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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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 Z ddlm!Z!m"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-m.Z.m/Z/ dd
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Z½ G dG„ dH«      Z¾ e¾«       Z¿dI„ ZÀ�d5dJ„ZÁdK„ ZÂdL„ ZÃ�dAdM„ZÄ�dBdN„ZÅ�dCdO„ZÆ�dDdP„ZÇdQ„ ZÈdR„ ZÉ G dS„ dT«      ZÊe-�dEdU„«       ZËe-	 	 	 	 	 	 �dFdV„«       ZËe-�dGdW„«       ZËdX„ ZËe�j˜                  dYk\  rIe�jš                  e�jœ                  e�jž                  ej\                  e�j                   e�j¢                  fZÒdZ„ ZÓd[„ ZÔd\„ ZÕd]„ ZÖd^„ Z×d_„ ZØe�j²                  e�j´                  e�j¶                  e�j¸                  e�jº                  e�j¼                  d`œZßdadbdcdddedfd`œZàdg„ Zádh„ Zâdi„ Zãdj„ Zädk„ Zådl„ Zæ ejJ                  dm«      dn„ «       Zç�dHdo„Zèdp„ Zé�dIdq„Zê�dIdr„ZëdsZìe�jÚ                   G dt„ du«      «       ZîdvZï e�jà                  eï¬w«      añdxesdy<   �dJdz„Zò�dKd{„Zó�dKd|„Zô	 	 	 	 	 	 	 	 	 	 �dLd}„Zõ eCeõ¬~«      Zö eDeõ¬~«      Z÷�dMd„Zø�d5d€„Zù�dNd�„Zú G d‚„ dƒ«      Zûdaüd„esd…<   �dOd†„Zýe#	 	 �dP	 	 	 	 	 	 	 �dQd‡„«       Zþe�jÚ                   G dˆ„ d‰«      «       Zÿ G dŠ„ d‹eÊ«      �Z  �e «       �e �_        dŒ„ �Zdd�œdŽ„�Zd�„ �Z�dRd�„�Ze#d‘„ «       �Zd’„ �Z�d<d“„�Zd”„ �Z	d•„ �Z
d–„ �Z ejJ                  d«      �dSd˜„«       �Zd™„ �Z�dTdš„�Zd›„ �Z e%dœ«      d�„ «       �Ze·e��ee¼�e�e �ed«      �e�j,                  �e�j,                  e�j0                  e3�j2                  e3�j4                  e3�j6                  e3�j8                  e3�j:                  e3�j<                  e3jö                  �j>                  �j@                  e3�jB                  �jD                  h�Z#džesdŸ<    eZ«       r0dd�l$�Z$�e#�jK                  �e$�jL                  �j4                  «       	 d „ �Z' ejJ                  d«      d¡„ «       �Z(d¢„ �Z)d£„ �Z*d¤„ �Z+d¥„ �Z,d¦„ �Z-d§„ �Z.d¨„ �Z/d©„ �Z0 �ei �jc                  «       «      �Z2dªesd«<    �ei �jg                  «       «      �Z4d¬esd­<    �e e"«       �jg                  «       «      �Z5d¬esd®<    �e �e6d«      «      �Z7d¯esd°<    �e �e6 �e8d«      «      «      �Z9d¯esd±<   �e7�jt                  �Z;�e<�jz                  �Z>�e?�jz                  �Z@ e�j‚                  �e?�j„                  �jg                  «       e"�j„                  �jg                  «       «      D � ch c]  }  �eC| «      r| ’Œ c} �ZD�eE�jz                  �ZF�eE�j„                  �jg                  «       D � ch c]  }  �eC| «      sŒ| ’Œ c} �ZG�eH�j„                  �jg                  «       D � ch c]  }  �eC| «      sŒ| ’Œ c} �ZI�eH�j”                  �ZK�e�j„                  �jg                  «       D � ch c]  }  �eC| «      sŒ| ’Œ c} �ZLd²„ �ZMd³„ �ZNd´„ �ZOdµ„ �ZPd¶„ �ZQ�eR�ZS�dUd·„�ZTd¸„ �ZU�e?�j”                  �ZVd¹„ �ZWdº„ �ZXd»„ �ZYd¼„ �ZZ�d<d½„�Z[d¾„ �Z\d¿„ �Z]�dAdÀ„�Z^�dAdÁ„�Z_dÂ�Z`ddÃ�la�mb�Zb dÄ„ �Zc�dVdÅ„�ZddAdÆœ�dWdÇ„�ZedÈ„ �ZfdÉ„ �ZgdÊ„ �ZhddAdËdAdÌdAdAe‹�jÒ                  dAdAf
	 �dXdÍ„�ZjdÎ„ �ZkejF                  dÏ„ «       �Zl eÊ«       �Zm e�j                  �eH«      �ZndÐesdÑ<   g �ZodÒesdÓ<    eÊ«       �Zp ejJ                  d«      dÔ„ «       �ZqdÕ„ �Zr�dYdÖ„�Zsd×„ �ZtdØ„ �Zu�d<dÙ„�Zv e�jî                  «       �ZxdÚ„ �Zye#dÛ„ «       �ZzdÜ„ �Z{dÝ„ �Z|dÞ„ �Z}�dZdß„�Z~dà„ �Z�d[dá„�Z€�d\dâ„�Z��d]dã„�Z‚�d<�d^dä„�Zƒ G då„ dæe
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„ �Z£�de�d„�Z¤�d„ �Z¥�d„ �Z¦�d„ �Z§ejF                  �df�d„«       �Z¨�d„ �Z©�d„ �Zª G �d„ �de3jö                  jø                  «      �Z«�dg�d„�Z¬�d„ �Z­�d„ �Z® G �d„ �d«      �Z¯ �e°«       �Z±�des�d<   �dT�d„�Z²�d„ �Z³ejF                  �d„ «       �Z´�d„ �Zµ�d„ �Z¶�d „ �Z·�d!„ �Z¸�d"„ �Z¹�d#„ �Zº�d$„ �Z»�d%„ �Z¼�d&„ �Z½�d'„ �Z¾�d(„ �Z¿�d)„ �ZÀi �ZÁ�d*es�d+<   �d,„ �ZÂ�d-„ �ZÃ G �d.„ �d/«      �ZÄ�dh�d0„�ZÅ�d1�ZÆd—es�d2<   �d3„ �ZÇy# ef$ r dZeY �ŒÛw xY w# ey$ r Y �ŒJw xY wc c} w c c} w c c} w c c} w (i  aß  
Utility functions and classes used throughout the TorchDynamo system.

This module contains a collection of helper utilities used by various parts of Dynamo for:
- Performance metrics collection and reporting
- Compilation timing and debugging
- Graph manipulation and tensor operations
- Runtime guards and checks
- Common data structure operations
- Testing and development tools

This is an internal module that provides shared functionality used across the Dynamo codebase.
é    )ÚannotationsN)ÚCounterÚOrderedDict)Úcontextmanager)Úis_dataclass)Ú	lru_cache)ÚMethodWrapperType)	ÚAnyÚCallableÚcastÚClassVarÚGenericÚOptionalÚoverloadÚTypeVarÚUnion)ÚLiteralÚTypeIs)Úfx)Ú_instruction_counterÚ_len_torch_function_stackÚ_pop_torch_function_stackÚ_push_on_torch_function_stack)Úenable_python_dispatcher)ÚMetricsContextÚRuntimeMetricsContext)Ú	CompileIdÚSourceÚTracingContext)Úis_sparse_compressed)Újustknobs_checkÚlog_chromium_event_internalÚlog_compilation_eventÚrecord_chromium_event_internalÚsignpost_event)Ú_format_graph_codeÚlazy_format_graph_code)Ú_WaitCounter)ÚLazyModuleMixin)Ú
has_tritonÚhas_triton_package)ÚRemovableHandle)Ú	GeneratorÚIterableÚIteratorÚKeysViewÚ
ValuesView)Údetect_fake_mode©Ú
LazyStringé   )Úconfigztuple[types.ModuleType, ...]ÚNP_SUPPORTED_MODULES© )Ú
FakeTensorÚis_fakeÚmaybe_get_fake_modeÚTz*collections.defaultdict[str, Counter[str]]Úcountersúdict[str, Any]Úoptimus_scuba_logzAhttps://pytorch.org/docs/main/torch.compiler_troubleshooting.htmlz;https://pytorch.org/docs/main/torch.compiler_nn_module.htmlzSee z& for more information and limitations.zdict[str, list[float]]Úcompilation_time_metricsúdict[str, float]Úcumulative_time_spent_nsc                  ó   — e Zd ZdZdZdZy)ÚReInplaceTriggerr5   é   é   N)Ú__name__Ú
__module__Ú__qualname__ÚAUTO_FUNC_V1ÚAUTO_FUNC_V2Ú
TRITON_OPSr8   ó    úQ/var/www/skyplay_api_hub/venv/lib/python3.12/site-packages/torch/_dynamo/utils.pyrD   rD   ¦   s   „ Ø€LØ€LØ�JrM   rD   c                  ó    — e Zd ZU  ej                  e«      Zded<   ed
d„«       Z	edd„«       Z
ed„ «       Zed„ «       Zed„ «       Zed„ «       Zy	)ÚReinplaceCountersz!collections.defaultdict[str, int]Ú_valuesc                óX   — |dk7  r%| j                   d|j                  › �xx   |z  cc<   y y ©Nr   Úmissed_bytes_)rQ   Úname)ÚclsÚtriggerÚbytess      rN   Úadd_missed_bytesz"ReinplaceCounters.add_missed_bytes°   s-   € à�AŠ:Ø�K‰K˜-¨¯© ~Ð6Ó7¸5Ñ@Ô7ð rM   c                óD   — |dk7  r| j                   d|› �xx   |z  cc<   y y ©Nr   Úmissed_tensors_)rQ   )rV   rW   Úcounts      rN   Úadd_missed_opportunitiesz*ReinplaceCounters.add_missed_opportunities¶   s)   € à�AŠ:Ø�K‰K˜/¨'¨Ð3Ó4¸Ñ=Ô4ð rM   c                ó8   — | j                   j                  «        y ©N)rQ   Úclear©rV   s    rN   ra   zReinplaceCounters.clear»   s   € à�‰×ÑÕrM   c                ód   — d}t         D ]$  }|| j                  j                  d|› �d«      z  }Œ& |S r[   )rD   rQ   Úget©rV   ÚsumrW   s      rN   Úget_total_missedz"ReinplaceCounters.get_total_missed¿   s=   € àˆÜ'ò 	CˆGØ�3—;‘;—?‘? _°W°IÐ#>ÀÓBÑB‰Cð	Càˆ
rM   c                óx   — d}t         D ].  }|| j                  j                  d|j                  › �d«      z  }Œ0 |S rS   )rD   rQ   rd   rU   re   s      rN   Úget_total_missed_bytesz(ReinplaceCounters.get_total_missed_bytesÆ   sA   € àˆÜ'ò 	FˆGØ�3—;‘;—?‘? ]°7·<±<°.Ð#AÀ1ÓEÑE‰Cð	Fàˆ
rM   c                óL   — | j                   rt        dd| j                   «       y y )NÚinductorÚreinplace_counters)rQ   r%   rb   s    rN   ÚlogzReinplaceCounters.logÍ   s!   € ð �;Š;Ü˜:Ð';¸S¿[¹[ÕIð rM   N)rW   rD   rX   Úint)rW   rD   r]   rn   )rG   rH   rI   ÚcollectionsÚdefaultdictrn   rQ   Ú__annotations__ÚclassmethodrY   r^   ra   rg   ri   rm   r8   rM   rN   rP   rP   ¬   s–   … Ø1H°×1HÑ1HÈÓ1M€GÐ.ÓMð òAó ðAð
 ò>ó ð>ð ñó ðð ñó ðð ñó ðð ñJó ñJrM   rP   c                óª   — 	 dd l }|j                  | |¬«      S # t        $ r0 dj                  d„ t        j                  |g| «      D «       «      cY S w xY w)Nr   ©Úheadersú
c              3  óZ   K  — | ]#  }d j                  t        t        |«      «      –— Œ% y­w)ú, N)ÚjoinÚmapÚstr)Ú.0Úrows     rN   ú	<genexpr>ztabulate.<locals>.<genexpr>Ý   s$   è ø€ ò 
Ø),ˆD�I‰I”cœ#˜s“m×$ñ
ùs   ‚)+)ÚtabulateÚImportErrorry   Ú	itertoolsÚchain)Úrowsru   r   s      rN   r   r   Ô   sZ   € ð
Ûà× Ñ  ¨wÐ Ó7Ð7øÜò 
Ø�y‰yñ 
Ü09·±ÀÀ	È4Ó0Pô
ó 
ò 	
ð
ús   ‚ ™6AÁAc                 ó   — t         dz   a y ©Nr5   )Ú
curr_framer8   rM   rN   Úincrement_framer‡   æ   s   € ä˜a‘�JrM   c                 óX   — t         j                  «        t        j                  «        day ©Nr   )rB   ra   r@   r†   r8   rM   rN   Úreset_frame_countrŠ   ì   s   € ä×"Ñ"Ô$Ü×"Ñ"Ô$Ø�JrM   c                ó   — t         | z  a y r`   )Úop_count)Úcnts    rN   Úincrement_op_countrŽ   ö   s   € ä��O�HrM   c                 ó¢   — i } t         j                  «       D ]  \  }}|dz  | |<   Œ | j                  dd«      | j                  dd«      z   | d<   | S )Nç    eÍÍAÚentire_frame_compiler   Úentire_backward_compileÚtotal_wall_time)rB   Úitemsrd   )Útotal_by_keyÚphaseÚtimings      rN   Úcalculate_time_spentr˜   ý   sl   € Ø€LÜ1×7Ñ7Ó9ò +‰ˆˆvØ$ s™lˆ�UÒð+ð '3×&6Ñ&6Ø ó'à×ÑÐ2°AÓ6ñ'7€LÐ"Ñ#ð ÐrM   c            	     óŠ   — t        «       } d}| j                  «       D ]  \  }}|› d|› dt        |d«      › �}Œ t        |«       y )NzTIMING:ú ú:é   )r˜   r”   ÚroundÚprint)r•   ÚoutÚkeyÚvalues       rN   Úprint_time_reportr¢     sQ   € Ü'Ó)€Là
€CØ"×(Ñ(Ó*ò /‰
ˆˆUØ��Q�s�e˜1œU 5¨!›_Ð-Ð.‰ð/ô 
ˆ#…JrM   r   Ú_METRICS_CONTEXTr   Ú_RUNTIME_METRICS_CONTEXTc                 ó   — t         S r`   )r£   r8   rM   rN   Úget_metrics_contextr¦   0  s   € ÜÐrM   c                 ó   — t         S r`   )r¤   r8   rM   rN   Úget_runtime_metrics_contextr¨   4  s   € Ü#Ð#rM   c                  ó   — e Zd ZdZdZdZdZy)ÚCompileEventLogLevelzÿ
    Enum that loosely corresponds with a "log level" of a given event.

    CHROMIUM_EVENT: Logs only to tlparse.
    COMPILE_EVENT: Logs to tlparse + PT2 Compile Events
    COMPILATION_METRIC: Logs to tlparse, PT2 Compile Events, and dynamo_compile
    r5   rE   rF   N)rG   rH   rI   Ú__doc__ÚCHROMIUMÚPT2_COMPILEÚCOMPILATION_METRICr8   rM   rN   rª   rª   8  s   „ ñð €HØ€KØÑrM   rª   c                  ó¦  — e Zd ZdZedej                  f	 	 	 	 	 	 	 dd„«       Ze	 d	 	 	 	 	 	 	 dd„«       Ze	 d	 	 	 	 	 dd„«       Z	e	 	 	 	 	 	 	 	 dd„«       Z
edej                  f	 	 	 	 	 dd„«       Ze	 	 	 	 	 	 	 	 dd	„«       Zeej                  f	 	 	 	 	 dd
„«       Zedd„«       Zedd„«       Zeddd„«       Ze	 d	 	 	 	 	 dd„«       Zedd„«       Zy)ÚCompileEventLoggeraÞ  
    Helper class for representing adding metadata(i.e. columns) to various compile events.
    Use CompileEventLogger to add event data to:
    - Chromium events
    - PT2 Compile Events
    - CompilationMetrics

    This should be used in conjunction with dynamo_timed() and metrics contexts, which create
    timed spans and events. CompileEventLogger uses three log levels (described in CompileEventLogLevel),
    where each log level logs to all sources below it in the hierarchy.

    Example usages:
    - I want to log to an existing chromium event within dynamo timed:
    with dynamo_timed("my_event"):
        CompileEventLogger.chromium("my_event", foo=bar)

    - I want to log my event to both chromium + pt2_compile_events:
    with dynamo_timed("my_event", log_pt2_compile_event=True):
        CompileEventLogger.pt2_compile("my_event", foo=bar)

    - I want to add information to dynamo events and dynamo_compile
        CompileEventLogger.compilation_metric(foo=bar)
    Nc                óÚ   — |€t        j                  «       }t        «       }|t        j                  k(  rd}n!|t        j
                  k(  rd}nt        d«      ‚|j                  | |||«       y )NFTzjCannot log instant event at COMPILATION_METRIC level. Please choose one of CHROMIUM_EVENT or COMPILE_EVENT)ÚtimeÚtime_nsÚget_chromium_event_loggerrª   r¬   r­   ÚRuntimeErrorÚlog_instant_event)Ú
event_nameÚmetadatar³   Ú	log_levelÚchromium_logÚlog_pt2_compile_events         rN   r¶   z$CompileEventLogger.log_instant_event_  sp   € ð ˆ?Ü—l‘l“nˆGÜ0Ó2ˆØÔ,×5Ñ5Ò5Ø$)Ñ!ØÔ.×:Ñ:Ò:Ø$(Ñ!äØ|óð ð 	×&Ñ&Ø˜ Ð+@õ	
rM   c                ó  — t        «       }|j                  «       }|t        j                  k(  r |j                  | fi |¤Ž y|t        j
                  k(  r4|j                  «       }| |vrt        d| «      ‚ |j                  | fi |¤Ž y|t        j                  k(  sJ ‚|j                  «       }| |k7  rt        d«      ‚t        «       }|j                  «       st        d«      ‚|j                  ||«        |j                  | fi |¤Ž y)z¨
        Centralized API for adding data to various events
        Log an event to a toplevel "dynamo" event or metrics context
        depending on log level.
        zµError: specified log level PT2_COMPILE, but the event %s is not logged to pt2_compile_events. Make sure the event is active and you passed log_pt2_compile_event=True to dynamo_timedzµLog level is COMPILATION_METRIC, but event_name isn't the toplevel event. CompilationMetrics must be logged to the toplevel event. Consider using `log_toplevel_event_data` directly.z[No metrics context is in progress. Please only call this function within a metrics context.N)r´   Úget_pt2_compile_substackrª   r¬   Úadd_event_datar­   rµ   r®   Úget_outermost_eventr¦   Úin_progressÚupdate)r·   r¹   Ú	overwriter¸   rº   Úpt2_compile_substackÚ	top_eventÚmetrics_contexts           rN   Úadd_datazCompileEventLogger.add_datau  s   € ô 1Ó2ˆØ+×DÑDÓFÐàÔ,×5Ñ5Ò5Ø'ˆL×'Ñ'¨
Ñ?°hÓ?ØÔ.×:Ñ:Ò:Ø#/×#HÑ#HÓ#JÐ ØÐ!5Ñ5Ü"ðAð ó	ð ð (ˆL×'Ñ'¨
Ñ?°hÓ?àÔ 4× GÑ GÒGÐGÐGØ$×8Ñ8Ó:ˆIà˜YÒ&Ü"ðBóð ô 2Ó3ˆOØ"×.Ñ.Ô0Ü"Øqóð ð
 ×"Ñ" 8¨YÔ7Ø'ˆL×'Ñ'¨
Ñ?°hÓ?rM   c                ó~   — t        «       j                  «       }|€t        d«      ‚t        j                  || |fi |¤Ž y)zC
        Syntactic sugar for logging to the toplevel event
        NzWNo toplevel event active. Please only call this function within a dynamo_timed context.)r´   r¿   rµ   r°   rÆ   )r¹   rÂ   r¸   rÄ   s       rN   Úadd_toplevelzCompileEventLogger.add_toplevel£  sD   € ô .Ó/×CÑCÓEˆ	ØÐÜØióð ô 	×#Ñ# I¨y¸)ÑPÀxÓPrM   c                óŠ  — t        «       }|t        j                  k(  s|t        j                  k(  r|j	                  | ||«       y|t        j
                  k(  sJ ‚|j                  «       }| |k7  rt        d«      ‚t        «       }|j                  «       st        d«      ‚|j	                  ||«       |j	                  | ||«       y)z:
        Increments an existing field, or adds it
        z°Log level is COMPILATION_METRIC, but event_name isn't the toplevel event. CompilationMetrics must be logged to the toplevel event. Consider using `increment_toplevel` directly.úhNo metrics context is in progress. Please only call this function within a metrics context/dynamo_timed.N)
r´   rª   r¬   r­   Ú	incrementr®   r¿   rµ   r¦   rÀ   ©r·   r¹   r    r¡   rº   rÄ   rÅ   s          rN   rË   zCompileEventLogger.increment±  sÄ   € ô 1Ó2ˆàÔ-×6Ñ6Ò6ØÔ0×<Ñ<Ò<à×"Ñ" :¨s°EÕ:àÔ 4× GÑ GÒGÐGÐGØ$×8Ñ8Ó:ˆIØ˜YÒ&Ü"ð}óð ô
 2Ó3ˆOØ"×.Ñ.Ô0Ü"Ø~óð ð ×%Ñ% c¨5Ô1Ø×"Ñ" :¨s°EÕ:rM   r5   c                ó‚   — t        «       }|j                  «       }|€t        d«      ‚t        j	                  ||| |«       y)zX
        Increments a value on the toplevel metric. By default, logs to metric.
        Nú_No toplevel event active. Please only call this function within a metrics context/dynamo_timed.)r´   r¿   rµ   r°   rË   ©r    r¡   r¹   rº   rÄ   s        rN   Úincrement_toplevelz%CompileEventLogger.increment_toplevelÐ  sF   € ô 1Ó2ˆØ ×4Ñ4Ó6ˆ	ØÐÜØqóð ô 	×$Ñ$ Y°	¸3ÀÕFrM   c                óŠ  — t        «       }|t        j                  k(  s|t        j                  k(  r|j	                  | ||«       y|t        j
                  k(  sJ ‚|j                  «       }| |k7  rt        d«      ‚t        «       }|j                  «       st        d«      ‚|j	                  ||«       |j	                  | ||«       y)zl
        Add metadata <value> to a set of values with key <key>. Creates a set if it doesn't exist.
        z¯Log level is COMPILATION_METRIC, but event_name isn't the toplevel event. CompilationMetrics must be logged to the toplevel event. Consider using `add_to_set_metric` directly.rÊ   N)
r´   rª   r¬   r­   Ú
add_to_setr®   r¿   rµ   r¦   rÀ   rÌ   s          rN   rÒ   zCompileEventLogger.add_to_setá  sÄ   € ô 1Ó2ˆàÔ-×6Ñ6Ò6ØÔ0×<Ñ<Ò<à×#Ñ# J°°UÕ;àÔ 4× GÑ GÒGÐGÐGØ$×8Ñ8Ó:ˆIØ˜YÒ&Ü"ð|óð ô
 2Ó3ˆOØ"×.Ñ.Ô0Ü"Ø~óð ð ×&Ñ& s¨EÔ2Ø×#Ñ# J°°UÕ;rM   c                ó‚   — t        «       }|j                  «       }|€t        d«      ‚t        j	                  ||| |«       y)z±
        Same as add to set, just does it automatically to the toplevel event instead of having to explicitly name it.
        Defaults to COMPILATION_METRIC log level.
        NrÎ   )r´   r¿   rµ   r°   rÒ   rÏ   s        rN   Úadd_to_set_toplevelz&CompileEventLogger.add_to_set_toplevel   sF   € ô 1Ó2ˆØ ×4Ñ4Ó6ˆ	ØÐÜØqóð ô 	×%Ñ% i°¸CÀÕGrM   c                óR   — t        j                  | t        j                  fddi|¤Ž y)zÓ
        Add <metadata> to <event_name> in chromium. Each key/value of metadata will appear in the chromium trace.
        <event_name> should be the name of a timed event span passed to `dynamo_timed`.
        rÂ   FN)r°   rÆ   rª   r¬   ©r·   r¸   s     rN   ÚchromiumzCompileEventLogger.chromium  s.   € ô 	×#Ñ#ØÔ,×5Ñ5ñ	
ØAFð	
ØJRó	
rM   c                óR   — t        j                  | t        j                  fddi|¤Ž y)aƒ  
        Add <metadata> to <event_name> in chromium and PT2 Compile Events.
        Each key/value of metadata will appear in the chromium trace. Each kwarg name becomes
        a column in PT2 Compile Events, with the corresponding kwarg value.
        <event_name> should be the name of a timed event span passed to `dynamo_timed`,
        with log_to_pt2_compile_events=True.
        rÂ   FN)r°   rÆ   rª   r­   rÖ   s     rN   Úpt2_compilezCompileEventLogger.pt2_compile  s.   € ô 	×#Ñ#ØÔ,×8Ñ8ñ	
ØDIð	
ØMUó	
rM   c                óN   — t        j                  t        j                  | fi |¤Ž y)a6  
        Add <metadata> to the CompilationMetrics context. Also logs to PT2 Compile Events
        and chromium.
        Each key/value of metadata will appear in the chromium trace. Each kwarg name becomes
        a column in PT2 Compile Events and Dynamo Compile, with the corresponding kwarg value.
        N)r°   rÈ   rª   r®   )rÂ   r¸   s     rN   Úcompilation_metricz%CompileEventLogger.compilation_metric+  s%   € ô 	×'Ñ'Ü ×3Ñ3°Yñ	
ØBJó	
rM   c                óP   — t         j                  | ||t        j                  «       y)zØ
        Log an instant event to chromium logs with name <event_name> at time <time_ns>. The `args` field in
        Perfetto will point to metadata. <time_ns> should be a value obtained from time.time_ns().
        N)r°   r¶   rª   r¬   )r·   r¸   r³   s      rN   ÚinstantzCompileEventLogger.instant7  s"   € ô 	×,Ñ,Ø˜ 'Ô+?×+HÑ+Hõ	
rM   c                ó>   — t        «       } |j                  | fi |¤Ž y)zÂ
        Adds to an existing pt2_compile event, but silently returns if the event doesn't exist.
        This function is syntactic sugar for chromium_event_logger().try_add_event_data.
        N)r´   Útry_add_event_data)r·   r¸   rº   s      rN   Útry_add_pt2_compilez&CompileEventLogger.try_add_pt2_compileC  s!   € ô 1Ó2ˆØ'ˆ×'Ñ'¨
Ñ?°hÓ?rM   )r·   r{   r¸   r>   r³   úOptional[int]r¹   rª   ©F)r·   r{   r¹   rª   rÂ   Úboolr¸   Úobject)r¹   rª   rÂ   rã   r¸   rä   )r·   r{   r¹   rª   r    r{   r¡   rn   )r    r{   r¡   rn   r¹   rª   )r·   r{   r¹   rª   r    r{   r¡   r
   )r    r{   r¡   r
   r¹   rª   )r·   r{   r¸   rä   )rÂ   rã   r¸   rä   r`   )r·   r{   r¸   r>   r³   rá   )rG   rH   rI   r«   Ústaticmethodrª   r¬   r¶   rÆ   rÈ   rË   r®   rÐ   rÒ   rÔ   r×   rÙ   rÛ   rÝ   rà   r8   rM   rN   r°   r°   F  s-  „ ñð0 ð "&Ø*>×*GÑ*Gð	
Øð
à ð
ð ð
ð (ò	
ó ð
ð* ð  ð+@Øð+@à'ð+@ð ð+@ð ò	+@ó ð+@ðZ à;@ðQØ'ðQØ48ðQØNTòQó ðQð ð;Øð;Ø$8ð;Ø?Bð;ØKNò;ó ð;ð< ð Ø*>×*QÑ*QðGØðGàðGð (òGó ðGð  ð<Øð<Ø$8ð<Ø?Bð<ØKNò<ó ð<ð< ð +?×*QÑ*QðHØðHàðHð (òHó ðHð& ò
ó ð
ð ò

