYY^_bceficj_k^llmnn%c"[/&:%;7CC{##r1   c                Z   d| j                   r$| j                   j                  j                         nd dt        | j                         d| j	                         j
                   d| j                   d| j                   d| j                  | j                         d| j                   d}|S )	Nz	
        r)    z&
        {
            'guard_types': z,
            'code': z,
            'obj_weakref': z
            'guarded_class': z
        }
        )r   r   lowerreprr   rJ   r   r   r   r   r   )r-   ss     r/   __repr__zGuard.__repr__U  s    	%)[[					!b94		?:K1TMaMaMcMlMlLm n ,,- .^^$ % //0@0@AB C"889 :	 r1   c                   dt        | j                         d}| j                  r$| j                  j                  j                         nd}|d| dz  }|d| j	                         j
                   dz  }|d| j                   dz  }|d| j                   dz  }|d| j                  | j                         dz  }|d	| j                   dz  }|S )
NzName: 
r)   z    Source: z    Create Function: z    Guard Types: z    Code List: z    Object Weakref: z    Guarded Class Weakref: )r   r   r   r   r   rJ   r   r   r   r   r   )r-   outputr   s      r/   r0   zGuard.__str__a  s    $tyy/*"--1[[!!'')bL++)$*>*>*@*I*I)J"MM%d&6&6%7r::ODNN#3266()<)<T=M=M)N(OrRR/0J0J/K2NNr1   c           	     R   	 | j                  ||       S # t        $ r t        j                  dt	        |       j                                | j                  rNt        j                  ddj                  | j                  j                         dd        j                                 w xY w)NzError while creating guard:
%szCreated at:
%sr)   )
r   r<   log	exceptionrG   rstripr   errorjoinformat)r-   builders     r/   createzGuard.createl  s    	>>'400 	MM;SY=M=M=OPzz		+RWWTZZ5F5F5H5M-N-U-U-WX		s
    BB&c                6    | j                   j                         S ri   )r   rt   rT   s    r/   rt   zGuard.is_specialized_nn_moduleu  s    {{3355r1   c                6    | j                   j                         S ri   )r   rl   rT   s    r/   rl   zGuard.is_fsdp_modulex  s    {{))++r1   c                6    | j                   j                         S ri   )r   r   rT   s    r/   r   zGuard.is_local{  s    {{##%%r1   c                    t        | j                  t        j                        r"| j                  j                  }|j
                  S | j                  }|j
                  S ri   )r   r   r   r   r   rJ   )r-   r   s     r/   create_fn_namezGuard.create_fn_name~  sJ    dnni&7&78++I !!! I!!!r1   c                   | j                   sg | _         | j                   j                  |       | j                  |d fvrt        d| j                   d|       || _        | j                  s|| _        n| j                  j                  |       | j                  |d fv xs) t        | j                        xr | j                         d u }|st        d| j                   d|       || _        y )Nz1Guarded class id must be identical, or None, got z vs zHGuarded object must be identical, None or ephemeral (dead weakref), got )r   appendr   r,   r   extendr   callable)r-   
guard_typeguarded_classr   r   is_valids         r/   set_export_infozGuard.set_export_info  s    !D
+%%mT-BB 112$}oG  &3"~~&DNNN!!), d 33 +(() +  "d* 	
  ''([M;  'r1   rF   r:   )rF   ztuple[bool, int, int, str, int])r   r   rF   r   )rF   z(Callable[[GuardBuilderBase, Guard], Any]rE   rF   rW   )r   objectrF   rG   )r   r   rF   r   r   )
r   rG   r   r   r   	list[str]r   r   rF   None)rJ   rK   rL   rM   r   r   r   r   r   r   r   r   r   r   r   r   propertyr   r   staticmethodr   r   r0   r   rt   rl   r   r   r   r4   r1   r/   r   r      s   & 88 %)K!("&I&!%K%?C<C&*E#*04J-4E:!OT!

