ó
    Eñiªt  ã                   ó¼  • S r SSKrSSKrSSKrSSKrSSKrSSKJrJr  SSKJ	r	J
r
  SSKJrJrJrJr  SSKrSSKJr  SSKJrJrJr  SS	KJrJrJrJrJrJrJrJ r J!r!J"r"J#r#J$r$J%r%  SS
K&J'r'  SSK(J)r)J*r*J+r+J,r,  SSKJ-r-J.r.  SSK/J0r0J1r1  SSK2J3r3J4r4  SSK5J6r6  SSK7J8r8J9r9J:r:J;r;  SSK<J=r=  \(       a  SSK>J?r?  SSK@JArA  \R„                   " S S5      5       rC " S S5      rDg)aû  
This module provides utilities for generating Python bytecode in PyTorch's Dynamo system.
It includes functionality for:
- Constructing bytecode sequences for Python operations
- Managing stack operations and variable tracking
- Handling graph outputs and their conversions
- Supporting different Python versions (3.11+, 3.12+, 3.13+)
- Converting high-level operations to low-level bytecode instructions
- Managing constant loading and attribute access
- Supporting function creation and closure handling
é    N)ÚCounterÚdeque)ÚCallableÚIterable)ÚAnyÚOptionalÚTYPE_CHECKINGÚUnion)Ú
OrderedSeté   )ÚconfigÚgraph_break_hintsÚutils)Úadd_push_nullÚadd_push_null_call_function_exÚcreate_binary_subscrÚcreate_build_tupleÚcreate_call_functionÚcreate_call_function_exÚcreate_call_methodÚcreate_dup_topÚcreate_instructionÚcreate_load_constÚcreate_load_methodÚcreate_rot_nÚInstruction)Úunimplemented)Ú
AttrSourceÚChainedSourceÚDictGetItemSourceÚSource)Úis_safe_constantÚrot_n_helper)ÚValueMutationExistingÚVariableTracker)Ú4ContextlibContextManagerLocalGeneratorObjectVariableÚLocalGeneratorObjectVariable)ÚNNModuleVariable)ÚNumpyNdarrayVariableÚSymNodeVariableÚTensorVariableÚUnspecializedPythonVariable)ÚTensorWithTFOverrideVariable)ÚGraphArg)ÚInstructionTranslatorBasec                   ó*   • \ rS rSr% \\S'   \\S'   Srg)ÚGraphOutputEntryéA   ÚindexÚvariable© N)Ú__name__Ú
__module__Ú__qualname__Ú__firstlineno__ÚintÚ__annotations__r%   Ú__static_attributes__r5   ó    ÚR/home/mande/repo/quber/.venv/lib/python3.13/site-packages/torch/_dynamo/codegen.pyr1   r1   A   s   ‡ àƒJØÖr=   r1   c                   ó¬  • \ rS rSrSr    SWSSS\\R                  R                     S\\	   S\\
\\\4   \4      S	\\
\\4      S
S4S jjrSS.S\\   S\S
S4S jjrS
\\   4S jrS\\\S4   S
S4S jr SXS\/ S4   S\S
S4S jjr SYS\\\S4   S\S
S4S jjrS\S
\4S jrS\S
S4S jrS\\\4   S
S4S jrS\\\\4      S
S4S jrS
\4S  jrS!\	S\S
\\   4S" jr SZS# jr!S$\S
S4S% jr"S&\\   S
S4S' jr#S
\\   4S( jr$S!\	S
\4S) jr%S!\	S
\4S* jr&S!\	S
\4S+ jr'S!\	S
\4S, jr(S!\	S
\4S- jr)SXS!\	S.\S
\4S/ jjr*S\S
\4S0 jr+S\S
\4S1 jr,S!\	S
S4S2 jr-S3\S
S4S4 jr.S!\	S
\4S5 jr/S!\	S
S4S6 jr0S7\	S
\\   4S8 jr1S!\	S
\4S9 jr2S!\	S
S4S: jr3 S[S;\	S<\S=\S
\\   4S> jjr4S?\S
\\   4S@ jr5S
\\   4SA jr6SZSB jr7S3\S<\S
S4SC jr8SZSD jr9SE\	S
S4SF jr:SE\	S
S4SG jr;S;\	SH\<Rz                  S
S4SI jr>SJ\<R~                  S
\4SK jr@SL\S
S4SM jrAS;\	S
S4SN jrBSO\	S
\4SP jrCSO\	SQ\	S
S4SR jrDS3\SS\\	   S<\S
\\   4ST jrES\FS
\4SU jrGSVrHg)\Ú	PyCodegenéG   z4
Helper class uses for constructing Python bytecode
NÚtxr/   ÚrootÚgraph_output_varÚtempvarsÚoverridden_sourcesÚreturnc                 óž  • X l         S U l        [        R                  " 5       U l        0 U l        / U l        U=(       d    0 U l        Xl        X0l	        U R                  R                  R                  U l        U R                  R                  U l        U R                  R                  R                  U l        SU l        U=(       d    0 U l        g )NT)rC   Útop_of_stackÚcollectionsr   ÚusesÚgraph_outputsÚ_outputrE   rB   rD   ÚoutputÚcode_optionsÚcell_and_freevarsÚnew_varÚvalue_from_sourcerF   )ÚselfrB   rC   rD   rE   rF   s         r>   Ú__init__ÚPyCodegen.__init__L   sŸ   € ð Œ	ØFJˆÔÜ=H×=PÒ=PÓ=RˆŒ	Ø:<ˆÔØ*,ˆŒð
 DLÇ>ÈrˆŒØŒØ 0ÔØ ŸG™GŸN™N×7Ñ7ˆÔØ!%§¡×!:Ñ!:ˆÔØ—w‘w—~‘~×-Ñ-ˆŒØ'+ˆÔð 9K×8PÈbˆÕr=   T)rR   Ústack_valuesrR   c                óŒ   • U R                   nU =R                   U-  sl          U R                  U5        X0l         g ! X0l         f = f©N)rR   Úforeach)rS   rV   rR   Úprevs       r>   Úrestore_stackÚPyCodegen.restore_stacki   s?   € ð ×%Ñ%ˆØ×ÒÐ"3Ñ3Õð	*Ø�L‰L˜Ô&à%)Õ"ø TÕ"ús	   £; »Ac                 ót   • U R                   R                  5        Vs/ s H  oR                  PM     sn$ s  snf rX   )rL   Úvaluesr4   )rS   Úxs     r>   Úgraph_output_varsÚPyCodegen.graph_output_varss   s-   € Ø$(×$6Ñ$6×$=Ñ$=Ô$?Ó@Ò$?˜q—
”
Ñ$?Ñ@Ð@ùÒ@s   �5Úvaluer.   c                 ó@   • UR                  U 5      nUb
   SU 35       eg )Nzreconstruct!=None )Úreconstruct)rS   rb   Úress      r>   Úcall_reconstructÚPyCodegen.call_reconstructv   s+   € ð ×Ñ Ó%ˆØ‰{Ð8Ð0°°Ð8Ó8‰{r=   Úgen_fnÚcall_function_exc                 óª  • [        U R                  5      n[        R                  S:  a  U R	                  5         U" 5         U R                  US nU R                  US2	 U(       a%  U R                  R                  [        U5      5        O$U R                  R                  [        U5      5        [        R                  S:¼  a  U R	                  5         gg)a`  
`gen_fn` generates instructions via PyCodegen methods
that push a single callable to the stack.