ó ð

ð ó	
ó ð	
ð àLPð	
Øð	
Ø#1ð	
Ø<Iò	
ó ð	
ð ò@ó ñ@rM   r°   Fc	           
   #  ó^  K  — |�|j                  d«      sJ ‚|�|�J ‚|r|}	| }
n| }	d}
| t        vr	g t        | <   i }|r|j                  |«       |
r|j                  d|
i«       |�|j                  d| i«       t        «       }t	        j
                  «       }|j                  |	||||«       	 t        j                  j                  | › d�«      5  |r*t        d| › �«      j                  «       5  d–— ddd«       nd–— ddd«       t	        j
                  «       }||z
  }t        |    j                  |dz  «       |j                  |	|i |||«       |r@t        «       }|j                  «       r|j!                  ||dz  «       t"        |	xx   |z  cc<   |r5t%        «       j!                  ||dz  |d	|d
œ¬«       t"        |	xx   |z  cc<   yy# 1 sw Y   ŒÕxY w# 1 sw Y   ŒÙxY w# t	        j
                  «       }||z
  }t        |    j                  |dz  «       |j                  |	|i |||«       |r@t        «       }|j                  «       r|j!                  ||dz  «       t"        |	xx   |z  cc<   |r5t%        «       j!                  ||dz  |d	|d
œ¬«       t"        |	xx   |z  cc<   w w xY w­w)aO  
    dynamo_timed is a context manager
    By wrapping a function in dynamo_timed, we can get a few things:

    1) Optionally log timings to pt2_compile_events.
    2) Optionally log timings to CompilationMetrics (dynamo_compile).
    3) Optionally log chromium events.
    4) Optionally increment a WaitCounter.
    5) Store a record in compilation_time_metrics
       For example:

        def _foo(...):
            with dynamo_timed("_foo"):
                ...

        Would show up as an entry in our timing dict:
        OrderedDict([('_foo', [0.083690, 0.23949, 3.1425e-05])])
        This is extremely useful for granular debugging.

    Although it is tempting to use dynamo_timed as a decorator, please do not.
    In its decorator form it makes cProfile traces less useful as dynamo_timed
    suddenly becomes a bottleneck for lots of function calls (as only one parent
    pointer is recorded).

    Params:
    - key: key into compile_time_metrics. If phase_name is not provided, this is
      also the event name used for pt2_compile_events logs and chromium events.
    - phase_name: Optional override for the event name.
    - log_pt2_compile_event: Whether to log a pt2 compile event internally.
    - metadata: Extra metadata to put in pt2_compile_events.
    - dynamo_compile_column_us: If provided, updates the specified CompilationMetrics
      field to be logged to dyname_compile column. We expect all columns to be _us;
      therefore, the field name must end with "_us".
    - dynamo_compile_runtime_column_us: Like 'dynamo_compile_column_us', but should
      be used for those columns captured outside of a compile context, e.g.,
      runtime autotuning.
    - compile_id: In the typical case, this parameter should not be needed. Use to
      supply the compile_id for those cases where we want to log a compile_id where
      it's not naturally available, e.g., for runtime autotuning.
    - is_forward: Optionally set an is_forward field for those logging destinations
      that support it.
    - log_waitcounter: If set, we'll log a waitcounter of the form "pytorch.dynamo_timed.{key}"
    NÚ_usÚfn_nameÚis_backwardz (dynamo_timed)zpytorch.dynamo_timed.r�   éè  T)Ú
compile_idÚ
is_runtimeÚ
is_forward)Úextra)Úendswithr@   rÁ   r´   r²   r³   Úlog_event_startÚtorchÚprofilerÚrecord_functionr(   ÚguardÚappendÚlog_event_endr¦   rÀ   rË   rB   r¨   )r    Ú
phase_namer»   r¸   Údynamo_compile_column_usÚ dynamo_compile_runtime_column_usrë   rí   Úlog_waitcounterr·   rè   Úevent_metadatarº   Ústart_nsÚend_nsÚtime_spent_nsrÅ   s                    rN   Údynamo_timedrÿ   M  sö  è ø€ ðr  Ð+Ø'×0Ñ0°Ô7Ð7Ð7ð $Ð+Ð/OÐ/WÐWÐWáØˆ
Ø‰àˆ
Øˆà
Ô*Ñ*Ø(*Ô  Ñ%à€NÙØ×Ñ˜hÔ'ÙØ×Ñ˜y¨'Ð2Ô3ØÐØ×Ñ˜}°*¨nÐ=Ô>ä(AÓ(C€LÜ�|‰|‹~€HØ× Ñ Ø�H˜nÐ.CÀZôð%BÜ�^‰^×+Ñ+¨s¨e°?Ð,CÓDñ 	ÙÜ!Ð$9¸#¸Ð"?Ó@×FÑFÓHñ Û÷ð ó ÷	ô —‘“ˆØ Ñ)ˆÜ  Ñ%×,Ñ,¨]¸SÑ-@ÔAØ×"Ñ"Ø˜  HÐ.CÀZô	
ñ $Ü1Ó3ˆOØ×*Ñ*Ô,Ø×)Ñ)Ø,¨m¸tÑ.Côô % ZÓ0°MÑAÓ0á+Ü'Ó)×3Ñ3Ø0Ø Ñ%à",Ø"&Ø",ñð 4ô ô % ZÓ0°MÑAÔ0ð ,÷1ð ú÷	ð 	ûô —‘“ˆØ Ñ)ˆÜ  Ñ%×,Ñ,¨]¸SÑ-@ÔAØ×"Ñ"Ø˜  HÐ.CÀZô	
ñ $Ü1Ó3ˆOØ×*Ñ*Ô,Ø×)Ñ)Ø,¨m¸tÑ.Côô % ZÓ0°MÑAÓ0á+Ü'Ó)×3Ñ3Ø0Ø Ñ%à",Ø"&Ø",ñð 4ô ô % ZÓ0°MÑAÔ0ð ,üsP   ‚B+J-Â."G% ÃGÃ/GÃ4GÄG% Ä	CJ-ÇG	ÇGÇG"ÇG% Ç%CJ*Ê*J-c                 ó   — y r`   r8   ©ÚreprÚ	aggregates     rN   Úcompile_timesr  Ì  s   € ØILrM   c                 ó   — y r`   r8   r  s     rN   r  r  Ð  s   € ð &)rM   c                óF  ‡— d„ fˆfd„	}| dk(  r9t         D �cg c]  }| |t         |   d„ ¬«      f‘Œ }}d}|t        |d¬«      z  }|S | d	k(  rKt         j                  «       D �cg c]  } ||d
„ ¬«      ‘Œ }}t        t         j	                  «       «      }||fS yc c}w c c}w )a¿  
    Get metrics about torchdynamo frontend/backend compilation times.

    Accumulates information from functions tagged with `dynamo_timed`.

    repr='str' returns a printable string for user interaction, and 'csv'
    returns headers, rows which can be logged for output

    aggregate causes values from multiple compilations (e.g. split graphs)
    to be accumulated into one value.  If false, expect more than one value
    per metric.
    c                ó   — | S r`   r8   ©Úxs    rN   ú<lambda>zcompile_times.<locals>.<lambda>ä  s   € ¨€ rM   c                ó`   •— ‰r |t        | «      «      S dj                  t        || «      «      S )Nrx   )rf   ry   rz   )ÚvaluesÚitem_fnr  s     €rN   Úfmt_fnzcompile_times.<locals>.fmt_fnä  s+   ø€ ÙÙœ3˜v›;Ó'Ð'Ø�y‰yœ˜W fÓ-Ó.Ð.rM   r{   c                ó
   — | d›S )Nz.4fr8   r  s    rN   r
  zcompile_times.<locals>.<lambda>ë  s
   € ÈÈ3È€ rM   )r  z!TorchDynamo compilation metrics:
)ÚFunctionzRuntimes (s)rt   Úcsvc                ó
   — | d›S )Nz.6fr8   r  s    rN   r
  zcompile_times.<locals>.<lambda>ó  s
   € ¨1¨S¨'€ rM   N)r@   r   r  ÚlistÚkeys)	r  r  r  Úkrƒ   rŸ   Úvr  ru   s	    `       rN   r  r  Ö  sÊ   ø€ ñ  +õ /ð
 ˆu‚}ô .ö
àð ‘Ô/°Ñ2Ñ<PÔQÒRð
ˆð 
ð 3ˆØŒx˜Ð&BÔCÑCˆØˆ
Ø	�Šô .×4Ñ4Ó6ö
àñ �1Ñ2Ö3ð
ˆð 
ô Ô/×4Ñ4Ó6Ó7ˆØ˜ˆÐØùò
ùò
s   —BÁ#Bc                 óD   — t         j                  t        dd¬«      «       y )Nr{   Tr  )rm   Úinfor  r8   rM   rN   Údump_compile_timesr  û  s   € ä‡H�HŒ] °Ô6Õ7rM   c                  ó$   — e Zd Zddd„Zd„ Zdd„Zy)ÚDuplicateWarningCheckerc                ó2   — || _         | j                  «        y r`   )ÚmaxsizeÚreset)Úselfr  s     rN   Ú__init__z DuplicateWarningChecker.__init__  s   € ØˆŒØ�
‰
�rM   c                ó"   — t        «       | _        y r`   )r   Úset©r  s    rN   r  zDuplicateWarningChecker.reset  s   € Ü“=ˆ�rM   c                ó^  — || j                   v r/| j                   j                  |d¬«       t        j                  syyd | j                   |<   t	        | j                   «      | j
                  kD  r?| j                   j                  d¬«       t	        | j                   «      | j
                  kD  rŒ?y)NT)ÚlastF)r"  Úmove_to_endr6   ÚverboseÚlenr  Úpopitem©r  r    s     rN   ÚaddzDuplicateWarningChecker.add  s„   € Ø�$—(‘(‰?Ø�H‰H× Ñ  ¨4Ð Ô0Ü—>’>Øð
 ð !ˆD�H‰H�S‰MÜ�d—h‘h“- $§,¡,Ò.Ø—‘× Ñ  eÐ Ô,ô �d—h‘h“- $§,¡,Ó.àrM   N)é   )r  rn   ÚreturnÚNone)r    z!Union[str, tuple[object, object]]r-  rã   )rG   rH   rI   r   r  r+  r8   rM   rN   r  r    s   „ ôò!ô	rM   r  c                 óˆ   — t         j                  j                  dd«      dk(  } | r
t        «       S t	        j
                  «       S )NÚTORCH_COMPILE_DEBUGÚ0Ú1)ÚosÚenvironrd   Úadd_file_handlerÚ
contextlibÚ	ExitStack)Úcompile_debugs    rN   Úsetup_compile_debugr9  %  s7   € Ü—J‘J—N‘NÐ#8¸#Ó>À#ÑE€MáÜÓ!Ð!ä×ÑÓ!Ð!rM   c                 ó,   — t         j                  «        y r`   )Úgraph_break_dup_warning_checkerr  r8   rM   rN   Úreset_graph_break_dup_checkerr<  .  s   € Ü#×)Ñ)Õ+rM   c                 óŒ  ‡‡— t         j                  j                  t        «       d«      } t        j                  | d¬«       t        j                  t         j                  j                  | d«      «      Št        j                  d«      Š‰j                  ‰«       t        j                  «       }|j                  ˆˆfd„«       |S )NÚtorchdynamoT©Úexist_okz	debug.logztorch._dynamoc                 ó&   •— ‰j                  ‰ «      S r`   ©ÚremoveHandler©Úlog_file_handlerÚloggers   €€rN   r
  z"add_file_handler.<locals>.<lambda>;  s   ø€ ˜v×3Ñ3Ð4DÓE€ rM   )r3  Úpathry   Úget_debug_dirÚmakedirsÚloggingÚFileHandlerÚ	getLoggerÚ
addHandlerr6  r7  Úcallback)Úlog_pathÚ	exitstackrE  rF  s     @@rN   r5  r5  2  s‰   ù€ Ü�w‰w�|‰|œM›O¨]Ó;€HÜ‡K�K� 4Õ(ä×*Ñ*¬2¯7©7¯<©<¸À+Ó+NÓOÐÜ×Ñ˜Ó/€FØ
×ÑÐ&Ô'ä×$Ñ$Ó&€IØ×ÑÔEÔFØÐrM   c                 óB  ‡‡— t        j                  «       } t        j                  �xt	        j
                  t        j                  «      Št        j                  j                  j                  «       D ](  Š‰j                  ‰«       | j                  ˆˆfd„«       Œ* | S | S )Nc                 ó&   •— ‰j                  ‰ «      S r`   rB  rD  s   €€rN   r
  z setup_log_file.<locals>.<lambda>E  s   ø€  v×';Ñ';Ð<LÓ'M€ rM   )r6  r7  r6   Úlog_file_namerJ  rK  rñ   Ú_loggingÚ	_internalÚget_loggersrM  rN  )rP  rE  rF  s    @@rN   Úsetup_log_filerW  ?  s„   ù€ Ü×$Ñ$Ó&€IÜ×ÑÐ'Ü"×.Ñ.¬v×/CÑ/CÓDÐÜ—n‘n×.Ñ.×:Ñ:Ó<ò 	OˆFØ×ÑÐ.Ô/Ø×ÑÔMÕNð	Oð ÐàÐrM   c                ó|   — t        «       › d|j                  › dt        | «      j                  › d|j                  › d�S )Nz/error_recordings/Ú_z.rec)rH  Úco_nameÚtyperG   Úco_firstlineno)ÚexcÚcodes     rN   Úgen_record_file_namer_  K  sB   € Ü‹oÐð Ø‡�€ˆa”�S“	×"Ñ"Ð# 1 T×%8Ñ%8Ð$9¸ð?ð ?rM   c                óˆ  — 	 t         j                  j                  | «      rt        j	                  d| «       y t        j
                  t         j                  j                  | «      d¬«       t        | d«      5 }|j                  |«       d d d «       y # 1 sw Y   y xY w# t        $ r t        j                  d| «       Y y w xY w)Nz9Unable to write execution record %s; file already exists.Tr?  Úwbz#Unable to write execution record %s)r3  rG  Úexistsrm   ÚwarningrI  ÚdirnameÚopenÚdumpÚ	ExceptionÚ	exception)ÚfilenameÚexec_recordÚfs      rN   Úwrite_record_to_filerl  P  s”   € ð
GÜ�7‰7�>‰>˜(Ô#Ü�K‰KØKÈXõô �K‰KœŸ™Ÿ™¨Ó1¸DÕAÜ�h Ó%ð $¨Ø× Ñ  Ô#÷$÷ $ñ $ûäò GÜ�‰Ð;¸XÖFðGús5   ‚5B ¸A B Á8BÂ
B ÂBÂB ÂB ÂCÃ Cc                óT   — d}| j                   D ]  }d|j                  v sŒ|dz  }Œ |S )Nr   Úcallr5   )ÚnodesÚop)ÚgÚcÚns      rN   Úcount_callsrt  ^  s5   € Ø	€AØ�W‰Wò ˆØ�Q—T‘TŠ>Ø�‰F‰Aðð €HrM   c                ó   — | S r`   r8   r  s    rN   Úidentityrv  f  s   € Ø€HrM   c                óN   — 	 t        | «       y# t        $ r Y yt        $ r Y yw xY w©NTF)ÚhashÚ	TypeErrorÚ
ValueErrorr  s    rN   Úhashabler|  j  s.   € ðÜˆQŒØøÜò Ùäò Ùðús   ‚ Ž	$™$£$c                  ó   — y r`   r8   ©ÚargsÚkwargss     rN   Únothingr�  u  s   € ØrM   c                  ó<   — e Zd ZdZd„ Zd„ Zd
d„Zd„ Zd„ Zd„ Z	d	„ Z
y)ÚExactWeakKeyDictionaryz\Similar to weakref.WeakKeyDictionary, but use `is`/`id` rather than `==` to compare equalityc                ó    — i | _         i | _        y r`   ©r  Úrefsr#  s    rN   r   zExactWeakKeyDictionary.__init__|  s   € ØˆŒØˆ�	rM   c                ó2   — | j                   t        |«         S r`   )r  Úidr*  s     rN   Ú__getitem__z"ExactWeakKeyDictionary.__getitem__€  s   € Ø�{‰{œ2˜c›7Ñ#Ð#rM   Nc                óL   — | j                   j                  t        |«      |«      S r`   )r  rd   rˆ  )r  r    Údefaults      rN   rd   zExactWeakKeyDictionary.getƒ  s   € Ø�{‰{�‰œr #›w¨Ó0Ð0rM   c                ó0   — t        |«      | j                  v S r`   )rˆ  r  r*  s     rN   Ú__contains__z#ExactWeakKeyDictionary.__contains__†  s   € Ü�#‹w˜$Ÿ+™+Ð%Ð%rM   c                ó¦   ‡ ‡— t        |«      Š‰‰ j                  vr't        j                  |ˆˆ fd„«      ‰ j                  ‰<   |‰ j                  ‰<   y )Nc                ó&   •— ‰j                  ‰«      S r`   )Ú
_remove_id)ÚrefÚidxr  s    €€rN   r
  z4ExactWeakKeyDictionary.__setitem__.<locals>.<lambda>Œ  s   ø€ ¸$¿/¹/È#Ó:N€ rM   )rˆ  r†  Úweakrefr‘  r  )r  r    r¡   r’  s   `  @rN   Ú__setitem__z"ExactWeakKeyDictionary.__setitem__‰  s?   ù€ Ü�‹gˆØ�d—i‘iÑÜ$Ÿ[™[¨Ô.NÓOˆD�I‰I�c‰NØ ˆ�‰�CÒrM   c                ór   — || j                   v r| j                   |= || j                  v r| j                  |= y y r`   r…  )r  r’  s     rN   r�  z!ExactWeakKeyDictionary._remove_id�  s6   € Ø�$—+‘+ÑØ—‘˜CÐ Ø�$—)‘)ÑØ—	‘	˜#‘ð rM   c                ól   — | j                   j                  «        | j                  j                  «        y r`   )r†  ra   r  r#  s    rN   ra   zExactWeakKeyDictionary.clear•  s    € Ø�	‰	�‰ÔØ�‰×ÑÕrM   r`   )rG   rH   rI   r«   r   r‰  rd   r�  r”  r�  ra   r8   rM   rN   rƒ  rƒ  y  s(   „ Ùfòò$ó1ò&ò!òórM   rƒ  c                 ó   — y r`   r8   ©ÚobjÚallowed_typess     rN   Úistyper›  š  s   € Ø>ArM   c                 ó   — y r`   r8   r˜  s     rN   r›  r›  ž  s   € ð rM   c                 ó   — y r`   r8   r˜  s     rN   r›  r›  ¤  s   € Ø@CrM   c                ól   — t        |t        t        t        f«      rt	        | «      |v S t	        | «      |u S )zisinstance() without subclasses)Ú
isinstanceÚtupler  r"  r[  r˜  s     rN   r›  r›  ¨  s1   € ä�-¤%¬¬sÐ!3Ô4Ü�C‹y˜MÐ)Ð)Ü�‹9˜Ð%Ð%rM   ©rF   é   c                ó¦   — t         j                  dk\  rt        | t        «      ryt        | t        j
                  «      xs | t        j                  u S )Nr¡  T)ÚsysÚversion_inforŸ  Ú_builtin_final_typing_classesÚtypingÚ_Finalr   ©r¡   s    rN   Ú	is_typingrª  ¼  s>   € ô ×Ñ˜7Ò"¤z°%Ô9VÔ'WØÜ�eœVŸ]™]Ó+ÒF¨u¼¿¹Ð/FÐFrM   c                ó  — t         syt        | t         j                  t         j                  t         j                  t         j
                  t         j                  t         j                  t         j                  t         j                  f«      S ©NF)
Únpr›  Úint8Úint16Úint32Úint64Úuint8Úuint16Úuint32Úuint64r©  s    rN   Úis_numpy_int_typer¶  Ê  sU   € ÝØäØä�G‰GÜ�H‰HÜ�H‰HÜ�H‰HÜ�H‰HÜ�I‰IÜ�I‰IÜ�I‰Ið		
óð rM   c                ó‚   — t         syt        | t         j                  t         j                  t         j                  f«      S r¬  )r­  r›  Úfloat16Úfloat32Úfloat64r©  s    rN   Úis_numpy_float_typer»  Ý  s2   € ÝØäØä�J‰JÜ�J‰JÜ�J‰Jð	
óð rM   c                óx   — t        | t        j                  «      xr t        t	        j
                  | d«      «      S )NÚ__wrapped__)rŸ  Ú	functoolsÚ_lru_cache_wrapperÚis_functionÚinspectÚgetattr_staticr©  s    rN   Úis_lru_cache_wrapped_functionrÃ  ë  s4   € Ü�eœY×9Ñ9Ó:ò ¼{Ü×Ñ˜u mÓ4ó@ð rM   c                ó˜   — t        | «      xs> t        | t        j                  j                  t        j                  j
                  f«      S r`   )rÀ  rŸ  rñ   Ú_opsÚOpOverloadPacketÚ
OpOverloadr©  s    rN   Úis_function_or_wrapperrÈ  ñ  s9   € Ü�uÓò ¤Ø”—
‘
×+Ñ+¬U¯Z©Z×-BÑ-BÐCó"ð rM   c                ó’   — t        | t        j                  t        j                  t        j                  t        j
                  f«      S r`   )rŸ  ÚtypesÚFunctionTypeÚBuiltinFunctionTypeÚMethodDescriptorTypeÚWrapperDescriptorTyper©  s    rN   rÀ  rÀ  ÷  s;   € ÜØä×ÑÜ×%Ñ%Ü×&Ñ&Ü×'Ñ'ð		
óð rM   )Ú__eq__Ú__ne__Ú__lt__Ú__le__Ú__gt__Ú__ge__z==z!=ú<z<=ú>z>=c                ó°   — t        | t        j                  t        j                  t        j                  t        j
                  t        j                  f«      S r`   )rŸ  rÊ  ÚGetSetDescriptorTyperÍ  rÎ  ÚMemberDescriptorTyper	   r©  s    rN   Úis_wrapper_or_member_descriptorrÚ    sF   € ÜØô ×&Ñ&ä×&Ñ&ä×'Ñ'ä×&Ñ&ä×#Ñ#ð	
óð rM   c                ó   — t        | «      d   S r‰   )Ú unwrap_with_attr_name_if_wrapper)Úfns    rN   Úunwrap_if_wrapperrÞ  )  s   € Ü+¨BÓ/°Ñ2Ð2rM   c                óŒ   — t        | «      r4t        j                  | dd«      rt        j                  | d| «      } d}| |fS d }| |fS )NÚ_torchdynamo_inlineF)rÀ  rÁ  rÂ  )rÝ  Ú	attr_names     rN   rÜ  rÜ  -  sT   € ô �2„œ7×1Ñ1°"Ð6KÈUÔSÜ×#Ñ# BÐ(=¸rÓBˆØ)ˆ	ð ˆyˆ=Ðð ˆ	Øˆyˆ=ÐrM   c                óD   — t         syt        | t         j                  «      S r¬  )r­  r›  Úndarrayr©  s    rN   Úis_numpy_ndarrayrä  8  s   € ÝØä�%œŸ™Ó$Ð$rM   c                óÌ   — t         j                  t         j                  j                  gt        j
                  ¢­}|t         j                  j                  fz   }t        | |«      S )zCheck of obj is a tensor)	rñ   ÚTensorÚnnÚ	Parameterr6   Útraceable_tensor_subclassesÚ_subclassesr9   r›  )r™  Útensor_lists     rN   Úistensorrì  ?  sW   € ô 	�‰Ü�‰×Ñð%ô 
×	+Ñ	+ñ%€Kð
 ¤×!2Ñ!2×!=Ñ!=Ð ?Ñ?€KÜ�#�{Ó#Ð#rM   c                ó"   — t        | t        «      S r`   )rŸ  r)   )Úmods    rN   Úis_lazy_modulerï  J  s   € Ü�cœ?Ó+Ð+rM   r,  c                 ó   — t        | Ž  y r`   )rž   ©r  s    rN   Ú
print_oncerò  N  s	   € ä	ˆ4‚LrM   c                ó|   ‡— | Šˆfd„}|j                   �t        |j                   «      dk(  sJ ‚|j                   d   S )zNSome black magic to create a cell object that usually only exists in a closurec                 ó   •— ‰ S r`   r8   r  s   €rN   rk  zmake_cell.<locals>.fW  s   ø€ ØˆrM   r5   r   )Ú__closure__r(  )Úvalrk  r	  s     @rN   Ú	make_cellr÷  S  s>   ø€ à€Aôð �=‰=Ð$¬¨Q¯]©]Ó);¸qÒ)@Ð@Ð@Ø�=‰=˜ÑÐrM   c                óB  — 	 t        d„ | D «       «      }|j                  «       D ��ci c]  \  }}||j                  «       “Œ }}}||fS c c}}w # t        $ rF}ddlm} ddlm}  |dd || Ž › d |t        |j                  «       «      Ž › �dg |¬	«       Y d }~y d }~ww xY w)
Nc              3  ó<   K  — | ]  }|j                  «       –— Œ y ­wr`   )Úas_proxy©r|   Úargs     rN   r~   z$proxy_args_kwargs.<locals>.<genexpr>`  s   è ø€ Ò:¨c˜3Ÿ<™<Ÿ>Ñ:ùó   ‚r5   ©Úunimplemented_v2)Útypestrz&Failed to convert args/kwargs to proxyzcall_function args: rš   z7Missing `as_proxy()` implementation for some arg/kwarg.©Úgb_typeÚcontextÚexplanationÚhintsÚfrom_exc)
r   r”   rú  ÚNotImplementedErrorr]  rÿ  Úvariables.baser   r  r  )	r  r€  Ú
proxy_argsr    rü  Úproxy_kwargsÚerÿ  r   s	            rN   Úproxy_args_kwargsr  ^  s¥   € ð
ÜÑ:°TÔ:Ó:ˆ
Ø<B¿L¹L»N×K±°°S˜˜SŸ\™\›^Ñ+ÐKˆÑKØ˜<Ð'Ð'ùó Løäò 