 2" , , 4 4 $ $0
	6,&"&'&' 9&' 	&'
 &' 
&'r1   r   Tc                      e Zd Zy)GuardEnvExprNr   r4   r1   r/   r   r     s    r1   r   c                  *    e Zd ZU ded<   ded<   ddZy)DuplicateInputsr   input_source_ainput_source_bc                f    | j                   | j                  k(  rt        d| j                          y )Nz9input_source_a and input_source_b must be different, got )r   r   r,   rT   s    r/   __post_init__zDuplicateInputs.__post_init__  s>    $"5"55 **+-  6r1   NrF   r   )rJ   rK   rL   rM   r   r4   r1   r/   r   r     s    r1   r   c                  "    e Zd ZU ded<   ded<   y)StorageOverlapzlist[Source]overlapping_sourcesnon_overlapping_sourcesNr   r4   r1   r/   r  r    s    %%))r1   r  c                  0    e Zd Zedd       Zedd       Zy)Checkpointablec                     y ri   r4   rT   s    r/   copy_graphstatezCheckpointable.copy_graphstate  s    $'r1   c                     y ri   r4   r-   states     r/   restore_graphstatez!Checkpointable.restore_graphstate  s    47r1   N)rF   r   )r  r   rF   r   )rJ   rK   rL   r   r  r  r4   r1   r/   r  r    s    ' '7 7r1   r  c                  4    e Zd ZU dZded<   ddZd	dZd
dZy)GuardsCheckpointStatezW
    The GuardCheckpointState - it is the T of Checkpointable[T] for GuardsContext
    OrderedSet[Guard]dynamo_guardsc                    || _         y ri   )r  )r-   r  s     r/   __init__zGuardsCheckpointState.__init__   s
    *r1   c                n    | j                   j                  |j                         }t        |      dk(  ry|S )z
        Produces a delta against another GuardsCheckpointState.

        Returns None if no delta is found, otherwise, return an OrderedSet() of mismatched
        Guard type objects.
        r   N)r  
differencer   r-   r   rs      r/   diffzGuardsCheckpointState.diff  s3     ))%*=*=>q6Q;r1   c                J    t        |t              sy| j                  |      d u S NF)r   r  r  r   s     r/   __eq__zGuardsCheckpointState.__eq__  s$    %!67yy4''r1   N)r  r  rF   r   )r   r  rF   Optional[OrderedSet[Guard]]r   r   rF   r   )rJ   rK   rL   __doc__rM   r  r  r  r4   r1   r/   r  r    s     %$+
(r1   r  c                  4    e Zd ZU i Zded<   ddZddZd	dZy)
ModuleContextCheckpointStatedict[str, torch.nn.Module]
nn_modulesc                    || _         y ri   r!  )r-   r!  s     r/   r  z%ModuleContextCheckpointState.__init__  s	    $r1   c                    t        | j                  j                               j                  t        |j                  j                                     }t	        |      dk(  ry|S )z
        Produces a delta against another ModuleContextCheckpointState.

        Returns None if no delta is found, otherwise, return a set() of mismatched
        module key names.
        r   N)setr!  keysr  r   r  s      r/   r  z!ModuleContextCheckpointState.diff  sM     $$&'223u7G7G7L7L7N3OPq6Q;r1   c                J    t        |t              sy| j                  |      d u S r  )r   r  r  r   s     r/   r  z#ModuleContextCheckpointState.__eq__'  $    %!=>yy4''r1   N)r!  r   rF   r   )r   r  rF   set[str] | Noner  )rJ   rK   rL   r!  rM   r  r  r  r4   r1   r/   r  r    s    -/J*/%
(r1   r  c                  $    e Zd ZddZddZddZy)ModuleContextc                    i | _         y ri   r#  rT   s    r/   r  zModuleContext.__init__.  s	    *,r1   c                >    t        t        | j                              S ri   )r  dictr!  rT   s    r/   r  zModuleContext.copy_graphstate1  s    +D,ABBr1   c                t    t        |t              st        dt        |             |j                  | _        y )Nz+expected ModuleContextCheckpointState, got )r   r  r,   typer!  r
  s     r/   r  z ModuleContext.restore_graphstate4  s7    %!=> =d5k]K   **r1   Nr   )rF   r  )r  r  rF   r   rJ   rK   rL   r  r  r  r4   r1   r/   r+  r+  -  s    -C+r1   r+  c                  4    e Zd ZU i Zded<   ddZddZd	dZy)
GlobalContextCheckpointStatedict[str, tuple[Callable, Any]]global_statec                    || _         y ri   r5  )r-   global_statess     r/   r  z%GlobalContextCheckpointState.__init__?  s
    )r1   c                    t        | j                  j                               j                  t        |j                  j                                     }t	        |      dk(  ry|S )z
        Produces a delta against another GlobalContextCheckpointState.