`add_push_null` pushes a NULL to the stack before or after the
instructions generated by `gen_fn`, depending on Python version.

Will attempt to use the NULL push bit for instructions
with such bits (LOAD_GLOBAL 3.11+, LOAD_ATTR 3.12+, LOAD_SUPER_ATTR).
©é   é   N)ÚlenrM   ÚsysÚversion_infoÚ	clear_tosÚextendr   r   )rS   rh   ri   Úold_lenÚadded_instss        r>   r   ÚPyCodegen.add_push_null|   sž   € ô �d—l‘lÓ#ˆÜ×Ñ˜gÓ%ð �N‰NÔÙŒà—l‘l 7 8Ð,ˆØ�L‰L˜™Ð"ÞØ�L‰L×ÑÔ >¸{Ó KÕLà�L‰L×Ñ¤¨kÓ :Ô;Ü×Ñ˜wÓ&à�N‰NÕð 'r=   Úallow_cachec           
      óþ  ^ ^^	^
• Uc   e[        U[        5      (       Ga*  T R                  R                  X5      nUSL d   S5       eT R                  UL a$  T R
                  R                  [        5       5        gT R                  R                  U5      b?  T R
                  R                  T R                  T R                  U   5      5        UT l        gT R                  U==   S-  ss'    T R                  U5        UT R                  ;   a4  T R
                  R                  [        5       5        T R%                  U5        UT l        g[        U[&        5      (       d   eT R
                  m
T R(                  mU(       az  T R                  UL a  T
R                  [        5       5        gT R                  R                  U5      b5  T
R                  T R                  T R                  U   5      5        UT l        gUR+                  5       (       a4  [        U[,        5      (       a  [        S
SU 3S/ [         R.                  QS	9  UR0                  bs  U(       al  UR+                  5       (       a  [        U[2        5      (       dB  [        UR4                  [6        5      (       d  T R8                  (       a  T " UR0                  5      $ UR;                  5       (       aN  [=        UR?                  5       5      (       a0  T
R                  T RA                  UR?                  5       5      5        GOÇ[        U[B        5      (       a™  T RE                  U5      m	T RG                  U 4S j5        T RI                  TT	   RJ                  5        T
R                  T RM                  URO                  T RP                  5      SS95        T
RS                  [U        SS5      5        GO[        U[V        5      (       a¤  URY                  5       [Z        L a�  T RP                  R\                  (       dr  T RE                  UR_                  T RP                  [`        Rb                  5      5      m	SUU	U
U 4S jjnT RG                  U5        T
RS                  [U        SS5      5        GO`[        U[d        [V        [f        [h        45      (       aõ  T RE                  U5      m	[        U[h        5      (       aP  T RG                  U 4S j5        T RI                  TT	   RJ                  5        T
RS                  [U        SS5      5        GOÅ[        U[f        5      (       aJ  URj                  (       a9  SUU	U
U 4S jjnT RG                  U5        T
RS                  [U        SS5      5        GOfT RI                  TT	   RJ                  5        GOF[        U[l        5      (       a½  URn                  Rq                  S5      nUS   T Rr                  S   ;   a)  T
R                  T R                  US   5      5        USS nO9T Rt                  c   eT
R                  T Rw                  T Rt                  5      5        U H#  nT
R                  T Ry                  U5      5        M%     OtT R                  U==   S-  ss'    T R                  U5        U(       aD  UT R                  ;   a4  T R
                  R                  [        5       5        T R%                  U5        UT l        g! [         a9    [        S[        U5      S[        U5       SU S3/ [         R"                  QS	9   GN9f = f! [         a7  n[        S[        U5      SU S3S/[         Rz                  QSPUS9   SnANÕSnAff = f)aí  
Generate code such that top-of-stack (TOS) is set to value.

`allow_cache` controls the behavior in the following manner. `value` can
either be a VariableTracker or a Source.

If `value` is a `Source`, `allow_cache` must be True (invariant asserted
below). If the source was reconstructed earlier, we will reuse the
generated code by loading from top of stack or tempvars.

If `value` is a `VariableTracker`, we have the following cases:

1) `allow_cache=True`
    a) If the value.source is not None, we will emit the code based on
    `value.source` to handle aliasing.
    b) If value.source is None (example reconstructing a local list
    returned by the compiled function), we will reconstruct the variable
    tracker (w/o any source) to emit bytecode that generates a new
    python object.