Ý)Ý+áØ<Ø*©7°D¨>Ð*:¸!¹GÄTÈ&Ï-É-Ë/ÓEZÐ<[Ð;\Ð]ØQØØ÷	
ò 	
ûð	

ús(   ‚%A §A	ÁA Á	A Á	BÁ<BÂBc                ó&   — | €d S t        | dz  «      S ©Nrê   ©rn   ©r  s    rN   Ú	to_int_msr  p  s   € Ø�9ˆ4Ð/¤# a¨$¡h£-Ð/rM   c                ó&   — | €d S t        | dz  «      S )Ni@B r  r  s    rN   Ú	to_int_usr  v  s   € Ø�9ˆ4Ð4¤# a¨)¡mÓ"4Ð4rM   rF   c                  ór  — e Zd ZU 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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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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$<   dZ"ded%<   dZ#ded&<   dZ$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Z,ded/<   dZ-ded0<   dZ.ded1<   dZ/ded2<   dZ0ded3<   dZ1ded4<   dZ2ded5<   dZ3ded6<   dZ4ded7<   dZ5ded8<   dZ6ded9<   dZ7ded:<   dZ8ded;<   dZ9ded<<   dZ:ded=<   dZ;ded><   e<Z=d?ed@<   dZ>dedA<   dZ?dedB<   dZ@dedC<   dZAdedD<   dZBdedE<   dZCdedF<   dZDdedG<   dZEdedH<   dZFdedI<   dZGdJedK<   dZHdedL<   dMZIdedN<   dZJdedO<   dZKdedP<   dZLdedQ<   dZMdedR<   dZNdedS<   dZOdedT<   dZPdedU<   dZQdedV<   dZRdedW<   dZSdedX<   eTdZdY„«       ZUy)[ÚCompilationMetricsNúOptional[str]rë   Ú	frame_keyrZ  Úco_filenamerá   r\  Ú
cache_sizeÚaccumulated_cache_sizeÚguard_countÚshape_env_guard_countÚgraph_op_countÚgraph_node_countÚgraph_input_countúOptional[float]Ú
start_timeÚentire_frame_compile_time_sÚbackend_compile_time_sÚinductor_compile_time_sÚcode_gen_time_sÚ	fail_typeÚfail_reasonÚfail_user_frame_filenameÚfail_user_frame_linenozOptional[set[str]]Únon_compliant_opsÚcompliant_custom_opsÚrestart_reasonsÚdynamo_time_before_restart_súOptional[bool]Úhas_guarded_codeÚremote_cache_time_saved_sÚstructured_logging_overhead_sÚconfig_suppress_errorsÚ config_inline_inbuilt_nn_modulesÚspecialize_floatÚdynamo_configrí   Únum_triton_bundlesÚ!remote_fx_graph_cache_get_time_msÚ!remote_fx_graph_cache_put_time_msÚstart_time_usÚduration_usÚ!dynamo_cumulative_compile_time_usÚ'aot_autograd_cumulative_compile_time_usÚ#inductor_cumulative_compile_time_usÚ,inductor_code_gen_cumulative_compile_time_usÚtriton_compile_time_usÚruntime_cudagraphify_time_usÚruntime_triton_autotune_time_usÚ%dynamo_compile_time_before_restart_usÚcuda_synchronize_time_usÚ distributed_ephemeral_timeout_usÚstructured_logging_overhead_usÚ!remote_fx_graph_cache_get_time_usÚ!remote_fx_graph_cache_put_time_usÚ#backward_cumulative_compile_time_usÚend_time_usÚpre_grad_pass_time_usÚpost_grad_pass_time_usÚjoint_graph_pass_time_usrn   Úlog_format_versionÚinductor_configÚremote_cache_versionÚ"inductor_fx_remote_cache_hit_countÚ#inductor_fx_remote_cache_miss_countÚ%inductor_fx_remote_cache_backend_typeÚ!inductor_fx_remote_cache_hit_keysÚ"inductor_fx_remote_cache_miss_keysÚcuda_versionÚtriton_versionzOptional[dict[str, bool]]Úfeature_usageÚcompile_time_autotune_time_usFrì   Ú
gc_time_usÚtensorify_float_attemptÚtensorify_float_successÚtensorify_float_failureÚguard_latency_usÚrecompile_reasonÚnum_graph_breaksÚtriton_kernel_compile_times_usÚir_countÚcudagraph_skip_reasonc                ó²  — dd„}dd„}dd„}dd„} ||j                  d«      «       ||j                  d«      «       ||j                  d«      «       ||j                  d«      «       ||j                  d	«      «       ||j                  d
«      «       ||j                  d«      «       ||j                  d«      «       ||j                  d«      «      dœ	}i |¥|¥} ||j                  d«      «      |d<    ||j                  d«      «      |d<    ||j                  d«      «      |d<   |j                  d«      }|rt        |«      nd|d<    | di |¤ŽS )zó
        Factory method to create a CompilationMetrics from a dict of fields.
        Includes the logic to add legacy fields and any pre-processing, e.g.,
        we transform some fields to comma-separated strings for scuba logging.
        c                ó   — | �| dz  S d S )Ng    €„.Ar8   ©Úmetrics    rN   Úus_to_sz*CompilationMetrics.create.<locals>.us_to_sÜ  s   € Ø#)Ð#5�6˜C‘<Ð?¸4Ð?rM   c                ó   — | �| dz  S d S r  r8   re  s    rN   Úus_to_msz+CompilationMetrics.create.<locals>.us_to_msß  s   € Ø%+Ð%7�6˜T‘>ÐA¸TÐArM   c                ó†   ‡— dd„Š| €y t        | t        t        f«      sydj                  ˆfd„t	        | «      D «       «      S )Nc                ó8   — 	 t        | «      S # t        $ r Y yw xY w©Nú	<unknown>)r{   rg  )Úitems    rN   Úsafe_strzFCompilationMetrics.create.<locals>.collection_to_str.<locals>.safe_strã  s#   € ð'Ü˜t›9Ð$øÜ ò 'Ù&ð'ús   ‚
 �	˜rm  ú,c              3  ó.   •K  — | ]  } ‰|«      –— Œ y ­wr`   r8   )r|   rn  ro  s     €rN   r~   zGCompilationMetrics.create.<locals>.collection_to_str.<locals>.<genexpr>ï  s   øè ø€ ÒF¨t™H TŸNÑFùó   ƒ)rn  r
   r-  r{   )rŸ  r"  r  ry   Úsorted)rf  ro  s    @rN   Úcollection_to_strz4CompilationMetrics.create.<locals>.collection_to_strâ  s<   ø€ ó'ð ˆ~Øä˜f¤s¬D kÔ2Ø"à—8‘8ÓF´v¸f³~ÔFÓFÐFrM   c                ód   — | €y 	 t        j                  t        | «      «      S # t        $ r Y yw xY wrl  )ÚjsonÚdumpsr  rg  re  s    rN   Úcollection_to_json_strz9CompilationMetrics.create.<locals>.collection_to_json_strñ  s4   € Øˆ~Øð#Ü—z‘z¤$ v£,Ó/Ð/øÜò #Ù"ð#ús   …# £	/®/r9  r;  r<  r=  r>  rD  rF  rG  rE  )	r!  r"  r#  r$  r%  r0  r7  r8  r1  rS  rT  r`  rë   N)rf  rá   r-  r   )rf  rá   r-  rá   )rf  zOptional[Any]r-  r  r8   )rd   r{   )	rV   Úmetricsrg  ri  rt  rx  Úlegacy_metricsÚall_metricsrë   s	            rN   ÚcreatezCompilationMetrics.createÔ  sŠ  € ó	@ó	Bó	Gó	#ñ " '§+¡+¨oÓ">Ó?Ù+2Ø—‘Ð?Ó@ó,ñ '.Ø—‘ÐEÓFó'ñ (/Ø—‘ÐAÓBó(ñ  'Ø—‘ÐJÓKó ñ *1Ø—‘Ð>Ó?ó*ñ 2:Ø—‘Ð?Ó@ó2ñ 2:Ø—‘Ð?Ó@ó2ñ .5Ø—‘Ð<Ó=ó.ñ/
ˆð8 4˜Ð3¨7Ð3ˆñ <MØ�O‰OÐ?Ó@ó<
ˆÐ7Ñ8ñ =NØ�O‰OÐ@ÓAó=
ˆÐ8Ñ9ñ 9OØ�O‰OÐ<Ó=ó9
ˆÐ4Ñ5ð !—_‘_ \Ó2ˆ
Ù7A¤C¨
¤OÀtˆ�LÑ!áÑ!�[Ñ!Ð!rM   )ry  r>   )VrG   rH   rI   rë   rq   r  rZ  r  r\  r  r  r  r  r  r  r  r!  r"  r#  r$  r%  r&  r'  r(  r)  r*  r+  r,  r-  r/  r0  r1  r2  r3  r4  r5  rí   r6  r7  r8  r9  r:  r;  r<  r=  r>  r?  r@  rA  rB  rC  rD  rE  rF  rG  rH  rI  rJ  rK  rL  ÚLOG_FORMAT_VERSIONrM  rN  rO  rP  rQ  rR  rS  rT  rU  rV  rW  rX  rì   rY  rZ  r[  r\  r]  r^  r_  r`  ra  rb  rr   r|  r8   rM   rN   r  r    si  … à $€J�Ó$Ø#€Iˆ}Ó#Ø!€Gˆ]Ó!Ø!%€K�Ó%Ø$(€N�MÓ(Ø $€J�Ó$Ø,0Ð˜MÓ0Ø!%€K�Ó%Ø+/Ð˜=Ó/Ø$(€N�MÓ(Ø&*Ð�mÓ*Ø'+Ð�}Ó+Ø"&€J�Ó&Ø37Ð Ó7Ø.2Ð˜OÓ2Ø/3Ð˜_Ó3Ø'+€O�_Ó+Ø#€Iˆ}Ó#Ø!%€K�Ó%Ø.2Ð˜mÓ2Ø,0Ð˜MÓ0Ø,0ÐÐ)Ó0Ø/3ÐÐ,Ó3Ø*.€OÐ'Ó.Ø48Ð  /Ó8ð (,Ð�nÓ+Ø15Ð˜Ó5Ø59Ð! ?Ó9Ø-1Ð˜NÓ1Ø7;Ð$ nÓ;Ø'+Ð�nÓ+Ø#'€M�=Ó'Ø!%€J�Ó%Ø(,Ð˜Ó,Ø7;Ð% }Ó;Ø7;Ð% }Ó;Ø#'€M�=Ó'Ø!%€K�Ó%Ø7;Ð% }Ó;Ø=AÐ+¨]ÓAØ9=Ð'¨Ó=ØBFÐ0°-ÓFØ,0Ð˜MÓ0Ø26Ð  -Ó6Ø59Ð# ]Ó9Ø;?Ð)¨=Ó?Ø.2Ð˜mÓ2Ø6:Ð$ mÓ:Ø48Ð" MÓ8Ø7;Ð% }Ó;Ø7;Ð% }Ó;Ø9=Ð'¨Ó=Ø!%€K�Ó%Ø+/Ð˜=Ó/Ø,0Ð˜MÓ0Ø.2Ð˜mÓ2Ø0Ð˜Ó0Ø%)€O�]Ó)Ø*.Ð˜-Ó.Ø8<Ð&¨Ó<Ø9=Ð'¨Ó=Ø;?Ð)¨=Ó?Ø7;Ð% }Ó;Ø8<Ð&¨Ó<Ø"&€L�-Ó&Ø$(€N�MÓ(Ø/3€MÐ,Ó3Ø37Ð! =Ó7Ø!&€J�Ó&Ø $€J�Ó$Ø.2Ð˜^Ó2Ø.2Ð˜^Ó2Ø26ÐÐ/Ó6Ø(,Ð�oÓ,Ø&*Ð�mÓ*Ø&*Ð�mÓ*Ø48Ð" MÓ8Ø"€HˆmÓ"Ø+/Ð˜=Ó/àòQ"ó ñQ"rM   r  é@   ©Úmaxlenz%collections.deque[CompilationMetrics]Ú_compilation_metricsc                óº  — t        «       }|j                  «       }|sy|j                  || j                  | j                  | j
                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                  | j                   | j"                  | j$                  �t'        | j$                  «      nd| j(                  �t'        | j(                  «      nd| j*                  �t'        | j*                  «      nd| j,                  | j.                  | j0                  ¬«       y)a  
    These are the common fields in CompilationMetrics that existed before
    metrics_context, and aren't set by MetricsContext.set(). We add the subset
    of them that make sense in `dynamo`/toplevel events in PT2 Compile Events
    directly.