        Returns None if no delta is found, otherwise, return a set() of mismatched
        global key names.
        r   N)r%  r5  r&  r  r   r  s      r/   r  z!GlobalContextCheckpointState.diffB  sO     !!&&()44S9K9K9P9P9R5STq6Q;r1   c                J    t        |t              sy| j                  |      d u S r  )r   r3  r  r   s     r/   r  z#GlobalContextCheckpointState.__eq__N  r(  r1   N)r8  r4  rF   r   )r   r3  rF   r)  r  )rJ   rK   rL   r5  rM   r  r  r  r4   r1   r/   r3  r3  <  s    46L16*
(r1   r3  c                  0    e Zd ZdZh dZddZddZd	dZy)
GlobalContextzz
    This keeps track of the global torch state during tracing of a function.
    For example, torch.is_grad_enabled.
    >   grad_enabledautocast_enabledautocast_cpu_dtypeautocast_gpu_dtypeautocast_cpu_enabledautocast_cache_enabledc                    i | _         y ri   r7  rT   s    r/   r  zGlobalContext.__init__c  s
    =?r1   c                ,    t        | j                        S ri   )r3  r5  rT   s    r/   r  zGlobalContext.copy_graphstatef  s    +D,=,=>>r1   c                   t        |t              st        dt        |             |j                  | _        t        | j                        t        | j                        k(  r0t        | j                  j                               | j                  k(  s<t        dt        | j                  j                                d| j                         | j                  j                         D ]  \  }} ||        y )Nz+expected GlobalContextCheckpointState, got z Global state mismatch: got keys z, expected )
r   r3  r,   r0  r5  r   _supported_global_statesr%  r&  values)r-   r  r   argss       r/   r  z GlobalContext.restore_graphstatei  s    %!=> =d5k]K  "..!!"c$*G*G&HHD%%**,-1N1NN 23t7H7H7M7M7O3P2Q R 99:<  ++224 	JD$J	r1   Nr   )rF   r3  )r  r3  rF   r   )rJ   rK   rL   r  rF  r  r  r  r4   r1   r/   r<  r<  T  s    
 @?r1   r<  c                  d    e Zd ZdddZddZddZddZddZddd		 	 	 	 	 	 	 dd
ZddZ	ddZ
y)	GuardsSetNc                6    |t               | _        y || _        y ri   )r   inner)r-   rL  s     r/   r  zGuardsSet.__init__~  s    =,6LDJDJr1   c                ,    t        | j                        S ri   )iterrL  rT   s    r/   __iter__zGuardsSet.__iter__      DJJr1   c                ,    t        | j                        S ri   )r   rL  rT   s    r/   __len__zGuardsSet.__len__  s    4::r1   c                F    t        | j                  |j                  z
        S ri   )rJ  rL  r   s     r/   __sub__zGuardsSet.__sub__  s    ekk122r1   c                ,    t        | j                        S ri   )r   rL  rT   s    r/   __bool__zGuardsSet.__bool__  rP  r1   Tr   )collect_debug_stackskipc                   || j                   v ry |r*|j                  t        j                  d|z         |_        |j                  t
        j                         |_        | j                   j                  |       y NrX   )rX  )rL  r   r   extractr   TracingContextextract_stackadd)r-   guardrW  rX  s       r/   r^  zGuardsSet.add  sc     DJJ{{"/77QXF#-;;=E

ur1   c                F    |D ]  }|D ]  }| j                  |d         y rZ  )r^  )r-   othersogs       r/   updatezGuardsSet.update  s0     	$A $#$	$r1   c                \    ddl m t        fd| j                  D              | _        y)z.Delete all guards that contains a given sourcerX   )is_from_sourcec              3  J   K   | ]  } |j                         r|  y wri   )r   ).0rc  rf  r   s     r/   	<genexpr>z6GuardsSet.remove_guards_with_source.<locals>.<genexpr>  s%       
8L8Lf)UA 
s   ##N)_dynamo.sourcerf  r   rL  )r-   r   rf  s    `@r/   remove_guards_with_sourcez#GuardsSet.remove_guards_with_source  s#    2  
zz 
 

r1   ri   )rL  r  rF   r   )rF   zIterator[Guard]r   )r   rJ  rF   rJ  r   )r_  r   rW  r   rX  r:   rF   r   )ra  z
set[Guard]rF   r   )r   r   rF   r   )rJ   rK   rL   r  rO  rR  rT  rV  r^  rd  rk  r4   r1   r/   rJ  rJ  }  sR     
3  <@Q