    In both cases of value.source being None or not, if the value was
    reconstructed earlier, we will reuse the generated code by loading from
    top of stack or tempvars.

2) `allow_cache=False` - This is a special case (allow_cache defaults to
True).
    a) If the value.source is not None, we reconstruct the variable
    tracker and emit a new python object. You might wonder what about
    aliasing? The place where we use this config also has the followup
    code where the original python object is assigned to this new python
    value to handle aliasing (check side_effects.py and search for
    allow_cache=False).

    b) If value.source is None, this is not allowed

Notable effects:
1. `self.top_of_stack` will be set to `value`, if we don't codegen
   `value` based on source.
2. `self.uses[value]` will increment, unless (a). we codegen via
    `top_of_stack` or cached `tempvars`, or (b). `value` has special VT
    types like `NNModuleVariable`, etc.
NTz#allow_cache must be True for Sourcer   z:Reconstruction failure: source.reconstruct not implementedz6Dynamo has no bytecode reconstruction implemented for z
 variable Ú.)Úgb_typeÚcontextÚexplanationÚhintsz%reconstructing @contextmanager objectzobject: zMReturning a @contextmanager object from a compiled function is not supported.c                  óD   >• T R                  [        R                  S5      $ )NÚto_subclass©Úload_import_fromr   r6   ©rS   s   €r>   Ú<lambda>Ú$PyCodegen.__call__.<locals>.<lambda>%  s   ø€ ˜×-Ñ-¬e¯n©n¸mÔLr=   ©Úaddé   Fc                  ó‚   >• TR                  T T   R                  5        TR                  TR                  S5      5        g ©NÚitem©Úload_graph_outputr3   ÚappendÚcreate_load_attr©rL   Úgraph_outputs_keyrN   rS   s   €€€€r>   rh   Ú"PyCodegen.__call__.<locals>.gen_fn?  s4   ø€ Ø×&Ñ& }Ð5FÑ'G×'MÑ'MÔNØ—‘˜d×3Ñ3°FÓ;Õ<r=   r   c                  óD   >• T R                  [        R                  S5      $ )NÚto_numpy_helperr   r�   s   €r>   r‚   rƒ   R  s   ø€ ˜D×1Ñ1´%·.±.ÐBSÔTr=   c                  ó‚   >• TR                  T T   R                  5        TR                  TR                  S5      5        g rˆ   rŠ   rŽ   s   €€€€r>   rh   r�   X  s4   ø€ Ø×*Ñ*¨=Ð9JÑ+K×+QÑ+QÔRØ—M‘M $×"7Ñ"7¸Ó"?Õ@r=   Úco_varnameszReconstruction failurezJDynamo has no bytecode reconstruction implemented for sourceless variable z®If Dynamo is attempting to trace a return statement and your code is attempting to return a variable that Dynamo cannot reconstruct, then remove it from the return statement.zžReport an issue to PyTorch if you need reconstrtuction support. Note that objects that don't have reconstruction rules may be fundamentally unreconstructable.)ry   rz   r{   r|   Úfrom_exc©rG   N)>Ú
isinstancer!   rF   ÚgetrI   rM   rŒ   r   rE   Úcreate_loadrK   rf   ÚNotImplementedErrorr   ÚstrÚtyper   Ú
DYNAMO_BUGÚ	add_cacher%   rL   Úis_realizedr&   ÚSUPPORTABLEÚsourcer'   Úmutation_typer$   rR   Úis_python_constantr"   Úas_python_constantr   r-   Úadd_graph_outputr   r‹   r3   Úcreate_load_globalÚglobal_mangled_class_namerB   rr   r   r*   Úpython_typeÚfloatÚexportÚ	as_tensorÚtorchÚfloat64r+   r,   r)   Úneed_unwrapr(   Ú
module_keyÚsplitrO   rC   Úcreate_load_const_uncheckedr�   ÚCAUSED_BY_EARLIER_GRAPH_BREAK)rS   rb   rv   r¡   rh   ÚpartsÚpartÚerL   r�   rN   s   `       @@@r>   Ú__call__ÚPyCodegen.__call__›   sA  û€ ðZ Ñ Ð Ð Ü�eœV×$Ò$à×,Ñ,×0Ñ0°Ó>ˆFØ $Ò&ÐMÐ(MÓMÐ&Ø× Ñ  EÒ)Ø—‘×#Ñ#¤NÓ$4Ô5Øà�}‰}× Ñ  Ó(Ñ4Ø—‘×#Ñ# D×$4Ñ$4°T·]±]À6Ñ5JÓ$KÔLØ$*�Ô!Øà�I‰I�fÓ Ñ"ÓðØ×%Ñ% fÔ-ð ˜Ÿ™Ó&Ø—‘×#Ñ#¤NÓ$4Ô5Ø—‘˜vÔ&Ø &ˆDÔàä˜%¤×1Ñ1Ð1Ð1Ø—‘ˆØ×*Ñ*ˆæØ× Ñ  EÒ)Ø—‘œnÓ.Ô/Øà�}‰}× Ñ  Ó'Ñ3Ø—‘˜d×.Ñ.¨t¯}©}¸UÑ/CÓDÔEØ$)�Ô!Øà×Ñ×Ñ¤:ØÔG÷$
ñ $
ô Ø?Ø" 5 'Ð*ØkðÜ&×2Ñ2ðò	ð �L‰LÑ$Þà×!Ñ!×#Ñ#¬
°5Ô:V×(WÑ(Wô( ˜5×.Ñ.Ô0E×FÑFØ×)×)á˜EŸL™LÓ)Ð)à×#Ñ#×%Ñ%Ô*:¸5×;SÑ;SÓ;U×*VÑ*VØ�M‰M˜$×0Ñ0°×1IÑ1IÓ1KÓLÖMÜ˜Ô;×<Ñ<Ø $× 5Ñ 5°eÓ <Ðà×ÑÜLôð ×"Ñ" =Ð1BÑ#C×#IÑ#IÔJØ�M‰MØ×'Ñ'Ø×3Ñ3°D·G±GÓ<Øð (ð ôð �M‰MÔ.¨q°%Ó8Ö9ä�uœo×.Ñ.Ø×!Ñ!Ó#¤uÒ,Ø—G‘G—N—Nð !%× 5Ñ 5Ø—‘ §¡¬¯©Ó7ó!Ð÷=ò =ð ×Ñ˜vÔ&Ø�M‰MÔ.¨q°%Ó8Ö9ÜØäÜÜ+Ü$ð	÷
ñ 