    If you're tempted to add to this list, consider using CompileEventLogger.compilation_metric()
    instead, which will automatically also add it to tlparse and PT2 Compile Events.
    TODO: Get rid of this function and replace it with CompileEventLogger directly instead.
    N)r·   r  rZ  r  r\  r  r  r  r  r  r  r  r&  r'  r(  r)  r*  r+  r,  r-  r/  r5  )r´   r¿   r¾   r  rZ  r  r\  r  r  r  r  r  r  r  r&  r'  r(  r)  r*  r  r+  r,  r-  r/  r5  )rr  Úevent_loggerr·   s      rN   Ú#add_compilation_metrics_to_chromiumr„  1  s'  € ô -Ó.€LØ×1Ñ1Ó3€JÙØØ×ÑØØ—+‘+Ø—	‘	Ø—M‘MØ×'Ñ'Ø—<‘<Ø ×7Ñ7Ø—M‘MØ×5Ñ5Ø×'Ñ'Ø×+Ñ+Ø×-Ñ-Ø—+‘+Ø—M‘MØ!"×!;Ñ!;Ø ×7Ñ7ð ×ÑÐ*ô ˜q×2Ñ2Ô3àà×!Ñ!Ð-ô " !×"8Ñ"8Ô9àà×ÑÐ(ô ˜Q×.Ñ.Ô/àØ%&×%CÑ%CØ×+Ñ+Ø—o‘oð;  õ rM   c                 ól   — dd„}  | t        j                  «       «      }t        j                  |d¬«      S )Nc           	     óœ   — h d£}| j                  «       D ��ci c]'  \  }}||vr|t        |t        «      rt        |«      n|“Œ) c}}S c c}}w )N>   r'  Úbase_dirÚrepro_afterÚrepro_levelÚTYPE_CHECKINGrS  Údebug_dir_rootÚrepro_toleranceÚrepro_forward_onlyÚ_custom_ops_profileÚ_save_config_ignoreÚrepro_ignore_non_fpÚignore_logger_methodsÚlog_compilation_metricsÚsame_two_models_use_fp64ré  Úreorderable_logging_functionsÚ)_autograd_backward_strict_mode_banned_opsÚ+inject_BUILD_SET_unimplemented_TESTING_ONLY)r”   rŸ  r"  rs  )ÚdÚ	blocklistr    r¡   s       rN   Úclean_for_jsonz6_get_dynamo_config_for_logging.<locals>.clean_for_jsonb  sQ   € ò
ˆ	ð0  Ÿg™g›i÷
á��UØ˜)Ñ#ð ¤*¨U´CÔ"8”˜”¸eÑCó
ð 	
ùó 
s   ˜,AT)Ú	sort_keys)r—  r>   r-  r>   )r6   Úget_config_copyrv  rw  )r™  Úconfig_dicts     rN   Ú_get_dynamo_config_for_loggingr�  a  s-   € ó
ñ: !¤×!7Ñ!7Ó!9Ó:€KÜ�:‰:�k¨TÔ2Ð2rM   c                 óü  —  G d„ dt         j                  «      } t        «       }d}t        j                  j
                  r(t        j                  j
                  j                  «       nd}|�~	 |j                  «       D ]E  \  }}t        |t        «      s|j                  |«       t        |t        «      sŒ8t        |«      ||<   ŒG |D ]  }||= Œ t        j                  || dd¬«      }|S |S # t        $ r d}Y |S w xY w)zN
    Method to parse and scrub uninteresting configs from inductor config
    c                  ó   ‡ — e Zd Zˆ fd„Zˆ xZS )úA_scrubbed_inductor_config_for_logging.<locals>.TypeSafeSerializerc                óB   •— 	 t         ‰| �  |«      S # t        $ r Y yw xY w)NzValue is not JSON serializable)Úsuperr‹  rg  )r  ÚoÚ	__class__s     €rN   r‹  zI_scrubbed_inductor_config_for_logging.<locals>.TypeSafeSerializer.default‹  s)   ø€ ð8Ü‘w‘ qÓ)Ð)øÜò 8Ù7ð8ús   ƒ ’	�)rG   rH   rI   r‹  Ú__classcell__©r¤  s   @rN   ÚTypeSafeSerializerr   Š  s   ø„ ÷	8ð 	8rM   r§  NT)rV   Úskipkeysrš  z(Inductor Config is not JSON serializable)rv  ÚJSONEncoderr"  rñ   Ú	_inductorr6   r›  r”   rŸ  r{   r+  r  rw  rg  )r§  Úkeys_to_scrubÚinductor_conf_strÚinductor_config_copyr    rö  s         rN   Ú%_scrubbed_inductor_config_for_loggingr®  ƒ  s  € ô8œT×-Ñ-ô 8ô "›e€MØÐä49·O±O×4JÒ4JŒ�‰×Ñ×.Ñ.Ô0ÐPTð ð Ð'ð	KØ0×6Ñ6Ó8ò :‘��SÜ! #¤sÔ+Ø!×%Ñ% cÔ*ä˜c¤3Õ'Ü04°S³	Ð(¨Ò-ð:ð %ò .�Ø(¨Ñ-ð.ô !%§
¡
Ø$Ø&ØØô	!Ðð ÐÐÐøô ò 	Kà JÑØÐð	Kús   Á-AC, Â53C, Ã,C;Ã:C;c                ó–  ‡— t         j                  j                  j                  «       r	 ddlm} |}d}nd }d }|j                  d«      }|s(t         j                  j                  j                  «       }|| dz  |dz  || z
  dz  |r|j                  nd |rt        |«      nd t        t         j                  j                  «       «      t!        «       t#        «       t         j$                  j&                  t)        «       rt*        j,                  nd||dœ}	t.        j1                  i |	¥|¥«      Št2        j5                  ‰«       d}
‰j6                  d	u rd
|
z   }
‰j8                  du r|
dz   }
t         j                  j;                  |
ˆfd„d	|¬«       t=        ‰«       t>        j@                  rtC        ‰«       y y # t        $ r d }d }Y �Œ�w xY w)Nr   )ÚREMOTE_CACHE_VERSIONÚ_ManifoldCacherë   rê   Ú )rë   r9  rI  r:  r&  r'  rE  r5  rN  rU  rV  rO  rR  Úcompilation_metricsFÚbwd_TÚ_runtimec            	     ó´   •— t        j                  ‰«      j                  «       D � �ci c]#  \  } }| t        |t        «      rt        |«      n|“Œ% c}} S c c}} w r`   )ÚdataclassesÚasdictr”   rŸ  r"  r  )r  r  r³  s     €rN   r
  z,record_compilation_metrics.<locals>.<lambda>å  sM   ø€ ä#×*Ñ*Ð+>Ó?×EÑEÓG÷
á��1ð œ* Q¬Ô,Œt�AŒw°!Ñ3ó
€ ùó 
s   ¨(A)Úrecord_logging_overheadrë   )"rñ   rª  ÚutilsÚ should_use_remote_fx_graph_cacheÚtorch._inductor.fb.remote_cacher°  ÚModuleNotFoundErrorrd   Ú_guardsÚCompileContextÚcurrent_compile_idrI   r{   r  rT  Úget_structured_logging_overheadr�  r®  ÚversionÚcudar*   ÚtritonÚ__version__r  r|  r�  rõ   rí   rì   Útrace_structuredr„  r6   r’  r#   )Ústart_time_nsÚend_time_nsry  Úexc_typeÚ	exc_valuer°  rO  rR  rë   Úcommon_metricsrU   r³  s              @rN   Úrecord_compilation_metricsrÌ  ®  s½  ø€ ô ‡�×Ñ×=Ñ=Ô?ð	9ÝLà#7Ð Ø4DÑ1ð
 15Ð-Ø#Ðð —‘˜\Ó*€JÙÜ—]‘]×1Ñ1×DÑDÓFˆ
ð !Ø&¨$Ñ.Ø" dÑ*Ø# mÑ3¸Ñ<Ù.6�X×*Ò*¸DÙ)2”s˜9”~¸Ü*3Ü�N‰N×:Ñ:Ó<ó+
ô 8Ó9Ü@ÓBÜŸ™×*Ñ*Ü0:´œ&×,Ò,À"Ø 4Ø1Vñ€Nô$ -×3Ñ3Ð4Q°~Ð4QÈÐ4QÓRÐÜ×ÑÐ 3Ô4à €DØ×%Ñ%¨Ñ.Ø˜‰}ˆØ×%Ñ%¨Ñ-Ø�jÑ ˆä	‡N�N×#Ñ#Øó	
ð !&ð ð $ô ô$ (Ð(;Ô<ô ×%Ò%ÜÐ1Õ2ð &øô{ #ò 	9Ø#'Ð Ø48Ó1ð	9ús   «
F7 Æ7GÇG)Úon_exitc                ó°   — t        t        «      | kD  r't        j                  «        t        t        «      | kD  rŒ't        j                  t        | ¬«      }|ay )Nr  )r(  r�  Úpopleftro   Údeque)Únew_sizeÚ	new_deques     rN   Úset_compilation_metrics_limitrÓ    sE   € ä
Ô"Ó
# hÒ
.Ü×$Ñ$Ô&ô Ô"Ó
# hÓ
.ä×!Ñ!Ô"6¸xÔH€IØ$ÑrM   c                 ó,   — t         j                  «        y r`   )r�  ra   r8   rM   rN   Úclear_compilation_metricsrÕ  	  s   € ä×ÑÕ rM   c                 ó    — t        t        «      S r`   )r  r�  r8   rM   rN   Úget_compilation_metricsr×    s   € ÜÔ$Ó%Ð%rM   c                  óø   — e Zd ZdZdd„Zdd„Zd„ Zdd„Zd„ Zdd„Z		 	 	 	 dd„Z
dd	„Z	 	 	 	 	 	 dd
„Z	 	 d	 	 	 	 	 	 	 	 	 	 	 dd„Zdd„Z	 d	 	 	 	 	 	 	 	 	 	 	 	 	 dd„Z	 d	 	 	 	 	 	 	 	 	 dd„Z	 	 d	 	 	 	 	 	 	 	 	 dd„Zy)ÚChromiumEventLoggera  Logs chromium events to structured logs. tlparse will concatenate these into a perfetto UI link.

    See https://docs.google.com/document/d/1CvAClvFfyA5R-PhYUmn5OOQtYMH4h6I0nSsKchNAySU/preview#heading=h.yr4qxyxotyw for
    a specification of the Chromium Event JSON format.
    c                ó¨   — t        | j                  d«      r| j                  j                  S g | j                  _        | j                  j                  S )z]
        The main event stack, with every chromium event.
        Logged to tlparse.
        Ústack)ÚhasattrÚtlsrÛ  r#  s    rN   Ú	get_stackzChromiumEventLogger.get_stack  s9   € ô
 �4—8‘8˜WÔ%Ø—8‘8—>‘>Ð!àˆD�H‰HŒNØ—8‘8—>‘>Ð!rM   c                ó4   — | j                  «       }|r|d   S dS )zv
        Get the outermost event name (i.e. the longest running event)
        or None if the stack is empty.
        r   N)rÞ  )r  rÛ  s     rN   r¿   z'ChromiumEventLogger.get_outermost_event$  s!   € ð
 —‘Ó ˆÙ ˆu�Q‰xÐ* dÐ*rM   c                ó¨   — t        | j                  d«      r| j                  j                  S g | j                  _        | j                  j                  S )zq
        A smaller subset of the main stack that gets used to log
        PT2 Compile Events internally.
        rÃ   )rÜ  rÝ  rÃ   r#  s    rN   r½   z,ChromiumEventLogger.get_pt2_compile_substack,  s?   € ô
 �4—8‘8Ð3Ô4Ø—8‘8×0Ñ0Ð0à,.ˆD�H‰HÔ)Ø—8‘8×0Ñ0Ð0rM   c                ó|   — t        | j                  d«      si | j                  _        | j                  j                  S )NÚ
event_data)rÜ  rÝ  râ  r#  s    rN   Úget_event_dataz"ChromiumEventLogger.get_event_data7  s,   € Ü�t—x‘x Ô.Ø"$ˆD�H‰HÔØ�x‰x×"Ñ"Ð"rM   c                óº   — t        j                  «       | _        t        t	        j
                  «       «      | _        t        j                  d| j                  «       y )Nz*ChromiumEventLogger initialized with id %s)	Ú	threadingÚlocalrÝ  r{   ÚuuidÚuuid4Úid_rm   r  r#  s    rN   r   zChromiumEventLogger.__init__<  s9   € Ü—?‘?Ó$ˆŒô ”t—z‘z“|Ó$ˆŒô 	�‰Ð=¸t¿x¹xÕHrM   c                óP   — || j                  «       vry | j                  |fi |¤Ž y)zd
        Same as add_event_data, but will silently not log if the event isn't in the stack.
        N)rÞ  r¾   )r  r·   r€  s      rN   rß   z&ChromiumEventLogger.try_add_event_dataE  s+   € ð ˜TŸ^™^Ó-Ñ-ØØˆ×Ñ˜JÑ1¨&Ó1rM   c                óÔ   — || j                  «       vr)t        dt        |«      › d| j                  «       › d�«      ‚| j                  «       }||vri ||<   ||   j	                  |«       y)zz
        Adds additional metadata info to an in-progress event
        This metadata is recorded in the END event
        úEvent ú not in úq. Cannot add metadata to events that aren't in progress. Please make sure the event has started and hasn't ended.N)rÞ  rµ   r  rã  rÁ   )r  r·   r€  râ  s       rN   r¾   z"ChromiumEventLogger.add_event_dataM  s}   € ð ˜TŸ^™^Ó-Ñ-ÜØœ˜jÓ)Ð*¨(°4·>±>Ó3CÐ2Dð EKð Kóð ð
 ×(Ñ(Ó*ˆ
Ø˜ZÑ'Ø%'ˆJ�zÑ"Ø�:Ñ×%Ñ% fÕ-rM   c                óê   — || j                  «       vr)t        dt        |«      › d| j                  «       › d�«      ‚| j                  «       }||vri ||<   |||   vrd||   |<   ||   |xx   |z  cc<   y)zK
        Increment an integer event data field by the given amount
        rì  rí  rî  r   N)rÞ  rµ   r  rã  ©r  r·   r    r¡   râ  s        rN   rË   zChromiumEventLogger.incrementa  s›   € ð ˜TŸ^™^Ó-Ñ-ÜØœ˜jÓ)Ð*¨(°4·>±>Ó3CÐ2Dð EKð Kóð ð ×(Ñ(Ó*ˆ
Ø˜ZÑ'Ø%'ˆJ�zÑ"Ø�j Ñ,Ñ,Ø*+ˆJ�zÑ" 3Ñ'Ø�:Ñ˜sÓ# uÑ,Ô#rM   c                ó  — || j                  «       vr)t        dt        |«      › d| j                  «       › d�«      ‚| j                  «       }||vri ||<   |||   vrt	        «       ||   |<   ||   |   j                  |«       y)zR
        Add a value to a set within a event_name's metadata if it exists
        rì  rí  rî  N)rÞ  rµ   r  rã  r"  r+  rð  s        rN   rÒ   zChromiumEventLogger.add_to_sets  s    € ð ˜TŸ^™^Ó-Ñ-ÜØœ˜jÓ)Ð*¨(°4·>±>Ó3CÐ2Dð EKð Kóð ð
 ×(Ñ(Ó*ˆ
Ø˜ZÑ'Ø%'ˆJ�zÑ"Ø�j Ñ,Ñ,Ü*-«%ˆJ�zÑ" 3Ñ'Ø�:Ñ˜sÑ#×'Ñ'¨Õ.rM   Nc                óH  — |xs( t         j                  j                  j                  «       }t	        |«      |d<   | j                  ||d|«       | j                  «       j                  |«        | j                  |fi |¤Ž |r | j                  «       j                  |«       yy)a‰  
        Logs the start of a single event.
        :param str event_name Name of event to appear in trace
        :param time_ns Timestamp in nanoseconds
        :param metadata: Any extra metadata associated with this event
        :param log_pt2_compile_event: If True, log to pt2_compile_events
        :param compile_id: Explicit compile_id (rather than using the current context)
        rë   ÚBN)
rñ   r¾  r¿  rÀ  r{   Ú_log_timed_eventrÞ  rõ   r¾   r½   )r  r·   r³   r¸   r»   rë   s         rN   rð   z#ChromiumEventLogger.log_event_start‰  s”   € ð   ÒT¤5§=¡=×#?Ñ#?×#RÑ#RÓ#Tˆ
Ü!$ Z£ˆ�ÑØ×ÑØØØØô		
ð 	�‰Ó×Ñ 
Ô+àˆ×Ñ˜JÑ3¨(Ò3Ù Ø×)Ñ)Ó+×2Ñ2°:Õ>ð !rM   c                óÄ   — | j                  «       }| j                  «       }|j                  «        |j                  «        | j                  «       }|j                  «        y r`   )rÞ  r½   ra   rã  )r  rÛ  Úsubstackrâ  s       rN   r  zChromiumEventLogger.reset§  sK   € ð —‘Ó ˆØ×0Ñ0Ó2ˆØ�‰ŒØ�‰ÔØ×(Ñ(Ó*ˆ
Ø×ÑÕrM   c                ó  ‡— |xs( t         j                  j                  j                  «       }t	        |«      |d<   | j                  «       }‰|v r	|‰   }|‰= ni }|j                  |«       | j                  ‰|d|«      }	ˆfd„}
| j                  «       }‰|vrt        j                  d«       y |
|«       |r@| j                  «       } |
|«       t        |	|| j                  |«       |j                  «        |j                  «        y)a&  
        Logs the end of a single event. This function should only be
        called after log_event_start with the same event_name.
        :param event_name: Name of event to appear in trace
        :param time_ns: Timestamp in nanoseconds
        :param metadata: Any extra metadata associated with this event
        :param start_time_ns: The start time timestamp in nanoseconds
        :param log_pt_compile_event: If True, log to pt2_compile_events
        :param compile_id: Explicit compile_id (rather than using the current context)
        rë   ÚEc                ót   •— ‰| d   k7  r/t         j                  d«       | j                  «        ‰| d   k7  rŒ.y y )Néÿÿÿÿz>ChromiumEventLogger: Detected overlapping events, fixing stack)rm   rc  Úpop)rÛ  r·   s    €rN   Ú	pop_stackz4ChromiumEventLogger.log_event_end.<locals>.pop_stackØ  s9   ø€ Ø  b¡	Ò)ô —‘ØTôð —	‘	”ð   b¡	Õ)rM   z7ChromiumEventLogger: Start event not in stack, ignoringN)rñ   r¾  r¿  rÀ  r{   rã  rÁ   rô  rÞ  rm   rc  r½   r"   ré  rû  )r  r·   r³   r¸   rÇ  r»   rë   Úall_event_datarû   Úeventrü  Úevent_stackrÃ   s    `           rN   rö   z!ChromiumEventLogger.log_event_end±  s  ø€ ð&  ÒT¤5§=¡=×#?Ñ#?×#RÑ#RÓ#Tˆ
Ü!$ Z£ˆ�Ñð ×,Ñ,Ó.ˆØ˜Ñ'Ø+¨JÑ7ˆNØ˜zÑ*àˆNà×Ñ˜hÔ'à×%Ñ%ØØØØó	
ˆô	ð —n‘nÓ&ˆð ˜[Ñ(ô �K‰KÐQÔRØá�+Ôá Ø#'×#@Ñ#@Ó#BÐ ÙÐ*Ô+Ü'ØÐ+¨T¯X©X°}ôð !×$Ñ$Ô&ð 	�‰ÕrM   c                ó„   ‡— ||dz  ||ddddœŠt         j                  j                  dˆfd„dd¬«       t        ‰«       ‰S )	za
        Logs a timed event in chromium format. See log_event_start, log_event_end, etc.
        rê   rÿ   r   )rU   Útsr  ÚphÚcatÚtidÚpidÚchromium_eventc                 ó   •— ‰ S r`   r8   ©rþ  s   €rN   r
  z6ChromiumEventLogger._log_timed_event.<locals>.<lambda>  ó   ø€ ˜u€ rM   F©Ú
payload_fnÚsuppress_contextÚexpect_trace_id)rñ   rT  rÆ  r$   )r  r·   r³   r–   r¸   rþ  s        @rN   rô  z$ChromiumEventLogger._log_timed_eventú  sY   ø€ ð Ø˜D‘.ØØà!ØØñ	
ˆô 	�‰×'Ñ'ØÛ$Ø"Ø!ð	 	(ô 	
ô 	' uÔ-ØˆrM   c           	     ó4  ‡— |€i }t        t        j                  j                  j	                  «       «      }||d<   ||dz  |ddddddœŠt        j
                  j                  d	ˆfd
„dd¬«       |r't        ‰| j                  «       | j                  |«       yy)aZ  
        Log an instant event with no associated duration.
        :param str event_name: Name of event to appear in trace
        :param int time_ns Timestamp in nanoseconds
        :param Optional[Dict[str, Any]] metadata: Any extra metadata associated with this event
        :param str cname optional color for the arrow in the trace
        Nrë   rê   Úirÿ   r   Úp)rU   r  r  r  r  r  r  Úsr  c                 ó   •— ‰ S r`   r8   r  s   €rN   r
  z7ChromiumEventLogger.log_instant_event.<locals>.<lambda>7  r	  rM   FTr
  )
r{   rñ   r¾  r¿  rÀ  rT  rÆ  r"   r½   ré  )r  r·   r³   r¸   r»   rë   rþ  s         @rN   r¶   z%ChromiumEventLogger.log_instant_event  s§   ø€ ð ÐØˆHÜœŸ™×5Ñ5×HÑHÓJÓKˆ
Ø!+ˆ�ÑàØ˜D‘.ØØà!ØØØñ