48
GJ
	
$

r1   rJ  c                  $    e Zd ZddZddZddZy)GuardsContextc                0    t               | _        g | _        y ri   )rJ  r  aotautograd_guardsrT   s    r/   r  zGuardsContext.__init__  s    (168r1   c                R    t        t        | j                  j                              S ri   )r  r   r  rL  rT   s    r/   r  zGuardsContext.copy_graphstate  s    $Z0B0B0H0H%IJJr1   c                    t        |t              st        dt        |             t	        |j
                        | _        y )Nz$expected GuardsCheckpointState, got )r   r  r,   r0  rJ  r  r
  s     r/   r  z GuardsContext.restore_graphstate  s7    %!67 #GU}!UVV&u':':;r1   Nr   )rF   r  )r  r  rF   r   r1  r4   r1   r/   rm  rm    s    9K<r1   rm  c                      e Zd Zed
d       Zedd       Zedd       Zedd       Zedd       Zedd       Z	e	 	 	 	 	 	 	 	 dd       Z
e	 	 	 	 	 	 dd       Zy	)HopSubgraphCachec                     y ri   r4   r-   fn_id
identifiers      r/   add_dynamo_installed_submodulez/HopSubgraphCache.add_dynamo_installed_submodule  s    SVr1   c                     y ri   r4   r-   rv  s     r/   get_dynamo_installed_submodulesz0HopSubgraphCache.get_dynamo_installed_submodules      HKr1   c                     y ri   r4   r-   rw  keys      r/   add_autograd_key_entryz'HopSubgraphCache.add_autograd_key_entry  s    NQr1   c                     y ri   r4   r-   rw  s     r/   get_autograd_key_entryz'HopSubgraphCache.get_autograd_key_entry  s    JMr1   c                     y ri   r4   r~  s      r/   add_proxy_dispatch_entryz)HopSubgraphCache.add_proxy_dispatch_entry  s    PSr1   c                     y ri   r4   r  s     r/   get_proxy_dispatch_entryz)HopSubgraphCache.get_proxy_dispatch_entry  s    LOr1   c                     y ri   r4   )r-   rw  tangent_metadatagmods       r/   add_lazy_bwd_entryz#HopSubgraphCache.add_lazy_bwd_entry  s     r1   c                     y ri   r4   r-   rw  r  s      r/   get_lazy_bwd_entryz#HopSubgraphCache.get_lazy_bwd_entry  s     :=r1   Nrv  r:   rw  rG   rF   r   rv  r:   rF   r   rw  rG   r  r   rF   r   rw  rG   rF   zCallable | Nonerw  rG   r  tuple[object]r  ztorch.fx.GraphModulerF   r:   rw  rG   r  r  rF   z.tuple[torch.fx.GraphModule | None, int | None])rJ   rK   rL   r   rx  r{  r  r  r  r  r  r  r4   r1   r/   rs  rs    s    V VK KQ QM MS SO O ( #	
 
  ==1>=	7= =r1   rs  c                      e Zd ZddZddZddZddZddZddZddZ		 	 	 	 	 	 	 	 ddZ
	 	 	 	 	 	 dd	Zdd
ZddZy)InvokeSubgraphCachec                ~    i | _         i | _        t        t              | _        t        t
              | _        i | _        y ri   )autograd_cacheproxy_dispatch_cacher   listdynamo_installed_submodulesr.  lazy_bwd_cacheeffects_cacherT   s    r/   r  zInvokeSubgraphCache.__init__  s>    359;!ALTAR(  	
  	r1   c                @    | j                   |   j                  |       y ri   )r  r   ru  s      r/   rx  z2InvokeSubgraphCache.add_dynamo_installed_submodule  s    ((/66zBr1   c                :    | j                   j                  |g       S ri   )r  getrz  s     r/   r{  z3InvokeSubgraphCache.get_dynamo_installed_submodules  s    //33E2>>r1   c                "    || j                   |<   y ri   )r  r~  s      r/   r  z*InvokeSubgraphCache.add_autograd_key_entry  s    *-J'r1   c                :    | j                   j                  |d       S ri   )r  r  r  s     r/   r  z*InvokeSubgraphCache.get_autograd_key_entry  s    ""&&z488r1   c                "    || j                   |<   y ri   )r  r~  s      r/   r  z,InvokeSubgraphCache.add_proxy_dispatch_entry  s    03!!*-r1   c                :    | j                   j                  |d       S ri   )r  r  r  s     r/   r  z,InvokeSubgraphCache.get_proxy_dispatch_entry  s    ((,,Z>>r1   c                ^    t        | j                  |         }||f| j                  |   |<   |S ri   )r   r  )r-   rw  r  r  	num_gmodss        r/   r  z&InvokeSubgraphCache.add_lazy_bwd_entry  s:     ++J78	=A9<MJ'(89r1   c                ^    || j                   vry| j                   |   j                  |d      S )N)NN)r  r  r  s      r/   r  z&InvokeSubgraphCache.get_lazy_bwd_entry  s4     T000"":.223C\RRr1   c           	         | j                   j                  |d      x}r||k7  rt        d| d| d| d      || j                   |<   y)z>Store the effect types for a given invoke_subgraph identifier.NzPDifferent number of effects were found for invoke_subgraph call with identifier z,. 
Previously we had the following effects: z.
But now we have: .)r  r  r,   )r-   rw  effectsprev_effectss       r/   add_effectszInvokeSubgraphCache.add_effects  sn    --11*dCC<C,&$,,6< 8@@L~ N((/y3  *1:&r1   c                :    | j                   j                  |d      S )zARetrieve the effect types for a given invoke_subgraph identifier.N)r  r  r  s     r/   get_effectszInvokeSubgraphCache.get_effects!  s    !!%%j$77r1   Nr   r  r  r  r  r  r  )rw  rG   r  r%  rF   r   )rw  rG   rF   z
set | None)rJ   rK   rL   r  rx  r{  r  r  r  r  r  r  r  r  r4   r1   r/   r  r    s|    	C?.94?		 (	 #		
 