ð !%× 5Ñ 5°eÓ <Ðä˜%Ô!5×6Ñ6Ø×"Ñ"ÜTôð ×&Ñ& }Ð5FÑ'G×'MÑ'MÔNØ—‘Ô2°1°eÓ<Ö=Ü˜EÔ#>×?Ñ?ÀE×DU×DU÷Aò Að ×"Ñ" 6Ô*Ø—‘Ô2°1°eÓ<Ö=à×&Ñ& }Ð5FÑ'G×'MÑ'MÖNÜ˜Ô/×0Ñ0Ø×$Ñ$×*Ñ*¨3Ó/ˆEØ�Q‰x˜4×,Ñ,¨]Ñ;Ó;Ø—‘˜d×.Ñ.¨u°Q©xÓ8Ô9Ø˜a˜b˜	‘à—y‘yÑ,Ð,Ð,Ø—‘˜d×>Ñ>¸t¿y¹yÓIÔJÛ�Ø—‘˜d×3Ñ3°DÓ9Ö:ò ð �I‰I�eÓ Ñ!ÓðØ×%Ñ% eÔ,ö ˜u¨¯©Ó5Ø—‘×#Ñ#¤NÓ$4Ô5Ø—‘˜uÔ%à!ˆÕøôO 'ó ÜØXÜ ›KØ"XÔY]Ð^dÓYeÐXfÐfpÐqwÐpxÐxyÐ zØ9Ô-×8Ñ8Ð9õ	ðûôj 'ó ÜØ4Ü ›JØ"lÐmrÐlsÐstÐ uðdðô +×HÑHððWð	ð ÷ûðús*   Ã-[5 Ú\; Û5?\8Ü7\8Ü;
]<Ý-]7Ý7]<c                 ó®   • [        UR                  5       5      nX R                  ;  a,  [        [	        U R                  5      U5      U R                  U'   U$ rX   )ÚidÚas_proxyrL   r1   rn   )rS   rb   r�   s      r>   r¥   ÚPyCodegen.add_graph_output‚  sN   € Ü˜uŸ~™~Ó/Ó0ÐØ×$6Ñ$6Ó6Ü4DÜ�D×&Ñ&Ó'¨ó5ˆD×ÑÐ0Ñ1ð !Ð r=   r3   c                 ó  • U R                   nU R                  c   eUR                  U R                  U R                  5      5        UR                  U R	                  U5      5        UR                  U R                  5       5        g rX   )rM   rD   rŒ   r™   r   r   )rS   r3   rN   s      r>   r‹   ÚPyCodegen.load_graph_outputŠ  sf   € Ø—‘ˆØ×$Ñ$Ñ0Ð0Ð0Ø�‰�d×&Ñ& t×'<Ñ'<Ó=Ô>Ø�‰�d×,Ñ,¨UÓ3Ô4Ø�‰�d×/Ñ/Ó1Õ2r=   c                 ó”   • U R                  5       nX R                  U'   U R                  R                  U R	                  U5      5        g rX   )rQ   rE   rM   rŒ   Úcreate_store)rS   rb   Úvars      r>   rž   ÚPyCodegen.add_cache‘  s6   € Ø�l‰l‹nˆØ"�‰�eÑØ�‰×Ñ˜D×-Ñ-¨cÓ2Õ3r=   Úitemsc                 ó&   • U H  nU " U5        M     g rX   r5   )rS   rÂ   Úis      r>   rY   ÚPyCodegen.foreach–  s   € ÛˆAÙ�ŽGò r=   c                 ó   • [        5       $ rX   )r   r�   s    r>   r   ÚPyCodegen.create_binary_subscrš  s   € Ü#Ó%Ð%r=   Únamec                 óÌ   • [         R                  " SSU5      nU R                  R                  nX;   a  [	        X1   5      [	        U5      :X  d   eOX#U'   U R                  USS9/$ )zStore value in a new globalz[^a-zA-Z0-9_]+Ú_Tr„   )ÚreÚsubrB   Ú	f_globalsr¹   r¦   )rS   rÈ   rb   rÍ   s       r>   Úsetup_globally_cachedÚPyCodegen.setup_globally_cached�  sc   € ä�vŠvÐ'¨¨dÓ3ˆØ—G‘G×%Ñ%ˆ	ØÓÜ�i‘oÓ&¬"¨U«)Ó3Ð3Ñ3à#�d‰OØ×'Ñ'¨°$Ð'Ð7Ð8Ð8r=   c                 ó   • S U l         g rX   )rI   r�   s    r>   rq   ÚPyCodegen.clear_tos§  s
   € Ø ˆÕr=   Úinstc                 óˆ   • [        U[        5      (       d   eU R                  R                  U5        U R	                  5         g rX   )r—   r   rM   rŒ   rq   )rS   rÒ   s     r>   Úappend_outputÚPyCodegen.append_outputª  s1   € Ü˜$¤×,Ñ,Ð,Ð,Ø�‰×Ñ˜DÔ!Ø�‰Õr=   Úinstsc                 óŒ   • [        S U 5       5      (       d   eU R                  R                  U5        U R                  5         g )Nc              3   óB   #   • U  H  n[        U[        5      v •  M     g 7frX   )r—   r   )Ú.0r_   s     r>   Ú	<genexpr>Ú*PyCodegen.extend_output.<locals>.<genexpr>°  s   é € Ð=²u°!”:˜a¤×-Ð-²uùs   ‚)ÚallrM   rr   rq   )rS   rÖ   s     r>   Úextend_outputÚPyCodegen.extend_output¯  s5   € ÜÑ=±uÓ=×=Ñ=Ð=Ð=Ø�‰×Ñ˜EÔ"Ø�‰Õr=   c                 ó   • U R                   $ rX   )rM   r�   s    r>   Úget_instructionsÚPyCodegen.get_instructions´  s   € Ø�|‰|Ðr=   c                 óN   • XR                   S   ;   d
   U S35       e[        SUS9$ )Nr”   ú missingÚ	LOAD_FAST©Úargval©rO   r   ©rS   rÈ   s     r>   r™   ÚPyCodegen.create_load·  s2   € Ø×(Ñ(¨Ñ7Ó7ÐJ¸D¸6ÀÐ9JÓJÐ7Ü! +°dÑ;Ð;r=   c                 ón   • XR                  5       ;   d   e[        R                  S:¼  a  SOSn[        X!S9$ )Nrk   rä   ÚLOAD_CLOSURErå   )rP   ro   rp   r   )rS   rÈ   Ú	inst_names      r>   Úcreate_load_closureÚPyCodegen.create_load_closure»  s6   € Ø×-Ñ-Ó/Ó/Ð/Ð/Ü#&×#3Ñ#3°wÓ#>‘KÀNˆ	Ü! )Ñ9Ð9r=   c                 ó@   • XR                  5       ;   d   e[        SUS9$ )NÚ
LOAD_DEREFrå   ©rP   r   rè   s     r>   Úcreate_load_derefÚPyCodegen.create_load_derefÀ  s$   € Ø×-Ñ-Ó/Ó/Ð/Ð/Ü! ,°tÑ<Ð<r=   c                 óN   • XR                   S   ;   d
   U S35       e[        SUS9$ )Nr”   rã   Ú