ˆô 	�‰×'Ñ'ØÛ$Ø"Ø ð	 	(ô 	
ñ !ä'Ø�t×4Ñ4Ó6¸¿¹À'õð !rM   )r-  z	list[str]©r-  r  )r-  r>   )r·   r{   r-  r.  )r·   r{   r    r{   r¡   rn   )r·   r{   r    r{   r¡   r
   ©FN)r·   r{   r³   rn   r¸   r>   r»   rã   rë   úOptional[CompileId]r-  r.  ©r-  r.  r`   )r·   r{   r³   rn   r¸   r>   rÇ  rn   r»   rã   rë   r  r-  r.  )
r·   r{   r³   rn   r–   r{   r¸   úOptional[dict[str, Any]]r-  r>   r¬  )
r·   r{   r³   rn   r¸   r  r»   rã   r-  r.  )rG   rH   rI   r«   rÞ  r¿   r½   rã  r   rß   r¾   rË   rÒ   rð   r  rö   rô  r¶   r8   rM   rN   rÙ  rÙ    s~  „ ñó	"ó+ò	1ó#ò
Ió2ð.àð.ð 
ó	.ó(-ð$/àð/ð ð/ð ó	/ð6 ',Ø*.ð?àð?ð ð?ð !ð	?ð
  $ð?ð (ð?ð 
ó?ó<ð" +/ðGàðGð ðGð !ð	Gð
 ðGð  $ðGð (ðGð 
óGð\ .2ðàðð ðð ð	ð
 +ðð 
óðB .2à&+ð(àð(ð ð(ð +ð	(ð  $ð(ð 
ô(rM   rÙ  zOptional[ChromiumEventLogger]ÚCHROMIUM_EVENT_LOGc                 ó.   — t         €
t        «       a t         S r`   )r  rÙ  r8   rM   rN   r´   r´   E  s   € äÐ!Ü0Ó2ÐÜÐrM   c           	   #  ól  K  — t        «       }t        j                  «       }|j                  | |i |«       	 d–— |j	                  | t        j                  «       i ||«       |r|j                  «        yy# |j	                  | t        j                  «       i ||«       |r|j                  «        w w xY w­w)zñ
    Context manager that creates a chromium start and end event. Chromium event
    logging is integrated with dynamo_timed, so you probably want to use that
    instead. Use this context manager only if you want to avoid dynamo_timed.
    N)r´   r²   r³   rð   rö   r  )r·   Úreset_event_log_on_exitr»   Úchromium_event_logÚchromium_start_times        rN   Úchromium_event_timedr  L  s´   è ø€ ô 3Ó4ÐÜŸ,™,›.ÐØ×&Ñ&ØØØ
Øô	ð'Ûà×(Ñ(ØÜ�L‰L‹NØØØ!ô	
ñ #Ø×$Ñ$Õ&ð #øð 	×(Ñ(ØÜ�L‰L‹NØØØ!ô	
ñ #Ø×$Ñ$Õ&ð #üs   ‚3B4¶A5 º;B4Á5<B1Â1B4c                  ó<   — e Zd ZU dZded<   ded<   d„ Zed„ «       Zy)	ÚCleanupHookz,Remove a global variable when hook is calledr>   Úscoper{   rU   c                óp   — t         �t         xj                  dz  c_        | j                  | j                  = y r…   )ÚCleanupManagerr]   r!  rU   ©r  r  s     rN   Ú__call__zCleanupHook.__call__t  s)   € äÐ%Ü× Ò  AÑ%Õ Ø�J‰J�t—y‘yÑ!rM   c                ób   — || vsJ ‚t         xj                  dz  c_        || |<   t        | |«      S r…   )r#  r]   r   )r!  rU   rö  s      rN   r|  zCleanupHook.createz  s7   € à˜5Ñ Ð Ð Ü×Ò Ñ!ÕØˆˆd‰Ü˜5 $Ó'Ð'rM   N)rG   rH   rI   r«   rq   r%  rå   r|  r8   rM   rN   r   r   m  s)   … á6àÓØ
ƒIò"ð ñ(ó ñ(rM   r   c                  ó.   ‡ — e Zd ZU dZded<   ˆ fd„Zˆ xZS )r#  r   zClassVar[CleanupManager]Úinstancec                óZ   •— | j                   |   D ]	  } |«        Œ t        ‰| �	  |«       y r`   )r  r¢  r�  )r  r’  Úhookr¤  s      €rN   r�  zCleanupManager._remove_id†  s-   ø€ Ø—K‘K Ñ$ò 	ˆDÙ�Fð	ä‰Ñ˜3ÕrM   )rG   rH   rI   r]   rq   r�  r¥  r¦  s   @rN   r#  r#  ‚  s   ø… Ø€EØ&Ó&÷ ð  rM   r#  c                óÆ   — | j                  «       j                  | j                  «      }| j                  r+| j                  �| j                  j                  «       |_        |S )z!Clone the tensor and its gradient)ÚcloneÚrequires_grad_Úrequires_gradÚis_leafÚgrad)r	  Úys     rN   Úclone_tensorr2  �  sB   € à	�‰‹	× Ñ  §¡Ó1€AØ‡y‚y�Q—V‘VÐ'Ø—‘—‘“ˆŒØ€HrM   ©Údtypec          	     óæ  ‡— t        | «      r| S ˆfd„}t        j                  «       5  | j                  j                  dk(  r || «      cddd«       S | j
                  t        j                  u rbt        j                   || j                  «       «       || j                  «       «      | j                  | j                  «       ¬«      cddd«       S t        | «      rÄ| j
                  t        j                  t        j                  hv r!| j                  «       }| j!                  «       }n | j#                  «       }| j%                  «       }t        j&                   ||«       ||«       || j)                  «       «      | j                  | j
                  ¬«      cddd«       S t+        d„ t-        | j/                  «       | j1                  «       «      D «       «      }| j2                  rt        j4                  |dz   f| «      }n3t        j6                  |dz   ‰xs | j8                  | j                  ¬«      }| j;                  «       |j;                  «       z
  dz  | j=                  «       z  }|j?                  | j/                  «       | j1                  «       |«       	 |jA                  | jC                  «       «       | jD                  r|jG                  | jH                  «       | jD                  r(| jJ                  �tM        | jJ                  ‰¬	«      |_%        tQ        | d
«      r| jR                  jU                  «       |_)        |cddd«       S # tN        $ r  || «      cY cddd«       S w xY w# 1 sw Y   yxY w)zcopy while preserving stridesc                ó>  •— t        j                  | «      }| j                  r|j                  | j                  «       | j                  r(| j
                  �t        | j
                  ‰¬«      |_        t        | d«      r| j                  j                  «       |_        |S )Nr3  Ú_dynamo_dynamic_indices)
rñ   r,  r/  r-  r.  r0  Úclone_inputrÜ  r7  Úcopy)r	  r1  r4  s     €rN   Útorch_clonez clone_input.<locals>.torch_clonež  sr   ø€ Ü�K‰K˜‹NˆØ�9Š9Ø×Ñ˜QŸ_™_Ô-Ø�9Š9˜Ÿ™Ð+Ü  §¡¨uÔ5ˆAŒFÜ�1Ð/Ô0Ø()×(AÑ(A×(FÑ(FÓ(HˆAÔ%ØˆrM   ÚxlaN)Úis_coalesced)Úlayoutc              3  ó2   K  — | ]  \  }}|d z
  |z  –— Œ y­w)r5   Nr8   )r|   ÚshapeÚstrides      rN   r~   zclone_input.<locals>.<genexpr>Ä  s"   è ø€ ò 
Ù%2 U¨FˆU�Q‰Y˜&Õ ñ
ùó   ‚é    )r4  Údevicer3  r7  )+r:   rñ   Úno_gradrC  r[  r=  Ú
sparse_cooÚsparse_coo_tensorÚ_indicesrQ   r?  r<  r    Ú
sparse_csrÚ
sparse_bsrÚcrow_indicesÚcol_indicesÚccol_indicesÚrow_indicesÚsparse_compressed_tensorr  rf   ÚzipÚsizer@  Úis_quantizedÚempty_quantizedÚemptyr4  Údata_ptrÚelement_sizeÚas_strided_Úcopy_r,  r/  r-  r.  r0  r8  rµ   rÜ  r7  r9  )r	  r4  r:  Úcompressed_indicesÚplain_indicesÚneeded_sizeÚresultÚcache_line_offsets    `      rN   r8  r8  —  s»  ø€ ô ˆq„zàˆôô 
�‰‹ñ 6Ø�8‰8�=‰=˜EÒ!á˜q“>÷6ñ 6ð �8‰8”u×'Ñ'Ñ'Ü×*Ñ*Ù˜AŸJ™J›LÓ)Ù˜AŸI™I›KÓ(Ø—‘ØŸ^™^Ó-ô	÷6ñ 6ô " !Ô$Ø�x‰xœE×,Ñ,¬e×.>Ñ.>Ð?Ñ?Ø%&§^¡^Ó%5Ð"Ø !§¡£‘à%&§^¡^Ó%5Ð"Ø !§¡£�Ü×1Ñ1ÙÐ.Ó/Ù˜MÓ*Ù˜AŸH™H›JÓ'Ø—‘Ø—x‘xô÷)6ñ 6ô8 ñ 
Ü69¸!¿&¹&»(ÀAÇHÁHÃJÓ6Oô
ó 
ˆð �>Š>Ü×*Ñ*¨K¸"Ñ,<Ð+>ÀÓB‰Fä—[‘[Ø˜bÑ ¨Ò(8°·±ÀÇÁôˆFð �Z‰Z‹\˜FŸO™OÓ-Ñ-°Ñ3Ø�^‰^ÓñÐð 	×Ñ˜1Ÿ6™6›8 Q§X¡X£ZÐ1BÔCð
	"Ø�L‰L˜Ÿ™›Ô#Ø�yŠyØ×%Ñ% a§o¡oÔ6Ø�yŠy˜QŸV™VÐ/Ü)¨!¯&©&¸Ô>�”ô �1Ð/Ô0Ø-.×-FÑ-F×-KÑ-KÓ-MˆFÔ*Ø÷m6ñ 6øô^ ò 	"ñ ˜q“>Ñ!÷g6ñ 6ð^	"ú÷_6ð 6úsE   ¨!M'ÁA4M'ÃCM'Æ C6M'ÊA:MÌ,M'ÍM$ÍM'Í#M$Í$M'Í'M0c                óÆ  — t        | «      t        u r|t        | «      }|j                  «       D ]\  \  }}t        |t        «      rt        |«      ||<   Œ%t        |t        j                  «      sJ t        |«      «       ‚t        |«      ||<   Œ^ |S t        | «      }t        t        |«      «      D ]1  }t        ||   t        j                  «      sŒ!t        ||   «      ||<   Œ3 |S r`   )r[  Údictr”   rŸ  r   Úclone_inputsrñ   ræ  r8  r  Úranger(  )Úexample_inputsÚresr    r¡   r  s        rN   r_  r_  á  sÈ   € äˆNÓœtÑ#Ü�>Ó"ˆØŸ)™)›+ò 	.‰JˆC�Ü˜%¤Ô'Ü'¨Ó.��C’ä! %¬¯©Ô6ÐC¼¸U»ÓCÐ6Ü& uÓ-��C’ð	.ð ˆ
ä
ˆ~Ó
€CÜ”3�s“8‹_ò )ˆÜ�c˜!‘fœeŸl™lÕ+Ü   Q¡Ó(ˆC�ŠFð)ð €JrM   c                ó¬   — 	 | j                  «        y # t        $ r7}ddlm} t	        j
                  ddt        | «      «      } |d|› �«      |‚d }~ww xY w)Nr5   )Ú	SkipFramez\(.*r²  z(torch.compile cannot be run in context: )rT  rµ   r]  rd  ÚreÚsubr  )rö  r  rd  Úfunctorch_subclass_names       rN   Úskip_frame_if_in_functorch_moderh  ô  sX   € ð	Ø�‰�øÜò Ý"ô #%§&¡&¨°"´d¸3³iÓ"@ÐÙØ6Ð7NÐ6OÐPó
àð	ûðús   ‚ “	Aœ2AÁAc               #  ó†  K  — t         j                  j                  } t         j                  j                  j
                  } |«       5   | «       5  t        j                  t         j                  j                  «       «      }t        |«       t         j                  j                  «       r1t        j                  t         j                  j                  «       «      }d d d «       d d d «       	 d –— t         j                  j                  j                  «       5  t         j                  j                  «       t         j                  j                  «       rt         j                  j                  «       d d d «       y # 1 sw Y   Œ¤xY w# 1 sw Y   Œ¨xY w# 1 sw Y   y xY w# t         j                  j                  j                  «       5  t         j                  j                  «       t         j                  j                  «       rt         j                  j                  «       d d d «       w # 1 sw Y   w xY wxY w­wr`   )rñ   Ú_CÚ_DisableFuncTorchrº  Ú_python_dispatchÚ_disable_current_modesr,  ÚrandomÚget_rng_staterh  rÃ  Úis_availableÚset_rng_state)Údisable_functorchÚdisable_current_modesÚ	rng_stateÚcuda_rng_states       rN   Úpreserve_rng_staterv    s�  è ø€ äŸ™×2Ñ2ÐÜ!ŸK™K×8Ñ8×OÑOÐÙ	Ó	 ñ EÑ"3Ó"5ñ EÜ—K‘K¤§¡× :Ñ :Ó <Ó=ˆ	Ü'¨	Ô2Ü�:‰:×"Ñ"Ô$Ü"Ÿ[™[¬¯©×)AÑ)AÓ)CÓDˆN÷	E÷ Eð
9Ûä�[‰[×)Ñ)×@Ñ@ÓBñ 	9Ü�L‰L×&Ñ& yÔ1Ü�z‰z×&Ñ&Ô(Ü—
‘
×(Ñ(¨Ô8÷	9ð 	9÷Eð Eú÷ Eð Eú÷	9ð 	9ûŒU�[‰[×)Ñ)×@Ñ@ÓBñ 	9Ü�L‰L×&Ñ& yÔ1Ü�z‰z×&Ñ&Ô(Ü—
‘
×(Ñ(¨Ô8÷	9÷ 	9ñ 	9ÿs�   ‚AIÁFÁBE?ÃFÃ$IÃ-F# Ã1(IÄAFÅ6	IÅ?F	ÆFÆFÆIÆF ÆIÆ#)H>ÇAH2È)	H>È2H;È7H>È>Ic                ó
  — t        | t        j                  j                  j                  t        j                  j
                  j                  t        j                  j                  t        j                  j                  f«      S r`   )	rŸ  rñ   ÚjitÚ_traceÚTopLevelTracedModuleÚ_scriptÚRecursiveScriptModuleÚScriptFunctionÚScriptModule)Úmodel0s    rN   Úis_jit_modelr€    sW   € ÜØä�I‰I×Ñ×1Ñ1Ü�I‰I×Ñ×3Ñ3Ü�I‰I×$Ñ$Ü�I‰I×"Ñ"ð		
óð rM   c                ó6  — t        | «      r| S 	 t        j                  j                  | |«      S # t        $ r` 	 t        j                  j                  | «      cY S # t        $ r1 |rt        j                  d«       nt        j                  d«       Y Y y w xY ww xY w)Nz	jit errorz0Both torch.jit.trace and torch.jit.script failed)	r€  rñ   rx  Útracerg  Úscriptrm   rh  Úerror)Úmodelra  r'  s      rN   Útorchscriptr†    s‡   € Ü�EÔàˆð	NÜ�y‰y�‰˜u nÓ5Ð5øÜò Nð	NÜ—9‘9×#Ñ# EÓ*Ò*øÜò 	NÙÜ—‘˜kÕ*ä—	‘	ÐLÔMùØð	NúðNús,   �/ ¯	B¹AÁBÁ6BÂBÂBÂBc                óX   — 	 t        j                  | «      S # t        t        f$ r Y y w xY wr`   )rÁ  Úgetfilerz  ÚOSError©r™  s    rN   rˆ  rˆ  1  s-   € ðÜ�‰˜sÓ#Ð#øÜ”wÐò Ùðús   ‚ —)¨)c                ó*   — t        t        | «      «      S )zLTest if an object is a namedtuple or a torch.return_types.* quasi-namedtuple)Úis_namedtuple_clsr[  rŠ  s    rN   Úis_namedtupler�  8  s   € äœT #›YÓ'Ð'rM   c                óH  ‡ — 	 t        ‰ t        «      r�t        ‰ dd«      }|dv ryt        t        ‰ dd«      t        «      rTt	        t        ‰ dd«      «      r>t        d„ ‰ j
                  D «       «      }|t        fk(  ry|rt        ˆ fd„|D «       «      ryy	# t        $ r Y y	w xY w)
zhTest if an object is a namedtuple or a (torch.return_types|torch.autograd.forward_ad).* quasi-namedtuplerH   N)útorch.return_typesztorch.autograd.forward_adTÚ_fieldsÚ_makec              3  ó2   K  — | ]  }|t         usŒ|–— Œ y ­wr`   )r   )r|   Úts     rN   r~   z$is_namedtuple_cls.<locals>.<genexpr>H  s   è ø€ ÒK A¸!Ä7Ò:JœaÑKùs   ‚�c              3  óh   •K  — | ])  }t        |«      xr ‰j                  |j                  u –— Œ+ y ­wr`   )rŒ  Ú__new__)r|   r“  rV   s     €rN   r~   z$is_namedtuple_cls.<locals>.<genexpr>L  s:   øè ø€ ò !ð ô	 *¨!Ó,ò 5àŸK™K¨1¯9©9Ð4ó5ñ!ùs   ƒ/2F)Ú
issubclassr   ÚgetattrrŸ  ÚcallableÚ	__bases__Úanyrz  )rV   ÚmoduleÚbasess   `  rN   rŒ  rŒ  =  s°   ø€ ðÜ�cœ5Ô!Ü˜S ,°Ó5ˆFØÐLÑLØÜœ' # y°$Ó7¼Ô?ÄHÜ˜˜W dÓ+ôEô ÑK¨¯©ÔKÓK�ØœU˜HÒ$àÙœSó !ð #ô!ô ð  ð øô ò ØØðús   ƒ!B ¥AB Á=B Â	B!Â B!útuple[str, ...]c                ó  — | t         u ryt        | t        «      sJ ‚t        | d«      r| j                  S t
        j                   G d„ d«      «       }| j                  dk(  sJ ‚ | t        |t        | j                  «      «      «      }i }t        |«      D ];  }|d   dk7  sŒt        t        ||«      |«      sŒ#t        ||«      j                  ||<   Œ= t        |«      | j                  k(  sJ ‚t        t!        ||j"                  ¬«      «      S )	zIGet the fields of a namedtuple or a torch.return_types.* quasi-namedtuple)ÚstartÚstopÚstepr�  c                  ó   — e Zd ZU ded<   y)ú!namedtuple_fields.<locals>.Markerrn   ÚindexN©rG   rH   rI   rq   r8   rM   rN   ÚMarkerr£  f  s   … àŒ
rM   r¦  r�  r   rY  )r    )Úslicer–  r   rÜ  r�  r·  Ú	dataclassrH   rz   r`  Ún_fieldsÚdirrŸ  r—  r¤  r(  rs  rd   )rV   r¦  r™  ÚfieldsrU   s        rN   Únamedtuple_fieldsr¬  [  sõ   € ð Œe�|Ø(ä�cœ5Ô!Ð!Ð!Üˆs�IÔà�{‰{Ðä×Ñ÷ð ó ðð �>‰>Ð1Ò1Ð1Ð1Ù
Œc�&œ% §¡Ó-Ó.Ó
/€CØ€FÜ�C“ò 4ˆØ�‰7�c‹>œj¬°°dÓ);¸VÕDÜ" 3¨Ó-×3Ñ3ˆF�4ŠLð4ô ˆv‹;˜#Ÿ,™,Ò&Ð&Ð&Ü”˜ F§J¡JÔ/Ó0Ð0rM   c           	     ó6  ‡‡‡— t        j                  «       5  t        j                  t         j                  j	                  «       «      Št         j
                  j                  «       r1t        j                  t         j
                  j	                  «       «      Št        j                  | j                  «       | j                  «       «      D �cg c]$  }||j                  t        j                  |«      f‘Œ& c}Šd d d «       ˆˆˆfd„}|S c c}w # 1 sw Y   ŒxY w)Nc                 ój  •— t        j                  «       5  t         j                  j                  ‰«       t         j                  j                  «       rt         j                  j                  ‰«       ‰D ]'  \  } }}| j                  |k7  sŒ| j                  |«       Œ) 	 d d d «       y # 1 sw Y   y xY wr`   )rñ   rD  rn  rq  rÃ  rp  Ú_versionrW  )ÚparamrÂ  Úoriginal_valueru  rt  Úsaved_states      €€€rN   Úrestorez"checkpoint_params.<locals>.restore  sƒ   ø€ Ü�]‰]‹_ñ 	0Ü�L‰L×&Ñ& yÔ1Ü�z‰z×&Ñ&Ô(Ü—
‘
×(Ñ(¨Ô8Ø2=ò 0Ñ.��w Ø—>‘> WÓ,Ø—K‘K Õ/ñ0÷		0÷ 	0ñ 	0ús   –A5B)ÂB)Â)B2)rñ   rD  r,  rn  ro  rÃ  rp  r�   r‚   Ú
parametersÚbuffersr¯  )Úgmr°  r³  ru  rt  r²  s      @@@rN   Úcheckpoint_paramsr·  u  s½   ú€ Ü	�‰‹ñ 
Ü—K‘K¤§¡× :Ñ :Ó <Ó=ˆ	Ü�:‰:×"Ñ"Ô$Ü"Ÿ[™[¬¯©×)AÑ)AÓ)CÓDˆNô #Ÿ™¨¯©«¸"¿*¹*»,ÓGö
àð �E—N‘N¤E§K¡K°Ó$6Ò7ò
ˆ÷	
ö0ð €Nùò
÷	
ð 
ús   ˜B5DÃ)D
Ã6DÄ
DÄDc                óv  — t         j                  j                  «       rt         j                  j                  }nt        } |«        t        j                  «        t        j                  d«       t        j                  «       }t        |«      D ]  } | |Ž } |«        Œ t        j                  «       }||z
  fS )Ni9  )rñ   rÃ  rp  Úsynchronizer�  ÚgcÚcollectÚmanual_seedr²   Úperf_counterr`  )r…  ra  Útimesr¹  Út0rY  r[  Út1s           rN   ÚtimedrÁ  ‹  s�   € Ü‡z�z×ÑÔ Ü—j‘j×,Ñ,‰äˆá„MÜ‡J�J„LÜ	×Ñ�dÔÜ	×	Ñ	Ó	€BÜ�5‹\ò ˆÙ˜Ð'ˆÙ�ðô 
×	Ñ	Ó	€BØ�2˜‘7ˆ?ÐrM   c           	     ól   — t        d„ t        j                  || j                  d«      «      D «       «      S )Nc              3  ó4   K  — | ]  }|j                   –— Œ y ­wr`   )Úis_cuda©r|   r	  s     rN   r~   z check_is_cuda.<locals>.<genexpr>�  s   è ø€ ÒW˜Qˆq�y�yÑWùs   ‚T)Úallr�   r‚   r´  )r¶  ra  s     rN   Úcheck_is_cudarÇ  œ  s(   € ÜÑW¤)§/¡/°.À"Ç-Á-ÐPTÓBUÓ"VÔWÓWÐWrM   rB  c                óò   — | dkD  sJ ‚t        | «      D �cg c]  }d|› �‘Œ	 }}t        |dd  |d d z   «      }t        ddj                  |«      › ddj                  |«      › d�«      }d| › d	�|_        |S c c}w )
Nr5   r  rú  zlambda rp  z: (ú)Úrot_Ú_helper)r`  ÚreversedÚevalry   rG   )rs  r  ÚvarsÚrotatedrÝ  s        rN   Úrot_n_helperrÐ     s‹   € àˆqŠ5€Lˆ5Ü" 1›XÖ&˜ˆa�ˆsŠGÐ&€DÐ&Ü�t˜B˜C�y 4¨¨ 9Ñ,Ó-€GÜ	�˜Ÿ™ ›Ð' s¨3¯8©8°GÓ+<Ð*=¸QÐ?Ó	@€BØ˜˜˜7Ð#€B„KØ€Iùò	 's   •A4z	set[type]Úcommon_constant_typesc                ó.  — t        | t        t        f«      rt        t	        t
        | «      «      S t        | t        j                  t        t        j                  t        j                  t        j                  f«      xs t        | t         t"        hz  «      S r`   )r›  r   Ú	frozensetrÆ  rz   Úis_safe_constantrŸ  ÚenumÚEnumr[  rñ   ÚSizer§  Ú_GenericAliasrÊ  ÚGenericAliasrÑ  r§  r  s    rN   rÔ  rÔ  Í  sx   € Üˆa”%œÐ#Ô$Ü”3Ô'¨Ó+Ó,Ð,ÜØ	ä�I‰IÜÜ�J‰JÜ× Ñ Ü×Ñð	
ó	ò ô 
Ø	Ü¤ Ñ'ó
ðrM   c                 ó
   — ddhS ©Nr   r5   r8   r8   rM   rN   Úcommon_constantsrÜ  ß  s   € ð
 	