	SS1>S	7S
18r1   r  c                      e Zd ZddZddZy)HopDispatchSetCachec                2    ddl m} |t               i| _        y )Nr   )invoke_subgraph)'torch._higher_order_ops.invoke_subgraphr  r  hop_cache_map)r-   r  s     r/   r  zHopDispatchSetCache.__init__'  s    K-/B/DEr1   c                >    || j                   vry | j                   |   S ri   )r  )r-   ops     r/   	get_cachezHopDispatchSetCache.get_cache-  s$    T'''!!"%%r1   Nr   )r  ztorch._ops.HigherOrderOperatorrF   zHopSubgraphCache | None)rJ   rK   rL   r  r  r4   r1   r/   r  r  &  s    F&r1   r  c                  \    e Zd Zedd       Zedd       Zd	dZed
d       Zedd       Zy)CompileContextc                 X    t         j                  t        d      t         j                  S )Nzcompile_context is not set)_TLScompile_contextr,   r4   r1   r/   r  zCompileContext.getI  s&    ' !=>>###r1   c                 $    t        t        dd       S Nr  getattrr  r4   r1   r/   try_getzCompileContext.try_getO      t.55r1   c                    |'t        |t              st        dt        |             || _        d| _        g | _        y )Nz*compile_id must be None or CompileId, got r   )r   r#   r,   r0  r>   rQ   shape_env_guards)r-   r>   s     r/   r  zCompileContext.__init__S  sF    !*Z*K <T*=M<NO  -7+-r1   c                 H    t         j                         } | y | j                  S ri   )r  r  r>   rT   s    r/   current_compile_idz!CompileContext.current_compile_id]  s"    %%'<r1   c                     t         j                         } | y | j                  y t        | j                  | j                        S ri   )r  r  r>   rP   rQ   rT   s    r/   current_trace_idzCompileContext.current_trace_idd  s:    %%'<??"t55r1   N)rF   r  )rF   CompileContext | None)r>   rI   rF   r   )rF   rI   )rF   zTraceId | None)	rJ   rK   rL   r   r  r  r  r  r  r4   r1   r/   r  r  H  sU    $ $
 6 6.   6 6r1   r  c                  0    e Zd ZU dZded<   ded<   ded<   y)	InlinedCodeCachez8Cache for code-object-derived data used during inlining.z	list[Any]instructionszdict[Any, int]indexofdict[str, Any]code_optionsN)rJ   rK   rL   r  rM   r4   r1   r/   r  r  n  s    B  r1   r  c                  6   e Zd ZdZedd       Zedd       ZddZddZee	dd              Z
edd       ZddZeej                  dd	              Zeej                  	 	 	 	 dd
              Zeej                  dd              Zedd       Zedd       Zy)r\  z
    Provides the currently installed TracingContext, or None.

    Note that it is a staticmethod, and invocations outside of `with tracing()` (see below), are valid but
    will return None.
    c                 $    t        t        dd       S )Ntracing_contextr  r4   r1   r/   r  zTracingContext.try_get  r  r1   c                 H    t         j                         x} r| S t        d      )Nz<TracingContext.get() must be called within an ongoing trace.)r\  r  RuntimeError)ctxs    r/   r  zTracingContext.get  s+     ((**3*JJ
 	