STORE_FASTrå   rç   rè   s     r>   r¿   ÚPyCodegen.create_storeÄ  s2   € Ø×(Ñ(¨Ñ7Ó7ÐJ¸D¸6ÀÐ9JÓJÐ7Ü! ,°tÑ<Ð<r=   c                 ó@   • XR                  5       ;   d   e[        SUS9$ )NÚSTORE_DEREFrå   rñ   rè   s     r>   Úcreate_store_derefÚPyCodegen.create_store_derefÈ  s$   € Ø×-Ñ-Ó/Ó/Ð/Ð/Ü! -¸Ñ=Ð=r=   r…   c                 ó¦   • U(       a%  U R                   R                  R                  U5        XR                  S   ;   d
   U S35       e[	        SUS9$ )NÚco_namesz not in co_namesÚLOAD_GLOBALrå   )rB   rN   Úupdate_co_namesrO   r   )rS   rÈ   r…   s      r>   r¦   ÚPyCodegen.create_load_globalÌ  sL   € ÞØ�G‰G�N‰N×*Ñ*¨4Ô0Ø×(Ñ(¨Ñ4Ó4ÐO¸¸Ð>NÐ6OÓOÐ4Ü! -¸Ñ=Ð=r=   c                 ó   • [        U5      $ rX   ©r   ©rS   rb   s     r>   r   ÚPyCodegen.create_load_constÒ  s   € Ü  Ó'Ð'r=   c                 ó   • [        USS9$ )NF)Úcheckedr  r  s     r>   r±   Ú%PyCodegen.create_load_const_uncheckedÕ  s   € Ü  °Ñ6Ð6r=   c                 ó‚   • U R                   R                  R                  U5        U R                  [	        U5      5        g rX   )rB   rN   rþ   rÔ   r   rè   s     r>   Úload_methodÚPyCodegen.load_methodØ  s,   € Ø�‰�‰×&Ñ& tÔ,Ø×ÑÔ-¨dÓ3Õ4r=   Únargsc                 ó8   • U R                  [        U5      5        g rX   )rÝ   r   )rS   r
  s     r>   Úcall_methodÚPyCodegen.call_methodÜ  s   € Ø×ÑÔ-¨eÓ4Õ5r=   c                 ój   • XR                   S   ;  a  U R                   S==   U4-  ss'   [        SUS9$ )Nrü   Ú	LOAD_ATTRrå   rç   rè   s     r>   r�   ÚPyCodegen.create_load_attrß  s8   € Ø×(Ñ(¨Ñ4Ó4Ø×Ñ˜jÓ)¨d¨WÑ4Ó)Ü! +°dÑ;Ð;r=   c                 óD   • U R                  U R                  U5      5        g rX   )rÔ   r�   rè   s     r>   Ú	load_attrÚPyCodegen.load_atträ  s   € Ø×Ñ˜4×0Ñ0°Ó6Õ7r=   Únamesc                 ól   • UR                  S5       Vs/ s H  o R                  U5      PM     sn$ s  snf )Nrx   )r°   r�   )rS   r  rÈ   s      r>   Úcreate_load_attrsÚPyCodegen.create_load_attrsç  s.   € Ø8=¿¹ÀCÔ8HÓIÒ8H°×%Ñ% dÖ+Ñ8HÑIÐIùÒIs   ”1c                 ój   • XR                   S   ;  a  U R                   S==   U4-  ss'   [        SUS9$ )Nrü   Ú
STORE_ATTRrå   rç   rè   s     r>   Úcreate_store_attrÚPyCodegen.create_store_attrê  s8   € Ø×(Ñ(¨Ñ4Ó4Ø×Ñ˜jÓ)¨d¨WÑ4Ó)Ü! ,°tÑ<Ð<r=   c                 óD   • U R                  U R                  U5      5        g rX   )rÔ   r  rè   s     r>   Ú
store_attrÚPyCodegen.store_attrï  s   € Ø×Ñ˜4×1Ñ1°$Ó7Õ8r=   Úfn_nameÚ	push_nullÚnum_on_stackc           	      óz  • / nU(       a}  [         R                  S:¼  ai  UR                  [        U R	                  USS95      5        US:”  a9  UR                  / U R                  US-   5      QU R                  US-   5      Q5        U$ UR                  U R	                  USS9/U R                  US-   5      Q5        U$ )z6Load the global fn_name on the stack num_on_stack down©rl   é   Tr„   r   r†   r   )ro   rp   rr   r   r¦   Úrot_n)rS   r  r   r!  rN   s        r>   Úload_function_nameÚPyCodegen.load_function_nameò  sÉ   € ð ˆÞœ×)Ñ)¨WÓ4Ø�M‰Mœ-¨×(?Ñ(?ÀÈTÐ(?Ð(RÓSÔTØ˜aÓØ—‘ðØŸ™ L°1Ñ$4Ó5ðàŸ™ L°1Ñ$4Ó5ðôð ˆð �M‰Mà×+Ñ+¨G¸Ð+Ð>ðà—Z‘Z ¨qÑ 0Ó1ðôð ˆr=   Únc                 óÆ   •  [        U5      $ ! [         aI    [        U5      U R                  [	        U5      5      /[        S5      Q[        SS5      Q[        SUS9Ps $ f = f)Nr†   FÚUNPACK_SEQUENCE©Úarg)r   ÚAttributeErrorr   r±   r#   r   r   )rS   r(  s     r>   r%  ÚPyCodegen.rot_n	  sw   € ð
	Ü “?Ð"øÜó 	ô # 1Ó%Ø×0Ñ0´¸a³ÓAðô ˜a“ðô )¨°Ó6ð	ô
 #Ð#4¸!Ñ<ðò ð	ús   ‚
 �AA ÁA c                 óÄ   • [         R                  S:¼  d   eU R                  S 5      /[         R                  S:¼  a  [        SSS94OSQ[	        SS	5      Q[        S
5      P$ )Nr#  c                  ó   • g rX   r5   r5   r=   r>   r‚   Ú$PyCodegen.pop_null.<locals>.<lambda>  s   € °Tr=   rk   ÚSWAPr†   r+  r5   r   FÚPOP_TOP)ro   rp   r±   r   r   r�   s    r>   Úpop_nullÚPyCodegen.pop_null  sw   € ô ×Ñ 7Ó*Ð*Ð*à×,Ñ,©\Ó:ð