Ø	ð	ð rM   c                óà   — t        | t        j                  t        j                  f«      xrC t        | j                  t        j
                  j                  j                  j                  «       S r`   )	rŸ  rñ   ÚSymBoolÚSymIntÚnodeÚnestedrU  Ú
nested_intÚNestedIntNoder©  s    rN   Úis_torch_symrä  é  sP   € Ü�eœeŸm™m¬U¯\©\Ð:Ó;ò ÄJØ�
‰
”E—L‘L×*Ñ*×5Ñ5×CÑCóEð Að rM   c                ó¦  — ddl m} t        j                  «       j                   xr« |j                  «       j                  «        xsŠ |j                  «       j                  «       xr t        j                   xsW |j                  «       j                  «       xr t        j                   xs$  ||«      xs t        d«       xr | t        «       v S )Nr5   )Úis_from_defaultsz5pytorch/dynamo:enable_unspecialize_zero_one_plain_int)Úsourceræ  r   rd   Ú#force_unspec_int_unbacked_size_likeÚguard_sourceÚis_localÚis_specialized_nn_moduler6   Úallow_unspec_int_on_nn_moduleÚ"is_unspecialized_builtin_nn_moduler!   rÜ  )r¡   rç  ræ  s      rN   Úis_int_specialization_caserî  ï  sÉ   € Ý(ä×!Ñ!Ó#×GÑGÐGò à×ÑÓ!×*Ñ*Ó,Ð,ò 	
ð
 ×ÑÓ!×:Ñ:Ó<ò 9Ü×8Ñ8Ð8ò	
ð ×ÑÓ!×DÑDÓFò 9Ü×8Ñ8Ð8ò	
ñ ˜FÓ#ò	
ô   Ð WÓXÐXò ,ØÔ)Ó+Ð+ð'rM   c                óp  — ddl m}m}m} t	        | |«      rt| j                  «       sd| j                  «       }| j                  «       }t        |«      xs3 t        j                   xr  t        |«      t        u xr t        ||«       }|s| S t	        | |«      r|j                  | j                  «       «      S | S )Nr5   )ÚConstantVariableÚLazyVariableTrackerÚSymNodeVariable)Ú	variablesrð  rñ  rò  rŸ  Úis_realizedÚoriginal_sourcer±  rä  r6   Úspecialize_intr[  rn   rî  r|  Úevaluate_expr)rü  rð  rñ  rò  rç  r¡   Úis_symnode_vts          rN   Úspecialize_symnoderù  
	  s°   € ßQÑQô �#Ð*Ô+°C·O±OÔ4Eð ×$Ñ$Ó&ˆØ×"Ñ"Ó$ˆä$ UÓ+ò 
Ü×%Ñ%Ð%ò >Ü�U“œsÐ"ò>ä.¨u°fÓ=Ð=ð 	ñ ØˆJä�#�Ô'Ø×&Ñ& s×'8Ñ'8Ó':Ó;Ð;Ø€JrM   c                ó`   — ddl m} t        | «      } t        | |«      r| j	                  «       S | S )Nr5   ©rð  )ró  rð  rù  rŸ  Úas_python_constant)rü  rð  s     rN   Úguard_if_dynrý  #	  s.   € Ý+ä
˜SÓ
!€Cä�#Ð'Ô(Ø×%Ñ%Ó'Ð'à€JrM   c                ój   — t        d„ t        j                  | |j                  «       «      D «       «      S )Nc              3  ó<   K  — | ]  }|j                  «       –— Œ y ­wr`   )Úis_python_constantrÅ  s     rN   r~   z&check_constant_args.<locals>.<genexpr>/	  s   è ø€ ÒV¨!ˆq×#Ñ#×%ÑVùrý  )rÆ  r�   r‚   r  r~  s     rN   Úcheck_constant_argsr  .	  s$   € ÜÑV¬y¯©¸tÀVÇ]Á]Ã_Ó/UÔVÓVÐVrM   c                óº   — ddl m} ddlm} d}t	        j
                  | |j                  «       «      D ]"  }t        ||«      r|dz  }Œt        ||«      rŒ" y |dkD  S )Nr5   rû  ©ÚUnspecializedPythonVariabler   F)Úvariables.constantrð  Úvariables.tensorr  r�   r‚   r  rŸ  )r  r€  rð  r  Úunspec_countr	  s         rN   Úcheck_unspec_python_argsr  2	  s]   € Ý4Ý=à€LÜ�_‰_˜T 6§=¡=£?Ó3ò ˆÜ�aÐ4Ô5Ø˜AÑ‰LÜ˜AÐ/Õ0Ùð	ð
 ˜!ÑÐrM   c                ó    — ddl m} t        j                  | |j	                  «       «      D ]!  }|j                  «       rŒt        ||«      rŒ! y y)Nr5   r  FT)r  r  r�   r‚   r  r   rŸ  )r  r€  r  r	  s       rN   Úcheck_unspec_or_constant_argsr
  ?	  sE   € õ >ä�_‰_˜T 6§=¡=£?Ó3ò ˆØ×$Ñ$Õ&¬*°QÐ8SÕ*TÙðð rM   c                ó|   ‡— ddl mŠ t        ˆfd„t        j                  | |j                  «       «      D «       «      S )Nr5   )ÚNumpyNdarrayVariablec              3  ó6   •K  — | ]  }t        |‰«      –— Œ y ­wr`   )rŸ  )r|   r	  r  s     €rN   r~   z+check_numpy_ndarray_args.<locals>.<genexpr>M	  s!   øè ø€ ò àô 	�1Ð*×+ñùs   ƒ)r  r  rš  r�   r‚   r  )r  r€  r  s     @rN   Úcheck_numpy_ndarray_argsr  J	  s1   ø€ Ý6äó ä—‘  v§}¡}£Ó7ôó ð rM   ztype[KeysView[Any]]Ú	dict_keysztype[ValuesView[Any]]Údict_valuesÚodict_valuesztype[Iterator[Any]]Útuple_iteratorÚrange_iteratorc                óP   — t        | t        «      sJ ‚t        j                  | «      S r`   )rŸ  r^  r  )r—  s    rN   Úbuiltin_dict_keysr  i	  s    € ä�aœÔÐÐÜ�9‰9�Q‹<ÐrM   c                óŠ  — t        | t        «      sJ ‚t        | t        t        f«      r| j	                  «       S t        | t        «      r9t        j
                  | «      D �cg c]  }|t        j                  | |«      f‘Œ c}S t        j                  | «      D �cg c]  }|t        j                  | |«      f‘Œ c}S c c}w c c}w r`   )rŸ  r^  r›  r   r”   r  r‰  )r™  r  s     rN   Úget_items_from_dictr  o	  s™   € ä�cœ4Ô Ð Ð Üˆc”Dœ+Ð&Ô'Ø�y‰y‹{ÐÜ	�CœÔ	%Ü>I×>NÑ>NÈsÓ>SÖT¸�”K×+Ñ+¨C°Ó3Ò4ÒTÐTä7;·y±yÀ³~ÖF°!�”D×$Ñ$ S¨!Ó,Ò-ÒFÐFùò UùâFs   Á B;ÂC c                ón   — t        | «      }t        j                  j                  j	                  |«       |S r`   )Ú
object_newrñ   rç  ÚModuler   )rV   r™  s     rN   Únn_module_newr  z	  s&   € Ü
�S‹/€CÜ	‡H�H‡O�O×Ñ˜SÔ!Ø€JrM   c                óL   — t        j                  t        j                  | d«      S r…   )r¾  ÚreduceÚoperatorÚmul)Úits    rN   Úproductr!  €	  s   € Ü×ÑœHŸL™L¨"¨aÓ0Ð0rM   c                ó>   — | j                  «       \  }\  }}|||z      S r`   )Ú
__reduce__)r   r¤  rY  r™  rŸ  s        rN   Útuple_iterator_getitemr$  „	  s%   € Ø—}‘}“Ñ€A�vˆˆuØˆu�u‰}ÑÐrM   c                óŽ   — | j                  «       \  }\  }}|j                  |xs dz   }|j                  }|j                  }|||fS r‰   )r#  rŸ  r   r¡  )Ú
range_iterrY  Ú	range_objÚ	maybe_idxrŸ  r   r¡  s          rN   Únormalize_range_iterr)  Œ	  sL   € Ø!+×!6Ñ!6Ó!8Ñ€A�|ˆ	�Yð �O‰O˜yš~¨AÑ.€EØ�>‰>€DØ�>‰>€DØ�4˜ÐÐrM   c                ó$   — | j                  |«      S r`   )Úas_subclass)r“  rV   s     rN   Úto_subclassr,  –	  s   € Ø�=‰=˜ÓÐrM   c                óž   — t         }t        | t        «      rt        }t        t	        j
                  |j                  | «      ||dz   «      «      S r…   )r^  rŸ  r   Únextr�   Úislicer  )r—  rs  Ú
dict_classs      rN   Údict_keys_getitemr1  �	  s=   € ä€JÜ�!”[Ô!Ü ˆ
Ü”	× Ñ  §¡°Ó!3°Q¸¸A¹Ó>Ó?Ð?rM   c                ój   — | j                   j                  }| j                  }|rdnd}|› d|› d|› �}|S )NÚLÚGz["z"].)r¤  rG   rU   )r¡   ræ  rU   rö  r!  Ú
local_names         rN   Ú	enum_reprr6  ¥	  sA   € ð �?‰?×#Ñ#€DØ
�*‰*€CÙ‰C˜c€EØ�7˜"˜T˜F # c UÐ+€JØÐrM   c                óþ   — || j                   d<   t        j                  «       j                  j                  }t
        j                  j                  j                  j                  ||«      x}r|| j                   d<   y y )NÚexample_valueÚunbacked_bindings)
Úmetar   rd   Ú	fake_modeÚ	shape_envrñ   r   ÚexperimentalÚsymbolic_shapesÚcompute_unbacked_bindings)rà  r8  r<  Úsymbol_to_paths       rN   Úset_example_valuerA  ¯	  ss   € ð "/€D‡I�IˆoÑÜ×"Ñ"Ó$×.Ñ.×8Ñ8€Iô �8‰8× Ñ ×0Ñ0×JÑJØ�}ó
ð	
ˆð 	
ð
 *8ˆ�	‰	Ð%Ò&ð	
rM   c                óÜ   — | j                  «       j                  j                  j                  d«      }t	        |«      s-ddlm} ddlm}  |dt        |«      dg |j                  ¢¬«       |S )Nr8  r5   ©Úgraph_break_hintsrþ  z:Cannot check Tensor object identity without its fake valuez/TensorVariable is missing a fake example_value.©r  r  r  r  )rú  rà  r:  rd   r:   r²  rD  r]  rÿ  r{   Ú
DYNAMO_BUG)ÚvtÚfake_tensorrD  rÿ  s       rN   Ú_get_fake_tensorrI  Á	  s_   € Ø—+‘+“-×$Ñ$×)Ñ)×-Ñ-¨oÓ>€KÜ�;ÔÝ'Ý)áØPÜ˜Ó$ØIØ1Ð%×0Ñ0Ð1õ		
ð ÐrM   c                ó
  ‡— ddl m}m}m}m} ‰j                  «       r%t        ˆfd„| D «       «      }|j                  |«      S d}	|rt        ‰|«      rd}	t        ‰«      Šd }
| D ]‰  }|	r.t        ||«      sŒ‰t        |«      u sŒ |j                  d«      c S  |t        j                  «      j                  ||‰gi «      }|
€|}
Œa |t        j                  «      j                  |||
gi «      }
Œ‹ |
€|j                  d«      }
|
S )Nr5   )ÚBuiltinVariablerð  ÚTensorVariableÚVariableTrackerc              3  ó„   •K  — | ]7  }|j                  «       xr! |j                  «       ‰j                  «       k(  –— Œ9 y ­wr`   )r   rü  )r|   r	  Úsearchs     €rN   r~   z iter_contains.<locals>.<genexpr>Ù	  sJ   øè ø€ ò 
ð ð × Ñ Ó"ò FØ×$Ñ$Ó&¨&×*CÑ*CÓ*EÑEóFñ
ùs   ƒ=A FT)ró  rK  rð  rL  rM  r   rš  r|  rŸ  rI  r  ÚeqÚcall_functionÚor_)r”   rO  ÚtxÚcheck_tensor_identityrK  rð  rL  rM  Úfound_constÚmust_check_tensor_idÚfoundr	  Úchecks    `           rN   Úiter_containsrY  Ð	  s  ø€ ÷ó ð × Ñ Ô"Üó 
ð ô
ó 
ˆð
  ×&Ñ& {Ó3Ð3à ÐÙ¤¨F°NÔ!CØ#Ðä! &Ó)ˆà'+€EØò ˆÙÜ˜!˜^Õ,ØÔ-¨aÓ0Ò0Ø+×2Ñ2°4Ó8Ò8á#¤H§K¡KÓ0×>Ñ>¸rÀAÀvÀ;ÐPRÓSˆEØˆ}Ø‘á'¬¯©Ó5×CÑCØ˜ ˜¨ó‘ðð €}Ø ×'Ñ'¨Ó.ˆØ€LrM   c                ót   — t        | t        j                  t        j                  j                  t
        f«      S )z4Returns whether it indexes dictionaries using its id)rŸ  rñ   ræ  rç  r  r	   )r  s    rN   Ú	key_is_idr[  ù	  s#   € ä�aœ%Ÿ,™,¬¯©¯©Ô9JÐKÓLÐLrM   c                ót   — | j                  «       D �cg c]  }t        |«      rt        |«      n|‘Œ c}S c c}w r`   )r  r[  rˆ  )r¡   r  s     rN   Ú	key_to_idr]  þ	  s+   € Ø27·*±*³,Ö?¨Q”Y˜q”\ŒBˆqŒE qÑ(Ò?Ð?ùÒ?s   “5c               óÆ  ‡— ddl m} t        | t        t        f«      r\dj                  ˆfd„| D «       «      }t        | t        «      rd|› d�S t        | t        «      sJ ‚t        | «      dk(  rd|› d�S d|› d	�S t        | t        j                  «      rt        | ‰¬
«      j                  dd«      S  || «      r| j                  S t        | t        «      rd„ } || «      S | ›S )Nr5   )Úis_builtin_callablerp  c              3  ó8   •K  — | ]  }t        |‰¬ «      –— Œ y­w©©ræ  N©Ú
const_repr©r|   r  ræ  s     €rN   r~   zconst_repr.<locals>.<genexpr>
  s   øè ø€ ÒD¸Qœj¨°%×8Ð8ÑDùó   ƒú[ú]ú(z,)rÉ  rb  ú'r²  c                óx   — | j                   }|j                  }|dk(  r|j                  S |dz   |j                  z   S )NÚbuiltinsú.)r¤  rH   rI   )r£  Úklassr›  s      rN   Úfullnamezconst_repr.<locals>.fullname
  s?   € Ø—K‘KˆEØ×%Ñ%ˆFØ˜Ò#Ø×)Ñ)Ð)Ø˜C‘< %×"4Ñ"4Ñ4Ð4rM   )Útrace_rulesr_  rŸ  r  r   ry   r(  rÕ  rÖ  r6  ÚreplacerG   r[  )r	  ræ  r_  Ú
elems_reprro  s    `   rN   rd  rd  
  sØ   ø€ Ý0ä�!”dœE�]Ô#Ø—X‘XÓDÀ!ÔDÓDˆ
Ü�aœÔØ�z�l !Ð$Ð$ä˜a¤Ô'Ð'Ð'Ü�1‹v˜Š{Ø˜:˜, bÐ)Ð)à˜:˜, aÐ(Ð(Ü	�A”t—y‘yÔ	!ô ˜ %Ô(×0Ñ0°°bÓ9Ð9Ù	˜QÔ	Ø�z‰zÐÜ	�A”tÔ	ò	5ñ ˜‹{Ðà�ˆrM   c               óH   ‡— dj                  ˆfd„| D «       «      }d|z   dz   S )Nrp  c              3  ó8   •K  — | ]  }t        |‰¬ «      –— Œ y­wra  rc  re  s     €rN   r~   z!dict_keys_repr.<locals>.<genexpr>$
  s   øè ø€ ÒG°qœ
 1¨E×2Ð2ÑGùrf  rg  rh  )ry   )Ú
const_keysræ  Úkeys_strs    ` rN   Údict_keys_reprrw  #
  s&   ø€ Ø�x‰xÓG¸JÔGÓG€HØ�‰>˜CÑÐrM   Ú
__dict_key)ÚUnsupportedFakeTensorExceptionc                óP   — |› dt        |«      › d| j                  j                  › �S )NrY  Ú_c)rˆ  Úoutputrë   )rS  Úrootr™  s      rN   Úget_safe_global_namer~  .
  s*   € ð ˆV�1”R˜“W�I˜R §	¡	× 4Ñ 4Ð5Ð6Ð6rM   c                ó   — |D ]  }| |v sŒ y yrx  r8   )rn  Ú
containersÚ	containers      rN   Úis_inr‚  8
  s!   € Øò ˆ	Ø�9ÒÙðð rM   )Úrequires_suffixc               ó˜   — |st        | g|¢­Ž s| S t        j                  «       D ]  }| › d|› �}t        |g|¢­Ž rŒ|c S  t        d«      ‚)zm
    Return a name that starts with `prefix` and is not in any of the
    `containers` (e.g., map, set).
    rY  Úunreachable)r‚  r�   r]   ÚAssertionError)Úprefixrƒ  r€  r  Ú	candidates        rN   Úget_unique_name_wrtr‰  ?
  s]   € ñ
 ¤5¨Ð#=°*Ó#=Øˆä�_‰_Óò ˆØ�h˜a ˜s�Oˆ	Ü�YÐ, Ô,ØÒðô
 ˜Ó
'Ð'rM   c                óÔ   — 	  | «       S # t         $ rU}ddlm} d|j                  › d�}t        j                  |«        |dt        |j                  «      |g |¬«       Y d }~y d }~ww xY w)Nr5   rþ  zEncountered exception (z!) during fake tensor propagation.z!Fake tensor propagation exceptionr  )ry  r]  rÿ  Úreasonrm   rc  r{   )rÝ  r  rÿ  Úmsgs       rN   Úwrap_fake_exceptionr�  O
  sd   € ð
Ù‹tˆøÜ)ò 
Ý)à'¨¯© zÐ1RÐSˆÜ�‰�CÔÙØ7Ü˜Ÿ™“MØØØ÷	
ò 	
ûð
ús   ‚	 ‰	A'’AA"Á"A'c                óž   ‡ — t         j                  j                  j                  |«      5  t	        ˆ fd„«      cd d d «       S # 1 sw Y   y xY w)Nc                 ó.   •— t        j                  ‰ «      S r`   )r9  ÚdeepcopyrŠ  s   €rN   r
  z)deepcopy_to_fake_tensor.<locals>.<lambda>b
  s   ø€ ¬4¯=©=¸Ó+=€ rM   )rñ   rê  rH  ÚFakeCopyModer�  )r™  r;  s   ` rN   Údeepcopy_to_fake_tensorr’  `
  s;   ø€ Ü	×	Ñ	×	&Ñ	&×	3Ñ	3°IÓ	>ñ ?Ü"Ó#=Ó>÷?÷ ?ò ?ús   «AÁAc                ó~   — t        j                  t        j                  t        j                  | |z
  «      «      «      S )z+
    Calculate root mean squared error
    )rñ   ÚsqrtÚmeanÚsquare)r‘  rb  s     rN   Úrmser—  e
  s)   € ô �:‰:”e—j‘j¤§¡¨c°C©iÓ!8Ó9Ó:Ð:rM   g-Cëâ6?Tc                ó|  ‡ ‡‡‡‡‡‡‡‡‡	‡
‡‡— ‰€‰ Št        ‰ t        t        t        j                  t
        j                  j                  t
        j                  f«      r¤t        ‰t        t        t        j                  f«      sJ dt        ‰ «      › dt        ‰«      › �«       ‚t        ‰ «      t        ‰«      k7  r	 ‰	d«       yt        ‰ «      t        ‰«      k(  xr' t        ˆˆˆˆˆˆ	ˆˆˆ
f	d„t        ‰ ‰‰«      D «       «      S t        ‰ «      j                  dk(  r5t        ‰ j                  ‰j                  ‰j                  ‰‰‰‰‰‰‰	‰
‰¬«      S t        ‰ t         «      rÊt        ‰t         «      sJ ‚t#        ‰ j%                  «       «      t#        ‰j%                  «       «      k(  s;J d	t#        ‰ j%                  «       «      › d
t#        ‰j%                  «       «      › �«       ‚t'        ‰ j%                  «       «      D ]-  }t        ‰ |   ‰|   ‰|   ‰‰‰‰‰‰‰	‰
‰¬«      rŒ$ ‰	d|«        y yt        ‰ t"        «      rIt        ‰t"        «      sJ ‚t#        ‰ «      t#        ‰«      k(  sJ dt#        ‰ «      › d
t#        ‰«      › �«       ‚yt        ‰ t
        j(                  t*        f«      �rxt        ‰ t
        j,                  j.                  «      rJ ‚t        ‰t
        j,                  j.                  «      rJ ‚d„ Šˆfd„‰ ‰‰fD «       \  Š ŠŠ‰ j0                  r.‰j0                  sJ ‚‰ j3                  «       Š ‰j3                  «       Št        ‰t
        j(                  «      sJ dt        ‰ «      › dt        ‰«      › �«       ‚‰rº‰ j4                  ‰j4                  k7  r ‰	d‰ j4                  ‰j4                  «       y‰ j4                  t
        j6                  k(  re‰ryt        j8                  ‰ j;                  t
        j<                  ¬«      ‰j;                  t
        j<                  ¬«      ‰‰‰¬«      }|s ‰	d«       |S ‰rì‰ j?                  «       j;                  t
        j@                  «      Š ‰j?                  «       j;                  t
        j@                  «      Št        j8                  ‰ ‰‰‰d¬«      ryt
        j                  jB                  jE                  ‰ ‰dd¬«      }|dk  r@tF        jI                  d|jK                  «       jM                  «       jO                  «       «       |dk\  S ‰s‰ j;                  ‰j4                  «      Š t        j8                  ‰ ‰‰‰‰¬«      ry‰j4                  t
        jP                  k(  �r—d}‰jS                  «       jU                  «       sq‰jS                  «       jU                  «       sS‰ jS                  «       jU                  «       r5t        j8                  ‰j;                  ‰j4                  ¬«      ‰||‰¬«      rytW        ‰‰ «      jO                  «       }tY        jR                  |«      rtF        jI                  d«       tW        ‰‰«      jO                  «       }ˆˆˆ ˆˆˆ
fd„} |«       }|||z  ‰dz  z   k  }|s\‰rZtY        jR                  |«      rEtY        jR                  |«      r0t
        jZ                  j\                  j^                  j`                  sd}|s' ‰	d||‰jc                  «       ‰j4                  |‰‰
«       |S ‰ry ‰	d‰«       yt        ‰ td        tf        t        d«      t6        t
        jh                  f«      r ‰ry‰ ‰k(  }|s ‰	d t        ‰ «      ‰ ‰«       |S tk        ‰ «      stm        ‰ «      rS‰r&tk        ‰«      stm        ‰«      s‰ jO                  «       Š t        ‰ «      t        ‰«      u xr ‰ ‰k(  }|s
 ‰	d!‰ ‰«       |S to        ‰ «      rTt        ‰ «      t        ‰«      u xr< t        t        jp                  ‰ «      t        jp                  ‰«      ‰‰‰‰‰‰‰‰	‰
¬"«      S t        ‰ «      j                  d#v rNt        ‰ «      t        ‰«      u sJ ‚t        ˆˆˆˆˆˆ	ˆ ˆˆˆˆ
fd$„‰ jr                  j%                  «       D «       «      S tu        d%t        ‰ «      j                  › �«      ‚)&z-Check correctness to see if ref and res matchNztype mismatch rš   zLength mismatchFc              3  óT   •	K  — | ]  \  }}}t        |||‰‰‰‰‰
‰‰	‰‰¬ «      –— Œ! y­w)©Ú	log_errorÚ(use_larger_multiplier_for_smaller_tensorÚforce_max_multiplierN)Úsame)r|   ÚaiÚbiÚ	fp64_refiÚcos_similarityÚ	equal_nanÚexact_dtyper�  Úignore_non_fpr›  Úrelax_numpy_equalityÚtolrœ  s       €€€€€€€€€rN   r~   zsame.<locals>.<genexpr>†
  sO   øè ø€ ò ,
ñ "��B˜	ô ØØØØØØØØ$ØØ#Ø9aØ%9÷ð ñ,
ùs   ƒ%(ÚQuestionAnsweringModelOutputrš  zkeys mismatch z == )	r¢  r§  r£  r¤  r¦  r¥  r›  rœ  r�  zAccuracy failed for key name %sTzelements mismatch c                ód   — t        | t        j                  «      r| S t        j                  | «      S r`   )rŸ  rñ   ræ  Útensor©r“  s    rN   Ú	to_tensorzsame.<locals>.to_tensorÊ
  s"   € Ü" 1¤e§l¡lÔ3�1ÐH¼¿¹Àa»ÐHrM   c              3  ó.   •K  — | ]  } ‰|«      –— Œ y ­wr`   r8   )r|   rö  r¬  s     €rN   r~   zsame.<locals>.<genexpr>Í
  s   øè ø€ ÒM°™i¨ŸnÑMùrr  zdtype mismatch %s, %sr3  )ÚatolÚrtolr£  z+Accuracy failed: uint8 tensor did not matchr   g�íµ ÷Æ°>)ÚdimÚepsg®Gáz®ï?zSimilarity score=%sg{®Gáz¤?z=Found nan in reference. Consider running in higher precision.c                 ór  •— ‰ry‰j                   t        j                  t        j                  fv rdnd} ‰r‰j	                  «       dk  rd} | S ‰r‰j	                  «       dk  rd} | S ‰j	                  «       dk  s;‰j
                  dk(  r'‰j                  d	   ‰j                  d
   cxk(  rdk(  sn ‰dk\  rd} | S )Nç      $@g      @g       @é
   iô  g      @rê   é   rú  éþÿÿÿr5   g{®Gáz”?)r4  rñ   r¸  Úbfloat16ÚnumelÚndimr?  )Ú
multiplierr�  Úfp64_refr‘  rb  r§  rœ  s    €€€€€€rN   Úget_multiplierzsame.<locals>.get_multiplier  sÁ   ø€ ñ ,Ø#ð  #Ÿy™y¬U¯]©]¼E¿N¹NÐ,KÑK™ÐQTð ñ @Ø Ÿ™Ó(¨BÒ.à%)˜
ð &Ð%ñ BØ Ÿ™Ó(¨CÒ/à%(˜
ð &Ð%ð !Ÿ™Ó(¨4Ò/ØŸH™H¨šM¨c¯i©i¸©m¸s¿y¹yÈ¹}Ô.QÐPQÔ.Qà (š?ð
 &)˜
Ø%Ð%rM   r³  zŠRMSE (res-fp64): %.5f, (ref-fp64): %.5f and shape=%s. res.dtype: %s, multiplier: %f, tol: %f, use_larger_multiplier_for_smaller_tensor: %dz+Accuracy failed: allclose not within tol=%szAccuracy failed (%s): %s != %sz!Accuracy failed (numpy): %s != %s©r¢  r§  r£  r¤  r¦  r¥  r›  rœ  )ÚMaskedLMOutputÚSeq2SeqLMOutputÚ!CausalLMOutputWithCrossAttentionsÚLongformerMaskedLMOutputÚ	InstancesÚSquashedNormalÚBoxesÚNormalÚTanhTransformÚFooÚVariablec              3  ó†   •K  — | ]8  }t        t        ‰|«      t        ‰
|«      t        ‰|«      ‰‰‰‰‰	‰‰‰¬ «      –— Œ: y­w)r½  N)rž  r—  )r|   r    r¢  r£  r¤  r»  r¥  r›  r‘  r¦  rb  r§  rœ  s     €€€€€€€€€€€rN   r~   zsame.<locals>.<genexpr>ˆ  s[   øè ø€ ò 
ð ô Ü˜˜SÓ!Ü˜˜SÓ!Ü˜ #Ó&Ø-ØØ#Ø'Ø%9Ø+Ø#Ø9a÷ð ñ
ùs   ƒ>Azunsupported type: );rŸ  r  r   ro   rÐ  rñ   rç  ÚParameterListr×  r[  r(  rÆ  rO  rG   rž  Úlossr^  r"  r  rs  ræ  Úfloatrê  r9   Ú	is_sparseÚto_denser4  rã   ÚallcloseÚtor²  Úflattenr¹  Ú
functionalÚcosine_similarityrm   rc  ÚdetachÚcpurn  rº  Úisnanrš  r—  Úmathrª  r6   ÚcppÚinject_relu_bug_TESTING_ONLYrP  r{   rn   rC  r¶  r»  rä  Ú	as_tensorÚ__dict__rµ   )r‘  rb  r»  r¢  r§  r£  r¤  r¦  r¥  r›  rœ  r�  r  ÚrÚscoreÚ	loose_tolÚ	ref_errorÚ	res_errorr¼  rº  Úpasses_testr¬  s   ````````````         @rN   rž  rž  l
  sr  ÿü€ ð ÐØˆÜØŒd”Eœ;×,Ñ,¬e¯h©h×.DÑ.DÄeÇjÁjÐQôô ˜#¤¤e¬[×->Ñ->Ð?Ô@ð 	
ØœT #›Y˜K q¬¨c«¨Ð4ó	
Ð@ô ˆs‹8”s˜3“xÒÙÐ'Ô(ØÜ�3‹xœ3˜s›8Ñ#ò 
¬÷ ,
ó ,
ô &)¨¨c°8Ó%<ô,
ó )
ð 	
ô" 
ˆc‹×	Ñ	Ð=Ò	=ô Ø�H‰HØ�H‰HØ�M‰MØØØØØ ØØØ5]Ø!5ô
ð 	
ô 
�CœÔ	Ü˜#œtÔ$Ð$Ð$Ü�3—8‘8“:‹¤# c§h¡h£j£/Ò1ð 	
ØœS §¡£›_Ð-¨T´#°c·h±h³j³/Ð1BÐCó	
Ð1ô ˜Ÿ™›
Ó#ò 	ˆAäØ˜‘FØ˜‘FØ˜Q‘KØ#1ØØ'Ø +Ø)=Ø"/Ø'Ø=eØ)=öñ Ð;¸QÔ?Ùð%	ð& Ü	�CœÔ	Ü˜#œsÔ#Ð#Ð#Ü�3‹xœ3˜s›8Ò#ÐRÐ'9¼#¸c»(¸À4ÌÈCËÀzÐ%RÓRÐ#ØÜ	�Cœ%Ÿ,™,¬Ð.Õ	/Ü˜c¤5×#4Ñ#4×#?Ñ#?Ô@Ð@Ð@Ü˜c¤5×#4Ñ#4×#?Ñ#?Ô@Ð@Ð@ò	Ió N¸¸cÀ8Ð8LÔMÑˆˆS�(à�=Š=Ø—=’=Ð �=Ø—,‘,“.ˆCØ—,‘,“.ˆCÜ˜#œuŸ|™|Ô,ÐV°¼tÀC»y¸kÈÌ4ÐPSË9È+Ð.VÓVÐ,ÙØ�y‰y˜CŸI™IÒ%ÙÐ1°3·9±9¸c¿i¹iÔHØØ�y‰yœEŸJ™JÒ&Ù Øä—N‘NØ—F‘F¤§¡�FÓ-Ø—F‘F¤§¡�FÓ-ØØØ'ô�ñ ÙÐKÔLØ�áØ—+‘+“-×"Ñ"¤5§=¡=Ó1ˆCØ—+‘+“-×"Ñ"¤5§=¡=Ó1ˆCÜ�~‰~˜c 3¨S°sÀdÕKð Ü—H‘H×'Ñ'×9Ñ9¸#¸sÈÈtÐ9ÓTˆEØ�tŠ|Ü—‘Ð1°5·<±<³>×3EÑ3EÓ3G×3LÑ3LÓ3NÔOØ˜D‘=Ð áØ—f‘f˜SŸY™YÓ'�ô �~‰~˜c 3¨S°sÀiÕPØð �~‰~¤§¡Ó.ð %�	à Ÿ™Ó(×,Ñ,Ô.ØŸI™I›KŸO™OÔ-ØŸ	™	›Ÿ™Ô)ÜŸ™Ø Ÿ™¨#¯)©)˜Ó4ØØ&Ø&Ø"+õð  Ü  ¨3Ó/×4Ñ4Ó6�	ä—:‘:˜iÔ(Ü—K‘KØWôô ! ¨3Ó/×4Ñ4Ó6�	÷!&ñ !&ñF ,Ó-�
à'¨J¸Ñ,BÀSÈ4ÁZÑ,OÑP�á#Ù!ÜŸ
™
 9Ô-ÜŸ
™
 9Ô-ô "ŸO™O×2Ñ2×6Ñ6×SÒSà"&�KÙ"ÙðIà!Ø!ØŸ™›
ØŸ	™	Ø"ØØ@ô
ð #Ð"áØáÐCÀSÔIØÜ	�Cœ#œs¤D¨£J´´e·l±lÐCÔ	DÙØØ�3‰JˆÙÙÐ6¼¸S»	À3ÈÔLØˆÜ	˜3Ô	Ô#6°sÔ#;ÙÜ˜cÔ"Ô&9¸#Ô&>à—(‘(“*ˆCÜ�#‹Yœ$˜s›)Ð#Ò5¨#°©*ˆÙÙÐ9¸3ÀÔDØˆÜ	˜#Ô	Ü�S“	œT #›YÐ&ò 
¬DÜ�O‰O˜CÓ Ü�O‰O˜CÓ ØØ)ØØØ#Ø!5Ø'ØØ5]ô-
ð 	
ô 
ˆc‹×	Ñ	ð  ñ 
ô �C‹yœD ›IÑ%Ð%Ð%Ü÷ 
õ 
ð —|‘|×(Ñ(Ó*ô
ó 
ð 	
ô" Ð/´°S³	×0BÑ0BÐ/CÐDÓEÐErM   c                ó~   — | j                   j                  d«      d   }d| j                  › d|› d| j                  › d�S )Nú/rú  rj  z' (r›   rÉ  )r  ÚsplitrZ  r\  )r^  Úshort_filenames     rN   Úformat_func_inforæ  œ  sD   € Ø×%Ñ%×+Ñ+¨CÓ0°Ñ4€NØˆt�|‰|ˆn˜C Ð/¨q°×1DÑ1DÐ0EÀQÐGÐGrM   c               #  ó  K  — t         j                  } t        j                  t         _        t         j                  }t        j                  t         _        	 d –— | t         _        |t         _        y # | t         _        |t         _        w xY w­wr`   )r6   Úrecompile_limitr¤  r  Úaccumulated_recompile_limit)ÚpriorÚprior_acc_limits     rN   Údisable_cache_limitrì  ¡  s_   è ø€ ä×"Ñ"€EÜ Ÿ[™[„FÔÜ×8Ñ8€OÜ),¯©„FÔ&ð=Ûà!&ŒÔØ-<ŒÕ*øð "'ŒÔØ-<ŒÕ*üs   ‚ABÁA1 ÁBÁ1B	Â	Bz'collections.defaultdict[Any, list[Any]]Úguard_failuresz3list[torch._dynamo.output_graph.GraphCompileReason]Úgraph_break_reasonsc                óä   — dt         j                   j                  «       j                  d«      z   dz   t        t	        j
                  «       «      z   }t        j                  j                  | |«      S )NÚrun_z%Y_%m_%d_%H_%M_%S_%fz-pid_)ÚdatetimeÚnowÚstrftimer{   r3  ÚgetpidrG  ry   )Úroot_dirÚdir_names     rN   Ú_get_debug_dirr÷  ¾  sf   € ð 	Ü
×
Ñ
×
Ñ
Ó
!×
*Ñ
*Ð+AÓ
Bñ	Cð ñ	ô Œb�i‰i‹kÓ
ñ		ð ô �7‰7�<‰<˜ (Ó+Ð+rM   c                 ó8   — t         j                  } t        | «      S r`   )r6   r‹  r÷  )Ú
debug_roots    rN   rH  rH  Ê  s   € Ü×&Ñ&€JÜ˜*Ó%Ð%rM   c                óÖ   — d| j                   v r't        | j                   d   «      r| j                   d   S |r2ddlm} ddlm}  |dt        | «      d| › d�g |j                  ¢¬	«       y y )
Nr8  r   rþ  r5   rC  z Missing FakeTensor example valuez,`FakeTensor` example value was required for z but not available.rE  )r:  r:   Útorch._dynamo.excrÿ  r²  rD  r{   rF  )rà  Úrequiredrÿ  rD  s       rN   Úextract_fake_example_valuerý  Ï  si   € Ø˜$Ÿ)™)Ñ#¬°·	±	¸/Ñ0JÔ(KØ�y‰y˜Ñ)Ð)Ù	Ý6å'áØ6Ü˜“IØFÀtÀfÐL_Ð`Ø1Ð%×0Ñ0Ð1ö		
ð rM   c                ó8   — t        | «      |j                  u sJ ‚| S r`   )r;   r;  )r  rS  s     rN   Úensure_graph_fakerÿ  á  s   € Ü˜qÓ! R§\¡\Ñ1Ð1Ð1Ø€HrM   c                óh   ‡ ‡— dˆˆ fd„}t         j                  j                  j                  ||«      S )Nc                óâ  •— | j                   dk(  rd| j                  vrt        | ‰‰«      S | j                   dk(  r}d| j                  vro| j                  ‰j                  j
                  v sJ ‚‰j                  j
                  | j                     }t        |t        j                  j                  «      sJ ‚|S | j                  d   }‰s&t        |t        j                  «      rt        |‰«      S |S )NrQ  r8  Úget_attr)rp  r:  Úget_fake_valueÚtargetr|  Ú
nn_modulesrŸ  rñ   r   ÚGraphModuleræ  rÿ  )rs  r¶  rŸ   Úallow_non_graph_fakerS  s      €€rN   Úvisitz)get_fake_values_from_nodes.<locals>.visitç  sÆ   ø€ Ø�4‰4�?Ò" ¸a¿f¹fÑ'Dô " ! RÐ)=Ó>Ð>à�T‰T�ZÒ O¸1¿6¹6Ñ$AØ—8‘8˜rŸy™y×3Ñ3Ñ3Ð3Ð3Ø—‘×%Ñ% a§h¡hÑ/ˆBÜ˜b¤%§(¡(×"6Ñ"6Ô7Ð7Ð7ØˆIà�f‰f�_Ñ%ˆÙ#¬
°3¼¿¹Ô(EÜ$ S¨"Ó-Ð-Øˆ
rM   )rs  ztorch.fx.Node)rñ   r   rà  Úmap_arg)rS  ro  r  r  s   ` ` rN   Úget_fake_values_from_nodesr
  æ  s%   ù€ öô" �8‰8�=‰=× Ñ  ¨Ó.Ð.rM   c           	     ó  ‡ ‡‡‡‡— ddl m} ddlm}m}m}m}m} ‰ j                  }	d‰ j                  v r't        ‰ j                  d   «      r‰ j                  d   S t        ‰‰ j                  ‰ j                  f|«      \  ŠŠdŠ|	dk(  r^t        ‰«      dkD  rPt        ‰d   t         j"                  j$                  «      r)t'        ‰d   ‰j(                  «      ft+        ‰dd «      z   Š|	dk(  rb‰j,                  j.                  ‰ j0                     Št3        ‰«      rt5        ‰d	«      r‰j7                  ‰‰«       t'        ‰‰j(                  «      Š‰ j8                  d
v st;        d„ ‰D «       «      rt+        d„ ‰D «       «      Š	 ‰j(                  5  t=        «       5  t?        ˆˆˆˆ ˆfd„«      }
ddd«       ddd«       |s>t        j€                  t         j‚                  t…        j†                  tˆ        ‰¬(«      
«      }
S # 1 sw Y   ŒSxY w# 1 sw Y   ŒWxY w# |$ r ‚ t@        $ �r]}|}|jB                  �|jB                  }t        |t         jD                  jF                  jH                  «      rž|jJ                  t         jL                  jN                  jP                  jR                  t         jL                  jN                  jT                  jR                  fv rdg}ndg} |dtW        |jJ                  «      d|jJ                  › d�|¬«       �nGt        |t         jD                  jF                  jX                  «      r„t         jZ                  j\                  j^                  s0 |dtW        |jJ                  «      d|jJ                  › d�dg¬«       �nÅ |dtW        |jJ                  «      d|jJ                  › d�dg¬«       �n•t        |t         jD                  jF                  j`                  «      r«|jJ                  }	d}t        |	t         jb                  jd                  «      r[t         jf                  ji                  |	jj                  j8                  |	jj                  jl                  «      }|�|\  }}d|› d|› d|› d�} |dd |jJ                  › �d|› d!�g¬«       n¼t        |t         jn                  jp                  jr                  jt                  «      r ||jv                  tW        |«      d"¬#«      ‚t        ||«      r! ||jv                  |j                  d   «      |‚t        |tx        «      r)d$tW        |«      v r |d%d&‰ j0                  › d'|› �dg ¬«        |tW        |«      «      j{                  |j|                  «      d‚d}~ww xY w))az  
    Run the computation represented by `node` using fake tensors and return the result.