r1   c                   t               | _        t               | _        t	               | _        t               | _        t               | _        t               | _	        || _
        g | _        d | _        d | _        d | _        d | _        d | _        d | _        d | _        d | _        d| _        t+               | _        d| _        t1               | _        g | _        y r  )rm  guards_contextr+  module_contextr<  global_contextr.  previously_inlined_functionspreviously_cleaned_instructionsinlined_code_cache	fake_modeframe_summary_stackloc_in_framefw_metadataddp_optimizer_ctxaot_graph_nameparams_flatparams_flat_unwrap_subclassesparams_unwrapped_to_flat_indexoutput_strides#force_unspec_int_unbacked_size_liker   tensor_to_contextfakify_first_callr  hop_dispatch_set_cachetraced_code)r-   r  s     r/   r  zTracingContext.__init__  s    +o+o+o<@F)?Cv,?Cv09AC  :>7;=A04-1?C*@D+ DH 490!8!:
 "'&9&;#+-r1   c                    i | j                   _        | j                  j                          | j                  j                          | j
                  j                          y ri   )r  r5  r  clearr  r  rT   s    r/   r  zTracingContext.clear  sH     ,.())//1,,224%%'r1   c               +  V  K   i }t         j                         }| D ]  }t        ||      ||<    | j                         D ]  \  }}t	        |||        	 d  |j                         D ]  \  }}t	        |||        y # |j                         D ]  \  }}t	        |||        w xY wwri   )r\  r  r  r9   setattr)kwargspriorr  r  vals        r/   patchzTracingContext.patch  s        " 	+C c*E#J	+  	#HCCc"	#	'!KKM 'SS#&'EKKM 'SS#&'s   AB)A? &B)?'B&&B)c                     t         j                         } | t        j                         S | j                  }| j
                  || j                         gz   }t        j                  j                  |      S ri   )r\  r  	tracebackStackSummaryr  r  _populate_loc_in_frame_summary	from_list)r-   r   s     r/   r]  zTracingContext.extract_stack  sh    %%'<))++(((T@@BCCE%%//66r1   c                    | j                   t        d      | j                   \  }}}t        j                  |||d      S )Nzloc_in_frame must not be NoneF)lookup_line)r  r,   r  FrameSummary)r-   filenamelineno
frame_names       r/   r  z-TracingContext._populate_loc_in_frame_summary  sD    $ !@AA'+'8'8$&*%%h
PUVVr1   c               #    K   t         j                         } t        j                  j                  j                  | dg       5  t        j                  j                  j                  | dd       5  	 d  	 d d d        d d d        y # t        $ r}t        |d      sd |_         d }~ww xY w# 1 sw Y   7xY w# 1 sw Y   y xY ww)Nr  r  
real_stack)	r\  r  unittestmockr  r   r<   hasattrr  )tcrC   s     r/   clear_framezTracingContext.clear_frame  s      !MM&&r+@"E	MM&&r>4@		 	 	  $ q,/#'AL)	 	 	 	sT   A C,B7.B+0B5B7=	C	B(B##B((B++B4	0B77C <Cc              #    K   t         j                         }| |j                  j                  |        |j                  }d |_        	 d  	 | |j                  j                          ||_        y # t
        $ r'}t        |d      s|j                         |_         d }~ww xY w# | |j                  j                          ||_        w xY ww)Nr  )
r\  r  r  r   r  r<   r  r]  r  pop)frame_summaryr  oldrC   s       r/   current_framezTracingContext.current_frame  s      !$""))-8oo		" (&&**,!BO  	1l+!//1	
 (&&**,!BOs6   ACA1 $C1	B!:"BB!!B$ $%C		Cc               #     K   t         j                         } | d  y | j                  }g | _        	 | j                   || _        y # || _        w xY wwri   )r\  r  r  )r  old_output_stridess     r/   report_output_stridesz$TracingContext.report_output_strides"  sY     
 ##%:J..	3### 2B 2Bs   /AA  A	AAc                <    | ||ft         j                         _        y ri   )r\  r  r  )r  r  r  s      r/   set_current_loczTracingContext.set_current_loc2  s     .6vz,J)r1   c                 H    t         j                         } | y | j                  S ri   )r\  r  r  )r  s    r/   get_traced_codezTracingContext.get_traced_code8  s"    ##%:~~r1   N)rF   TracingContext | None)rF   r\  )r  FakeTensorMode | NonerF   r   r   )r  r   rF   Generator[None, None, None])rF   ztraceback.StackSummary)rF   ztraceback.FrameSummary)rF   r  )r	  ztraceback.FrameSummary | NonerF   r  )rF   z:Generator[list[tuple[int, ...] | None] | None, None, None])r  rG   r  r:   r  rG   rF   r   )rF   zlist[CodeType] | None)rJ   rK   rL   r  r   r  r  r  r  r   r  r]  r  
contextlibr  r  r  r  r  r4   r1   r/   r\  r\  w  s    6 6 
 
3.j( '  ' 7 7W   < "4"	$"  "* 3  3 K K
  r1   r\  c              #     K   t        t        dd       }| t        _        	 |  |t        _        y # |t        _        w xY wwr  )r  r  r  )contextold_contexts     r/   r  r  @  s9      $ 148K"D+*{s   A 0 A =A c              #    K   t        t        dd      }| t        _        	 |  	 | F| j                  :| j                  j                  $| j                  j                  j                          |t        _        y# t        $ r)}t	        |d      s| | j                         |_         d}~ww xY w# | F| j                  :| j                  j                  $| j                  j                  j                          |t        _        w xY ww)z
    This function installs the passed in tracing context as a dynamic scoped
    global variable.