ô
 ×#Ñ# wÓ.ô $ F°Ñ2Ñ4àð

ô " ! UÓ+ð

ô ˜yÓ)ð

ð 
	
r=   c                 ó8   • U R                  [        S5      5        g )Nr3  )rÔ   r   r�   s    r>   Úpop_topÚPyCodegen.pop_top&  s   € Ø×ÑÔ-¨iÓ8Õ9r=   c                 ó4   • U R                  [        XS95        g )N)r   )rÝ   r   )rS   r
  r   s      r>   Úcall_functionÚPyCodegen.call_function)  s   € Ø×ÑÔ/°ÑKÕLr=   c                 ó6   • U R                  [        5       5        g rX   )rÔ   r   r�   s    r>   Údup_topÚPyCodegen.dup_top,  s   € Ø×Ñœ>Ó+Õ,r=   Úvarnamec                 óD   • U R                  U R                  U5      5        g rX   )rÔ   r¿   ©rS   r?  s     r>   ÚstoreÚPyCodegen.store/  s   € Ø×Ñ˜4×,Ñ,¨WÓ5Õ6r=   c                 óD   • U R                  U R                  U5      5        g rX   )rÔ   rò   rA  s     r>   Ú
load_derefÚPyCodegen.load_deref2  s   € Ø×Ñ˜4×1Ñ1°'Ó:Õ;r=   Úcodec                 óˆ  • U R                   nUR                  U R                  U5      5        [        R                  S:  a   UR                  U R                  U5      5        [        R                  S:¼  a%  UR                  [        S5      [        SSS9/5        OUR                  [        SSS95        U R                  5         g)a#  Creates a closure with code object `code`.