    allow_non_graph_fake: whether to allow the return result to be:
        1. non-fake or 2. fake that is not created by this instance of Dynamo.
        If `True`, you must be prepared to deal with such return values, ideally
        by further wrapping them as this graph's fakes.
    r   )ÚValueRangeErrorr5   )ÚTorchRuntimeErrorrÿ  ÚUnsupportedÚ	UserErrorÚUserErrorTyper8  NÚcall_methodÚcall_moduleÚ_initialize_hook)ÚinterpolateÚ
is_integerÚwrapped_gradientc              3  ó<   K  — | ]  }t        |t        «      –— Œ y ­wr`   )rŸ  Úcomplex)r|   Úas     rN   r~   z!get_fake_value.<locals>.<genexpr>*  s   è ø€ ò MØ#$Œ
�1”g×ñMùrý  c              3  ó–   K  — | ]A  }t        |t        j                  «      r!|j                  j                  �t        |«      n|–— ŒC y ­wr`   )rŸ  rñ   ÚSymFloatrà  ÚhintrÌ  rû  s     rN   r~   z!get_fake_value.<locals>.<genexpr>.  sC   è ø€ ò 
ð ô ˜#œuŸ~™~Ô.°3·8±8·=±=Ð3Lô �#ŒJàóñ
ùs   ‚AA	c                 ó6   •— t        ‰j                  ‰‰ ‰‰«      S r`   )Úrun_noder|  )r  r€  Únnmodulerà  rS  s   €€€€€rN   r
  z get_fake_value.<locals>.<lambda>8  s   ø€ œ §¡¨D°$¸ÀÓI€ rM   zkEnable tracing of data-dependent output operators with `torch._dynamo.config.capture_scalar_outputs = True`z’Consider wrapping the operator into a PyTorch-understood custom operator (see https://pytorch.org/tutorials/advanced/custom_ops_landing_page.html)zData dependent operatorz
Operator `zP` has a non-Tensor output whose value is dependent on the data of Tensor inputs.rE  zDynamic shape operatorz.`'s output shape depends on input Tensor data.zmEnable tracing of dynamic shape operators with `torch._dynamo.config.capture_dynamic_output_shape_ops = True`z'Dynamic shape operator (no meta kernel)zA` does not have a meta kernel that supports dynamic output shapesz!Please report an issue to PyTorchr²  z:It's possible that the support was implemented in module `z` and you may need to `import z`(z), otherwise z3Operator does not support running with fake tensorszunsupported operator: z}see https://docs.google.com/document/d/1GgvOe7C8_NVOMLOCwDaYV1mXXyHMXY7ExoewHqooxrs/edit#heading=h.64r4npvq0w0 for how to fixÚconstrain_as_size_example)Ú	case_nameÚargumentz&TypeError when making fake tensor callz
TypeError z: )rS  )EÚtorch.utils._sympy.value_rangesr  r]  r  rÿ  r  r  r  rp  r:  r:   r
  r  r€  r(  rŸ  rñ   rç  r  r’  r;  r   r|  r  r  rï  rÜ  Ú_infer_parametersrU   rš  r   r�  rµ   Ú	__cause__rê  rH  ÚDataDependentOutputExceptionÚfuncÚopsÚatenrn  r‹  Ú_local_scalar_denser{   ÚDynamicOutputShapeExceptionÚ_dynamor6   Ú capture_dynamic_output_shape_opsÚUnsupportedOperatorExceptionrÅ  rÇ  rj  Ú_dispatch_pystubÚ_schemaÚoverload_namer   r=  r>  ÚGuardOnDataDependentSymNodeÚCONSTRAINT_VIOLATIONrz  Úwith_tracebackÚ__traceback__ÚpytreeÚtree_map_onlyræ  r¾  Úpartialrÿ  )rà  rS  r  r  r  rÿ  r  r  r  rp  Úret_valr  Úcauser  Úimport_suggestionÚmaybe_pystubr›  ÚctxrY  r  r€  r  s   ``                 @@@rN   r  r  û  s  ü€ õ @÷õ ð 
�‰€Bð ˜$Ÿ)™)Ñ#¬°·	±	¸/Ñ0JÔ(KØ�y‰y˜Ñ)Ð)ä-Ø
ˆT�Y‰Y˜Ÿ™Ð$Ð&:ó�L€Dˆ&ð €HØ	ˆ]Òœs 4›y¨1š}´¸DÀ¹GÄUÇXÁXÇ_Á_Ô1Uä'¨¨Q©°·±Ó>Ð@Ä5ÈÈaÈbÈÃ?ÑRˆà	ˆ]ÒØ—9‘9×'Ñ'¨¯©Ñ4ˆä˜(Ô#¬°Ð:LÔ(Mð
 ×&Ñ& x°Ô6ô +¨8°R·\±\ÓBˆà‡y�yÐEÑEÌñ MØ(,ôMô Jô ñ 
ð ô	
ó 
ˆðhRØ�\‰\ñ 	Ô3Ó5ñ 	Ü)ßIóˆG÷	÷ 	ñR  Ü× Ñ Ü�L‰Lœ)×+Ñ+Ô,=À"ÔEÀwó
ˆð €N÷[	ð 	ú÷ 	ð 	ûð ò ØÜó aRØ ˆØ�;‰;Ð"Ø—K‘KˆEäØ”5×$Ñ$×0Ñ0×MÑMô
ð
 �z‰zÜ—	‘	—‘×#Ñ#×+Ñ+Ü—	‘	—‘×2Ñ2×:Ñ:ðñ ðKð‘ð`ð�ñ Ø1Ü˜EŸJ™J›Ø(¨¯©¨ð 5Ið Ià÷ô Ø”5×$Ñ$×0Ñ0×LÑLô
ô —=‘=×'Ñ'×HÒHÙ Ø4Ü §
¡
›OØ",¨U¯Z©Z¨LÐ8fÐ gðYð÷	ñ !ØEÜ §
¡
›OØ",¨U¯Z©Z¨LÐ8yÐ zà;ð÷	ô Ø”5×$Ñ$×0Ñ0×MÑMô
ð —‘ˆBØ "ÐÜ˜"œeŸj™j×3Ñ3Ô4Ü$Ÿx™x×8Ñ8Ø—J‘J—O‘O R§Z¡Z×%=Ñ%=ó �ð  Ð+Ø".‘K�F˜Cð#Ø#) (Ð*HÈÈð QØ˜5 ð/ð &ñ
 ØMØ0°·±°Ð=Øà(Ð)ð *&ð &ðö		ô Ø”5—8‘8×(Ñ(×8Ñ8×TÑTô
ñ Ø×2Ñ2Ü�E“
Ø5ôð ô
 ˜˜Ô/Ù˜M×>Ñ>ÀÇÁÀqÁ	ÓJÐPQÐQÜ˜œyÔ)¨j¼CÀ»JÑ.FÙØ@Ø$ T§[¡[ M°°E°7Ð;ØØõ	ñ  ¤ A£Ó'×6Ñ6°q·±ÓGÈTÐQûðCaRúsI   Æ H ÆHÆG<Æ*HÆ2H Ç<H	ÈHÈHÈH ÈV È#MU;Õ;V c                 ó$   — t        t        dd «      S )Nr¡   )r—  Ú_current_noder8   rM   rN   Úget_current_noder@  ©  s   € Ü”= '¨4Ó0Ð0rM   c              #  óv   K  — t        «       }| t        _        	 d –— |t        _        y # |t        _        w xY w­wr`   )r@  r?  r¡   )rà  Úolds     rN   Úset_current_noderC  ­  s.   è ø€ ä
Ó
€CØ„MÔð"Ûà!ŒÕø˜cŒÕüs   ‚9™) �9©6¶9c           	     ó®  ‡‡‡‡
— ‰j                   Š
t        ‰«      5  ˆˆˆˆ
fd„}ddlm} 	 ‰
dk(  r ‰j                  ‰i ‰¤Žcddd«       S ‰
dk(  r\t        ‰d   ‰j                  «      sddlm}  |d	d
 |d«      g ¬«        t        ‰d   ‰j                  «      ‰dd i ‰¤Žcddd«       S ‰
dk(  r|€J ‚ |‰i ‰¤Žcddd«       S ‰
dk(  r.| j                  j                  ‰j                  «      cddd«       S ‰
dk(  r(d‰j                  v sJ ‚‰j                  d   cddd«       S 	 ddd«       t%        ‰
«      ‚# t        t        f$ r8}ddlm} g }	t        |t        «      rdg}	 |dd
 ||«      |	|¬«       Y d}~ŒUd}~w|$ r ‚ t        $ r0}t         ||«      «      j!                  |j"                  «      |‚d}~ww xY w# 1 sw Y   t%        ‰
«      ‚xY w)aÄ  
    Runs a given node, with the given args and kwargs.