    Calls to TracingContext.get() while not under a `with tracing()` context
    will return None.
    r  Nr  )
r  r  r  r<   r  r]  r  r  	shape_envcleanup)r  r  rC   s      r/   tracingr  L  s      $ 148K"D+ !!-!!++7''//1*  q,'G,?"002AL !!-!!++7''//1*s5   DA9 AD9	B+$B&&B++B. .ADDc                     y ri   r4   r=   r  s     r/   dataclass_with_cached_hashr   i  r|  r1   c                     y ri   r4   r  s     r/   r   r   m  s     $'r1   c                (    dfd}| |S  ||       S )Nc                |    t        j                  | fi }| j                  dfd}d }||_        ||_        |S )Nc                n    t        | d      st        j                  | d |              | j                  S )Nr   )r  r   __setattr__r   )r-   old_hashs    r/   r   z:dataclass_with_cached_hash.<locals>.wrap.<locals>.__hash__{  s-    4)""4(4.A::r1   c                r     t        j                         }t         fd|D              } j                  |fS )Nc              3  J   K   | ]  }t        |j                          y wri   )r  r   )rh  fr-   s     r/   ri  zOdataclass_with_cached_hash.<locals>.wrap.<locals>.__reduce__.<locals>.<genexpr>  s      G1qvv!6 Gs    #)dataclassesfieldstupler   )r-   r+  field_valuess   `  r/   
__reduce__z<dataclass_with_cached_hash.<locals>.wrap.<locals>.__reduce__  s4     !''-F  G GGLNNL11r1   r   )r*  r   r   r.  )	cls_innernew_clsr   r.  r&  r  s       @r/   wrapz(dataclass_with_cached_hash.<locals>.wrapw  sD    ''	<V<%%	
	2 $'r1   )r/  type[T]rF   r2  r4   )r=   r  r1  s    ` r/   r   r   s  s    * {9r1   c                      e Zd ZddZddZddZej                  dd       Ze	dd       Z
ej                  dd       Z	 	 	 	 	 	 	 	 ddZddZdd	Zdd
Zy)r   c                     yr  r4   rT   s    r/   is_dict_keyzSource.is_dict_key      r1   c                     yr  r4   rT   s    r/   is_ephemeralzSource.is_ephemeral  r6  r1   c                    t         ri   NotImplementedError)r-   codegens     r/   reconstructzSource.reconstruct  s    !!r1   c                    t         ri   r:  rT   s    r/   r   zSource.guard_source  s    !!r1   c                    t         )a  
        A template for the name of the source. Used to prevent code duplication between
        `name` and `get_value`.

        For non-ChainedSources, `name` and `get_value` use the returned string directly.

        For ChainedSources, `name` and `get_value` expect the return to be a format string
        with `{0}` present - `name` and `get_value` will apply different values to this function's
        returned format string.
        r:  rT   s    r/   _name_templatezSource._name_template  s
     "!r1   c                    | j                   S ri   )r@  rT   s    r/   r   zSource.name  s    """r1   c                P    | |v r||    S t        | j                  ||      }||| <   |S ri   )evalr@  )r-   globalslocalscacher   s        r/   	get_valuezSource.get_value  s7     5=;T(('6:dr1   c                ^    | j                   t        j                  u rt        t	        | |      S ri   )r   rW   r   r;  r   )r-   fns     r/   
make_guardzSource.make_guard  s(     4 44%%T2r1   c                6    | j                   j                         S ri   )r   rt   rT   s    r/   rt   zSource.is_specialized_nn_module  s      99;;r1   c                <    | j                   t        j                  k7  S )z+True if you can guard on attributes of this)r   rW   r   rT   s    r/   subguards_allowedzSource.subguards_allowed  s      K$?$???r1   Nr   )r<  r   rF   r   r   rE   rD  r  rE  r  rF  z&weakref.WeakKeyDictionary[Source, Any]rF   r   )rI  zCallable[..., Any]rF   r   )rJ   rK   rL   r5  r8  r=  r   cached_propertyr   r   r@  r   rG  rJ  rt   rM  r4   r1   r/   r   r     s    " " " " " # #

 
 6	

 


<@r1   r   c                      e Zd ZU ded<   d
dZd
dZej                  dd       ZddZ	ej                  dd       Z
	 	 	 	 	 	 	 	 ddZy	)ChainedSourcer   basec                6    | j                   j                         S ri   )rR  r5  rT   s    r/   r5  zChainedSource.is_dict_key  s    yy$$&&r1   c                6    | j                   j                         S ri   )rR  r8  rT   s    r/   r8  zChainedSource.is_ephemeral  s    yy%%''r1   c                .    | j                   j                  S ri   )rR  r   rT   s    r/   r   zChainedSource.guard_source  s    yy%%%r1   c                d    | }t        |t              r|j                  }t        |t              r|S ri   )r   rQ  rR  )r-   currents     r/   get_basezChainedSource.get_base  s+    -0llG -0r1   c                `    | j                   j                  | j                  j                        S ri   )r@  r   rR  r   rT   s    r/   r   zChainedSource.name  s!    ""))$))..99r1   c                    | |v r||    S d}d}||v rd| }|dz  }||v r| j                   j                  |||      ||<   t        | j                  j	                  |      ||      }||= ||| <   |S )Ntmpr   rX   )rR  rG  rC  r@  r   )r-   rD  rE  rF  tmpvarcounterr   s          r/   rG  zChainedSource.get_value  s     5=;7)_FqLG  ,,WfeDvT((//7&I6Ndr1   Nr   r   )rF   r   rE   rN  )rJ   rK   rL   rM   r5  r8  r   rO  r   rX  r   rG  r4   r1   r/   rQ  rQ    su    
L'( & & : :  6	
 