Expects the TOS to be the tuple of cells to use for this closure.
TOS will be popped to create the closure.
Args:
    - fn_name: name of the function
    - code: code object of the function
        (does not include the tuple of cells on the TOS)
r#  rk   ÚMAKE_FUNCTIONÚSET_FUNCTION_ATTRIBUTEé   r+  N)rM   rŒ   r   ro   rp   rr   r   rq   )rS   r  rG  rN   s       r>   Úmake_function_with_closureÚ$PyCodegen.make_function_with_closure5  s›   € ð —‘ˆà�‰�d×,Ñ,¨TÓ2Ô3Ü×Ñ˜gÓ%Ø�M‰M˜$×0Ñ0°Ó9Ô:Ü×Ñ˜wÓ&Ø�M‰Mä& Ó7Ü&Ð'?ÀTÑJðõð �M‰MÔ,¨_À$ÑGÔHà�‰Õr=   Úmodc                 óH  • U R                   R                  nUR                  n[        R                  " SSUR
                  5      nUR                  US5      UL a  U R                  USS9$ SU 3nU R                   R                  R                  XQ5      nU R                  USS9$ )zD
Generate a LOAD_GLOBAL instruction to fetch a given python module.
z^.*[.]Ú NTr„   Ú
___module_)	rB   rN   Úglobal_scoperË   rÌ   r6   r˜   r¦   Úinstall_global_by_id)rS   rN  rN   rR  rÈ   ÚprefixÚglobal_names          r>   Úcreate_load_python_moduleÚ#PyCodegen.create_load_python_moduleT  s—   € ð —‘—‘ˆØ×*Ñ*ˆÜ�vŠv�i  S§\¡\Ó2ˆØ×Ñ˜D $Ó'¨3Ò.Ø×*Ñ*¨4°TÐ*Ð:Ð:Ø˜d˜VÐ$ˆØ—g‘g—n‘n×9Ñ9¸&ÓFˆØ×&Ñ& {¸Ð&Ð=Ð=r=   r¡   c                 óB   • XR                   ;  a  SU R                   U'   gg)z=
Mark a source as a temp variable, so that it can be reused.
N)rE   )rS   r¡   s     r>   Úmark_source_tempÚPyCodegen.mark_source_tempa  s!   € ð Ÿ™Ó&Ø$(ˆD�M‰M˜&Ò!ð 'r=   c                 ó^  ^ ^• T R                  T R                  US5      5        T R                  R                  R                  nS[
        S[        [
           4S jmS[        [
           S[        SS4U4S jjnU" [        U Vs/ s H  oDR                  c  M  UR                  PM     sn5      T 5        Sn[        R                  (       aQ  T R                  U 4S	 j5        T R                  [        S
S5      5        T R                  5       nT R                  U5        U Hh  nUR                   (       aC  T R                  U 4S j5        T R#                  U5        T R                  [        SS5      5        MW  T R#                  U5        Mj     [        R                  (       af  T R                  U 4S j5        Uc   eT R                  T R%                  U5      /5        T R                  [        SS5      5        T R'                  5         T R                  [        [)        U5      S5      5        gs  snf )z2Call the generated code function stored in fn_nameTr¡   rG   c                 ó  • / n[        U [        5      (       a  UR                  U R                  5        [        U [        5      (       a:  [        U R
                  [        5      (       a  UR                  U R
                  5        U$ rX   )r—   r   rŒ   Úbaser    r3   r!   )r¡   Únested_sourcess     r>   Úextract_nested_sourcesÚBPyCodegen.make_call_generated_code.<locals>.extract_nested_sourcesn  sc   € Ø+-ˆNÜ˜&¤-×0Ñ0Ø×%Ñ% f§k¡kÔ2Ü˜&Ô"3×4Ñ4¼Ø—‘œf÷:ñ :ð ×%Ñ% f§l¡lÔ3Ø!Ð!r=   ÚsourcesÚcodegenNc                 óÜ   >• [        5       nU (       aZ  U R                  5       nX2;   a  UR                  U5        M/  UR                  U5        U R	                  T" U5      5        U (       a  MY  g g rX   )r   ÚpopleftrY  r…   rr   )ra  rb  Úseen_sourcesÚcurrent_sourcer_  s       €r>   Úcollect_temp_sourcesÚ@PyCodegen.make_call_generated_code.<locals>.collect_temp_sourcesx  sY   ø€ Ü/9«|ˆLÞØ!(§¡Ó!2�Ø!Ó1à×,Ñ,¨^Ô<ñ Ø× Ñ  Ô0Ø—‘Ñ5°nÓEÔF÷ ’'r=   c                  óD   >• T R                  [        R                  S5      $ )NÚrecord_pregraph_bytecode_enterr   r�   s   €r>   r‚   Ú4PyCodegen.make_call_generated_code.<locals>.<lambda>�  s   ø€ ˜×-Ñ-Ü—N‘NÐ$Dôr=   r   Fc                  ón   >• T R                  T R                  [        5      T R                  S5      /5      $ )NÚ_as_tensor_fullprec)rÝ   rV  r¬   r�   r�   s   €r>   r‚   rk  ›  s2   ø€ ˜D×.Ñ.à ×:Ñ:¼5ÓAØ ×1Ñ1Ð2GÓHðôr=   r   c                  óD   >• T R                  [        R                  S5      $ )NÚrecord_pregraph_bytecode_exitr   r�   s   €r>   r‚   rk  ª  s   ø€ ˜×-Ñ-Ü—N‘NÐ$Côr=   )rÝ   r&  rB   rN   Ú	graphargsr!   Úlistr   r@   r¡   r   Úrecord_runtime_overheadr   r   rQ   rB  Úpass_arg_as_tensorrf   r™   r7  rn   )rS   r  rp  rg  r,  Úcm_varr_  s   `     @r>   Úmake_call_generated_codeÚ"PyCodegen.make_call_generated_codeh  sÍ  ù€ à×Ñ˜4×2Ñ2°7¸DÓAÔBà—G‘G—N‘N×,Ñ,ˆ	ð	"¬6ð 	"´d¼6±lô 	"ð	G¬%´©-ð 	GÄ)ð 	GÐPT÷ 	Gñ  	Ü©ÓMª #·j±j“:�3—:”:©ÑMÓNÐPTô	