r1   rQ  c                X   ddl m}m}m} t        j                         x}r|j                  }||S g }ddlm} t        t         |                   D ]&  \  }}	t        |	|      s|j                  |	d|f       ( t        j                  |       }
t        |
      D ]  \  }}t        ||      r|j                  |j                  d|f       t        |      s<g } |||       |D cg c]  }t        ||      s| }}|j!                  t        |      D cg c]  \  }}|j                  d| |f c}}        |r`|d   \  }}}|d	d D ]M  \  }	}}||	ust#        d
| d| d| d|	 d| d| d| d| d|j$                   d| d| d|	j$                          |S yc c}w c c}}w )a  
    Attempts to "detect" what the current fake mode is.  If there is one ambiently
    available from TracingContext, we preferentially use that.  Otherwise, we
    heuristically detect the fake mode via the following sources, in order of
    priority:

        - Currently active fake mode on stack
        - Fake mode associated with passed in tensors (inputs does not
          have to be flattened)
    r   )
FakeTensorr   get_plain_tensorsN _get_current_dispatch_mode_stackzactive fake modezfake tensor input)outzsubclass input rX   zfake mode (z) from r   z doesn't match mode (z

fake mode from z allocated at:
z
fake mode from )torch._subclasses.fake_tensorr_  r   r`  r\  r  r  torch.utils._python_dispatchrb  	enumeratereversedr   r   pytreetree_leavesr   r   r,   r   )inputsr_  r   r`  r  r  
fake_modesrb  imflat_inputs
flat_inputrc  xfake_tensorsixtensordesc1i1desc2i2s                        r/   detect_fake_moderx    s     !((**w*%%	 JM(#C#EFG :1a(q"4a89: $$V,K";/ :j*-z335H!LM(4;=Cjc2.*Q
";.L .  '0&="F %%'<bA  )!}	5"&qrN 	LAub!$!)GE7!B4?TUVTWW^_d^eefgifj k&&+WAbT1A)//AR S&&+WAbT1A!''L 	 -.s   'F!9F!F&c                 ~    ddl m}  ddlm} t	        t         |                   D ]  \  }}t        ||       s|c S  y)z~
    Inspects the dispatch mode stack for an active fake mode and returns it.
    Returns None if no fake mode is active.
    r   r   ra  N)rd  r   re  rb  rf  rg  r   )r   rb  rS   rm  s       r/   active_fake_moderz  =  s?    
 =M(#C#EFG 1a(H r1   )r  r  rF   z,Generator[CompileContext | None, None, None])r  r  rF   z,Generator[TracingContext | None, None, None])r=   r2  r  r   rF   r2  ri   )r=   r   r  r   rF   zCallable[[type[T]], type[T]])r=   ztype[T] | Noner  r   rF   z&type[T] | Callable[[type[T]], type[T]])rj  r   rF   r  )rF   r  )b
__future__r   r  r*  enumr   loggingre	threadingr  unittest.mockr  r   abcr   collectionsr   r   r   typingr   r	   r
   r   r   r   r   typing_extensionsr   r   torch.utilsr   rh  torch.utils._ordered_setr   re  r   torch.utils._tracebackr   r   torch.utils.weakr   	getLoggerrJ   r   collections.abcr   r   r   typesr   sympy"torch._dynamo.backends.distributedr   torch._dynamo.codegenr   &torch._functorch._aot_autograd.schemasr   rd  r   compiler5   r6   r#   rP   EnumrW   r   r   r   r   r   r   r   r  r  r  r  r+  r3  r<  rJ  rm  rs  r  r  localr  r  r  r\  r  r  r   r   rQ  rx  rz  r4   r1   r/   <module>r     s   "      	      # % ! W W W 1  ) / F B 4 g! ==F/J<  RZZ PQ "

X " $D17J 7J 27Jt7j 7<
$)) <
~	 	 d#  $   T"u' u' #u'p CL d#	 	 $	 d#	l 	 $	 d#*\ * $*

8WQZ 8( (8( (0+N#?@ +( (0$N#?@ $R,
 ,
^<N#89 <= =B?8* ?8D
& 
& y&#6 #6L ! ! !F FR +"+1+ + +"+1+ +8 
 K 
 K 
'	' #'!' 
'
 	*-+ @ 4(6@ 6@ )6@t 4()F ) ))X>Br1   