ð ˆÜ×)×)à×Ñôôð
 ×ÑÔ3°A°uÓ=Ô>Ø—\‘\“^ˆFØ�J‰J�vÔãˆCØ×%×%Ø×"Ñ"ôôð ×%Ñ% cÔ*Ø×"Ñ"Ô#7¸¸5Ó#AÖBà×%Ñ% cÖ*ñ ô ×)×)à×Ñôôð
 Ñ%Ð%Ð%Ø×Ñ × 0Ñ 0°Ó 8Ð9Ô:Ø×ÑÔ3°A°uÓ=Ô>Ø�L‰LŒNà×ÑÔ/´°I³ÀÓFÕGùòU Ns   ÂH*ÂH*Úmodule_namec                 ó   • [        SUS9$ )NÚIMPORT_NAMErå   ©r   )rS   rw  s     r>   Úcreate_import_nameÚPyCodegen.create_import_nameµ  s   € Ü! -¸ÑDÐDr=   Úobject_namec                 ó€   • [        U R                  R                  U5      U5      nU R                  U5        U " U5        g rX   )r   rB   Úimport_sourcerY  )rS   rw  r}  r¡   s       r>   r€   ÚPyCodegen.load_import_from¸  s4   € Ü˜DŸG™G×1Ñ1°+Ó>ÀÓLˆð
 	×Ñ˜fÔ%ÙˆV�r=   Úkw_namesc                 óÚ  • [         R                  S:¼  aP  [        X5      nUS   R                  S:X  d   eUR	                  SU R                  U5      5        [        SUS9US'   U$ [         R                  S:¼  aY  [        X5      n[         R                  S:¼  a  SnSnOSnS	nXE   R                  U:X  d   e[        S
US9nUR	                  XW5        U$ U R                  U5      [        SUS9/$ )Nrk   éÿÿÿÿÚCALLÚCALL_KWr+  r#  )rl   é   éþÿÿÿÚPRECALLÚKW_NAMESrå   ÚCALL_FUNCTION_KW)ro   rp   r   ÚopnameÚinsertr   r   )rS   r
  r�  r   rN   ÚidxÚexpected_instÚkw_names_insts           r>   Úcreate_call_function_kwÚ!PyCodegen.create_call_function_kwÁ  sò   € ô ×Ñ˜wÓ&Ü)¨%Ó;ˆFØ˜"‘:×$Ñ$¨Ó.Ð.Ð.Ø�M‰M˜"˜d×4Ñ4°XÓ>Ô?Ü+¨I¸5ÑAˆF�2‰JØˆMÜ×Ñ Ó(Ü)¨%Ó;ˆFÜ×Ñ 7Ó*Ø�Ø &‘à�Ø )�Ø‘;×%Ñ%¨Ó6Ð6Ð6Ü.¨zÀ(ÑKˆMØ�M‰M˜#Ô-ØˆMà×"Ñ" 8Ó,ÜÐ1°uÑ=ð
ð 	
r=   c                 ó   • [        SUS9$ )NÚDELETE_FASTrå   rz  r  s     r>   Úcreate_deleteÚPyCodegen.create_deleteÛ  s   € Ü! -¸Ñ>Ð>r=   )rM   rP   rO   rD   rL   rQ   rF   rC   rE   rI   rB   rK   rR   )NNNN)F)Tr–   )r   )Ir6   r7   r8   r9   Ú__doc__r   r¬   ÚnnÚModuler›   Údictr
   r%   r!   r   rT   rq  Úboolr[   r`   rf   r   r   r¶   r:   r¥   r‹   rž   r   rY   r   r   rÎ   rq   rÔ   rÝ   rà   r™   rí   rò   r¿   rù   r¦   r   r±   r  r  r�   r  r  r  r  r&  r%  r4  r7  r:  r=  rB  rE  ÚtypesÚCodeTyperL  Ú
ModuleTyperV  rY  ru  r{  r€   r�  Úobjectr”  r<   r5   r=   r>   r@   r@   G   sÓ  † ñð +/Ø*.ØHLØ=AñQà'ðQð �u—x‘x—‘Ñ'ðQð # 3™-ð	Qð
 ˜4  o°vÐ&=Ñ >ÀÐ CÑDÑEðQð % T¨&°&¨.Ñ%9Ñ:ðQð 
õQð< EIò*Ø  ™Ið*Ø=Að*à	õ*ðA 4¨Ñ#8ô Að9Ø˜?¨F°JÐ>Ñ?ð9à	ô9ð DIñØ˜r 4˜xÑ(ðØ<@ðà	õð@ PTñe"Ø˜?¨F°DÐ8Ñ9ðe"ØHLðe"à	õe"ðN! oð !¸#ô !ð3 sð 3¨tô 3ð4˜u _°fÐ%<Ñ=ð 4À$ô 4ð
˜X e¨O¸VÐ,CÑ&DÑEð È$ô ð& kô &ð9¨#ð 9°cð 9¸dÀ;Ñ>Oô 9ô!ð +ð °$ô ð
 4¨Ñ#4ð ¸ô ð
 $ {Ñ"3ô ð< ð <¨ô <ð:¨ð :°ô :ð
= cð =¨kô =ð= ð =¨ô =ð> sð >¨{ô >ñ> sð >°ð >À+õ >ð( sð (¨{ô (ð7°ð 7¸ô 7ð5 ð 5¨ô 5ð6 ð 6¨ô 6ð< Sð <¨[ô <ð
8˜cð 8 dô 8ðJ sð J¨t°KÑ/@ô Jð= cð =¨kô =ð
9˜sð 9 tô 9ð BCñØðØ'+ðØ;>ðà	ˆkÑ	õð.�sð ˜t KÑ0ô ð
˜$˜{Ñ+ô 
ô :ðM 3ð M°4ð M¸Dô Mô-ð7˜Sð 7 Tô 7ð< #ð <¨$ô <ðàðð �n‰nðð 
ô	ð>>¨U×-=Ñ-=ð >À+ô >ð) vð )°$ô )ðKH°ð KH¸ô KHðZE¨cð E°kô Eð¨Cð ¸cð Àdô ð
Øð
Ø$,¨S¡Mð
Ø>Bð
à	ˆkÑ	ô
ð4? 6ð ?¨k÷ ?r=   r@   )Er–  rJ   ÚdataclassesrË   ro   r›  r   r   Úcollections.abcr   r   Útypingr   r   r	   r
   Útorch.nnr¬   Útorch.utils._ordered_setr   rP  r   r   r   Úbytecode_transformationr   r   r   r   r   r   r   r   r   r   r   r   r   Úexcr   r¡   r   r   r    r!   r"   r#   Úvariables.baser$   r%   Úvariables.functionsr&   r'   Úvariables.nn_moduler(   Úvariables.tensorr)   r*   r+   r,   Úvariables.torch_functionr-   Útorch._dynamo.variables.builderr.   Úsymbolic_convertr/   Ú	dataclassr1   r@   r5   r=   r>   Ú<module>r®     s¨   ðñ
ó Û Û 	Û 
Û ß &ß .ß 6Ó 6ã Ý /ç .Ñ .÷÷ ÷ õ õ ß HÓ Hß 1ß B÷õ 2÷ó õ Cö Ý8å;ð ×Ñ÷ð ó ð÷
U
?ò U
?r=   