    Behavior is dictated by a node's op.

    run_node is useful for extracting real values out of nodes.
    See get_real_value for more info on common usage.

    Note: The tracer arg is only used for 'get_attr' ops
    Note: The nnmodule arg is only used for 'call_module' ops

    Nodes that are not call_function, call_method, call_module, or get_attr will
    raise an AssertionError.
    c           	     óN   •— d‰› d‰j                   › d‰› d‰› d�	t        | «      z   S )Nz0Dynamo failed to run FX node with fake tensors: rš   z(*z, **z): got )r  r  )r  r  r€  rà  rp  s    €€€€rN   Úmake_error_messagez$run_node.<locals>.make_error_messageÊ  s=   ø€ àBÀ2À$ÀaÈÏÉÀ}ÐTVÐW[ÐV\Ð\`ÐagÐ`hÐhoÐpÜ�q“'ñðrM   r5   )r  rQ  Nr  r   rþ  z/Missing attribute when running call_method noder²  zattribute not definedrE  r  r  Úplaceholderr8  z;If the op is a PyTorch op, please file an issue to PyTorch.zGNotImplementedError/UnsupportedFakeTensorException when running FX noder  )rp  rC  r]  r  r  rÜ  rÿ  r—  Úoutput_graphÚget_submoduler:  r  ry  rŸ  rg  rµ   r4  r5  r†  )Útracerrà  r  r€  r  rF  r  rÿ  r  r  rp  s    ```      @rN   r  r  ·  s  û€ ð 
�‰€Bä	˜$Ó	ñ 7÷	õ 	%ð-	Ø�_Ò$Ø"�t—{‘{ DÐ3¨FÑ3÷7ñ 7ð �}Ò$Ü˜t A™w¨¯©Ô4Ý5á$Ø QØ "Ù$6Ð7NÓ$OØ õ	ð 5”w˜t A™w¨¯©Ó4°d¸1¸2°hÐIÀ&ÑI÷/7ñ 7ð0 �}Ò$ØÐ+Ð+Ð+Ù Ð0¨Ñ0÷57ñ 7ð6 �zÒ!Ø×*Ñ*×8Ñ8¸¿¹ÓE÷97ñ 7ð: �}Ò$Ø&¨$¯)©)Ñ3Ð3Ð3Ø—y‘y Ñ1÷?7ñ 7ð: %÷;7ôr ˜Ó
Ðøô1 $Ô%CÐDò 	å-àˆEÜ˜!Ô0Ô1àQð�ñ ØaØÙ.¨qÓ1ØØ÷ò ûð ò 	ØÜò 	ÜÑ1°!Ó4Ó5×DÑDØ—‘óàðûð	ú÷i7ôr ˜Ó
ÐúsY   œG¬D;ÁAD;Â-D;Ã)D;Ã:#D;Ä'GÄ;F>Å
.E=Å8GÅ=F>Æ+F9Æ9F>Æ>GÇGc                ó„  ‡— ddl m} ‰j                  }| |v r||    S | j                  }t        j
                  j                  j                  | j                  | j                  fˆfd„«      \  }}|dk(  r'd| j                  v r| j                  d   j                  S |dk(  rM‰j                  j                  | j                     }t        |«      st!        j"                  |«      }n ||i |¤Ž nd}	 t%        ‰| |||«      }||| <   |S # t&        $ r0}	 |t)        |	«      «      j+                  |	j,                  «      d‚d}	~	ww xY w)z‘
    Run the actual computation represented by `node` and return the result.
    This will execute any dependent nodes in the graph as well.
    r5   )r  c                ó   •— t        | ‰«      S r`   )Úget_real_value)rs  rJ  s    €rN   r
  z get_real_value.<locals>.<lambda>  s   ø€ ”.  FÓ+€ rM   rG  Úgraphargr  N)r]  r  Úreal_value_cacherp  rñ   r   rà  r	  r  r€  r:  ÚexamplerH  r  r  rï  r9  r�  r  rµ   r{   r4  r5  )
rà  rJ  r  Úcacherp  r  r€  Ú	nn_moduleÚ
real_valuer  s
    `        rN   rM  rM    s/  ø€ õ
 'à×#Ñ#€EØˆu�}Ø�T‰{Ðà	�‰€BÜ—8‘8—=‘=×(Ñ(Ø	�‰�D—K‘KÐ Û+ó�L€Dˆ&ð
 
ˆ]Ò˜z¨T¯Y©YÑ6Ø�y‰y˜Ñ$×,Ñ,Ð,à	ˆ]ÒØ×'Ñ'×2Ñ2°4·;±;Ñ?ˆ	Ü˜iÔ(ÜŸ™ iÓ0‰Iñ �tÐ&˜vÓ&àˆ	ðRÜ˜f d¨D°&¸)ÓDˆ
Ø ˆˆd‰ð Ðøô ò RÙ¤ A£Ó'×6Ñ6°q·±ÓGÈTÐQûðRús   Ã0D Ä	D?Ä+D:Ä:D?c                óì   ‡— ddl mŠm} ˆfd„}| j                  «       D ]   \  }} ||«      sŒJ d|› d ||«      › �«       ‚ | j	                  «       D ]   \  }} ||«      sŒJ d|› d ||«      › �«       ‚ y )Nr   )ÚFakeTensorConfigr:   c                ód   •— ‰j                   r#dd l}d |j                  | j                  «      › �S y)Nr   z"FAKE TENSOR CREATION TRACEBACK: 
 zNEnable TORCH_FAKE_TENSOR_DEBUG=1 to get creation stack traces on fake tensors.)ÚdebugÚ	tracebackÚformat_listÚ_debug_trace)r“  rX  rU  s     €rN   Ústack_or_hintz7assert_no_fake_params_or_buffers.<locals>.stack_or_hint.  s2   ø€ Ø×!Ò!Ûà8Ð9N¸×9NÑ9NÈqÏ~É~Ó9^Ð8_Ð`Ð`àcrM   zUnexpected fake buffer rš   zUnexpected fake param )Útorch._subclasses.fake_tensorrU  r:   Únamed_buffersÚnamed_parameters)r¶  r:   r[  rU   Úbufferr°  rU  s         @rN   Ú assert_no_fake_params_or_buffersr`  +  sœ   ø€ ßGôdð ×(Ñ(Ó*ò 
‰ˆˆfÙ˜6•?ð 	
Ø% d V¨1©]¸6Ó-BÐ,CÐDó	
Ð"ð
ð ×*Ñ*Ó,ò 
‰ˆˆeÙ˜5•>ð 	
Ø$ T F¨!©M¸%Ó,@Ð+AÐBó	
Ð!ñ
rM   c                ó8   — | j                   › d| j                  › �S )z9
    Returns the fully qualified name of the object.
    rm  )rH   rI   rŠ  s    rN   Úfqnrb  @  s!   € ð �n‰nÐ˜Q˜s×/Ñ/Ð0Ð1Ð1rM   c                óR   — t         j                  j                  j                  r| S |S r`   )rñ   r,  r6   Úassume_static_by_default)Úcount1Úcount2s     rN   Úifdynstaticdefaultrg  G  s   € Ü‡}�}×Ñ×4Ò4ØˆàˆrM   c           
     ó8  — t        t        j                  t        j                  j	                  t        t        | j                  «      «      «      «      D ]D  }|j                  d«      sŒ|d   dk7  sŒt        j                  | j                  › d|dd › �«       ŒF y)z@
    Ensure all the files in a given submodule are imported
    z.pyr   rY  rm  Néýÿÿÿ)rs  r3  ÚlistdirrG  rd  r   r{   Ú__file__rï   Ú	importlibÚimport_modulerG   )rî  ri  s     rN   Úimport_submodulern  N  sw   € ô œ2Ÿ:™:¤b§g¡g§o¡o´d¼3ÀÇÁÓ6MÓ&NÓOÓPò GˆØ×Ñ˜UÕ#¨°©°sÓ(:Ü×#Ñ# s§|¡| n°A°h¸sÀ°m°_Ð$EÕFñGrM   c                ó*   — t        t        | «      «      S r`   )Úclass_has_getattributer[  r©  s    rN   Úobject_has_getattributerq  W  s   € Ü!¤$ u£+Ó.Ð.rM   c                ó„   — 	 t        t        j                  | d«      t        j                  «      ry	 y# t
        $ r Y yw xY w)NÚ__getattribute__TF)rŸ  rÁ  rÂ  rÊ  rË  ÚAttributeErrorrb   s    rN   rp  rp  [  sO   € ðÜÜ×"Ñ" 3Ð(:Ó;Ü×Ñô
ð ð	
ð øô ò ØØðús   ‚.3 ³	?¾?c                ó¼   — 	 t        j                  t        | «      d«      }|r(|t        j
                  j                  j                  u rd }|S # t        $ r d }Y Œ9w xY w)NÚ__getattr__)rÁ  rÂ  r[  rt  rñ   rç  r  rv  )r¡   Úignore_nn_module_getattrÚ
getattr_fns      rN   Úget_custom_getattrry  g  sX   € ðÜ×+Ñ+¬D°«K¸ÓGˆ
ñ   J´%·(±(·/±/×2MÑ2MÑ$Màˆ
ØÐøô ò ØŠ
ðús   ‚A ÁAÁAc                  ó   — e Zd ZdZdZdZy)ÚTensorStaticReasonrE   rµ  rœ   N)rG   rH   rI   Ú	PARAMETERÚ
NOT_TENSORÚNN_MODULE_PROPERTYr8   rM   rN   r{  r{  r  s   „ Ø€IØ€JØÑrM   r{  c                ó–   — | t         j                  k(  ry| t         j                  k(  ry| t         j                  k(  ryt	        d| › �«      ‚)Nz>mark_dynamic on parameter, parameters are always static today.z2mark_dynamic on a non tensor, how did this happen?z4tensor is static because it is nn module associated.zIllegal reason )r{  r|  r}  r~  r†  )r‹  s    rN   Útensor_static_reason_to_messager€  x  sJ   € ØÔ#×-Ñ-Ò-ØOØÔ#×.Ñ.Ò.ØCØÔ#×6Ñ6Ò6ØEÜ
˜?¨6¨(Ð3Ó
4Ð4rM   c                ó’  — ddl m} |j                  «       j                  «       s|j                  «       j	                  «       r"t
        j                  rdt        j                  fS t        | «      t        j                  j                  u s ||«      r"t
        j                  rdt        j                  fS |sdt        j                  fS y)a@  
    Given a tensor, source, and is_tensor flag, determine if a shape should be static.

    Args:
    tensor - the real tensor to evaluate, parameters force a static shape.
    is_tensor - internal dynamo check, essentially "is_tensor": target_cls is TensorVariable,
    tensors not in a TensorVariable for whatever reason are forced static.

    Returns a tuple, where the first element is the bool of whether or not this tensor should have a static shape.
    The second element is a TensorStaticReason, useful for passing to tensor_static_reason_to_message if needed.
    r5   )Ú)is_from_unspecialized_param_buffer_sourceTr  )rç  r‚  ré  rë  rí  r6   Ú&force_nn_module_property_static_shapesr{  r~  r[  rñ   rç  rè  Úforce_parameter_static_shapesr|  r}  )rª  Ú	is_tensorÚtensor_sourcer‚  s       rN   Útensor_always_has_static_shaper‡  ‚  s¢   € õ  Bð 	×"Ñ"Ó$×=Ñ=Ô?Ø×%Ñ%Ó'×JÑJÔLÜ
×
7Ò
7ØÔ'×:Ñ:Ð:Ð:ô 	ˆV‹œŸ™×*Ñ*Ñ*Ù4°]ÔCÜ
×
.Ò
.ØÔ'×1Ñ1Ð1Ð1ÙØÔ'×2Ñ2Ð2Ð2ØrM   c                ó(   ‡ ‡— ˆ ˆfd„}t        |«      S )Nc                 óŒ  •— 	 ddl m }  ‰j                  j
                  D �cg c];  }|j                  |j                  |j                  |j                  |j                  g‘Œ= }} | |g d¢¬«      }t        ‰‰j                  j                  j                  |«      S # t        $ r dt        t        ‰‰«      «      z   cY S w xY wc c}w )Nr   )r   zkTabulate module missing, please install tabulate to log the graph in tabular format, logging code instead:
)ÚopcoderU   r  r  r€  rt   )r   r€   r{   r'   Úgraphro  rp  rU   r  r  r€  r&   ÚforwardÚ__code__r  )r   rs  Ú
node_specsÚ	graph_strrè   r¶  s       €€rN   Úinnerz(lazy_format_graph_tabular.<locals>.inner¥  sµ   ø€ ð	Ý)ð ACÇÁÇÁö
Ø;<ˆQ�T‰T�1—6‘6˜1Ÿ8™8 Q§V¡V¨Q¯X©XÒ6ð
ˆ
ð 
ñ ØÒ Nô
ˆ	ô " '¨2¯:©:×+>Ñ+>×+JÑ+JÈIÓVÐVøô ò 	à~ÜÔ,¨W°bÓ9Ó:ñ;òð	üò
s   ƒB ¡A CÂ!B>Â=B>r3   )rè   r¶  r�  s   `` rN   Úlazy_format_graph_tabularr‘  ¤  s   ù€ õWô" �eÓÐrM   c                óf   — | › d|› d|› d|› dt        j                  |«      j                  «       › d�
S )Nrš   z line z 
rv   )ÚdisÚBytecode)r‡  rU   ri  Úline_nor^  s        rN   Úformat_bytecoder–  ¹  s;   € ØˆX�Q�t�f˜A˜h˜Z v¨g¨Y°c¼#¿,¹,ÀtÓ:L×:PÑ:PÓ:RÐ9SÐSUÐVÐVrM   Ú_forward_pre_hooksÚ_forward_hooksÚ_backward_pre_hooksÚ_backward_hooks)Ú_state_dict_pre_hooksÚ_state_dict_hooksÚ_load_state_dict_pre_hooksÚ_load_state_dict_post_hooksc                 óâ   — t        t        j                  j                  j                  j
                  «      xs7 t        t        j                  j                  j                  j                  «      S r`   )r(  rñ   rç  Úmodulesr›  Ú_global_backward_hooksÚ_global_backward_pre_hooksr8   rM   rN   Únn_module_has_global_hooksr£  È  sM   € ô Œu�x‰x×Ñ×&Ñ&×=Ñ=Ó>ò Ä#Ü�‰×Ñ×Ñ×:Ñ:óCð rM   c                ó  — g }| xr | xr | }|s|r|j                  t        «       |s|r|j                  t        «       |r|j                  t        «       g }|D ],  }t	        | |g «      }|D ]  }	||	   }
|j                  |
«       Œ Œ. |S )zÂ
    Sometimes its useful to differentiate between types of hooks such as forward/backward/pre
    hooks executed during module.__call__, and state_dict hooks which are executed separately.
    )ÚextendÚforward_hook_namesÚbackward_hook_namesÚstate_dict_hook_namesr—  rõ   )rî  Úcheck_forward_hooksÚcheck_backward_hooksÚcheck_state_dict_hooksÚhook_dicts_to_checkÚcheck_all_hooksÚ	all_hooksÚhook_dict_nameÚhooksÚ	hook_namer*  s              rN   Únn_module_get_all_hooksr²  Ð  s¸   € ð ÐàÐò 	'Ø$Ð$ò	'à&Ð&ð ñ
 ™oØ×"Ñ"Ô#5Ô6Ù™Ø×"Ñ"Ô#6Ô7ÙØ×"Ñ"Ô#8Ô9à€IØ-ò #ˆÜ˜˜^¨RÓ0ˆØò 	#ˆIØ˜Ñ#ˆDà×Ñ˜TÕ"ñ	#ð#ð ÐrM   c                ó6   — t        | |||¬«      }t        |«      S )zL
    Helper function to check if a module has any hooks attached to it.
    )r©  rª  r«  )r²  rã   )rî  r©  rª  r«  r°  s        rN   Únnmodule_has_hooksr´  ñ  s&   € ô $ØØ/Ø1Ø5ô	€Eô �‹;ÐrM   c                ó2  — t        | «      r| S t        | t        j                  «      rt	        | j
                  «      S t        | t        j                  «      r| j                  d¬«      S t        | t        t        f«      r t        | «      d„ | D «       «      S | S )z0Convert tensor and tnp.ndarray to numpy.ndarray.T)Úforcec              3  ó2   K  — | ]  }t        |«      –— Œ y ­wr`   )Úto_numpy_helper©r|   r™  s     rN   r~   z"to_numpy_helper.<locals>.<genexpr>  ó   è ø€ ÒA°Cœ?¨3×/ÑAùrA  )r:   rŸ  Útnprã  r¸  rª  rñ   ræ  Únumpyr   r  r[  r©  s    rN   r¸  r¸    st   € äˆu„~ØˆÜ�%œŸ™Ô%Ü˜uŸ|™|Ó,Ð,Ü	�Eœ5Ÿ<™<Ô	(Ø�{‰{ ˆ{Ó&Ð&Ü	�EœE¤4˜=Ô	)ØŒt�E‹{ÑA¸5ÔAÓAÐAàˆrM   c                ó  — t         €J ‚t        | t         j                  «      rt        j                  | «      S t        | t
        j                  «      r| j                  S t        | t        t        f«      r t        | «      d„ | D «       «      S | S )zeConvert tnp.ndarray to tensor, leave other types intact. If a list/tuple, loop through it to convert.c              3  ó2   K  — | ]  }t        |«      –— Œ y ­wr`   )Únumpy_to_tensorr¹  s     rN   r~   z"numpy_to_tensor.<locals>.<genexpr>  rº  rA  )
r­  rŸ  rã  rñ   rÚ  r»  rª  r   r  r[  r©  s    rN   r¿  r¿    sk   € äˆ>Ðˆ>Ü�%œŸ™Ô$Ü�‰˜uÓ%Ð%Ü�%œŸ™Ô%Ø�|‰|ÐÜ	�EœE¤4˜=Ô	)ØŒt�E‹{ÑA¸5ÔAÓAÐAàˆrM   c                  ó    — e Zd Zd„ Zdd„Zd„ Zy)Únumpy_to_tensor_wrapperc                óN   — || _         d| j                   j                  z   | _        y ©NÚwrapped_©rk  rG   )r  rk  s     rN   r   z numpy_to_tensor_wrapper.__init__  s   € ØˆŒØ" T§V¡V§_¡_Ñ4ˆ�rM   c                ó6   — d| j                   j                  › d�S )Nz<Wrapped function <original ú>>rÅ  r#  s    rN   Ú__repr__z numpy_to_tensor_wrapper.__repr__#  s   € Ø-¨d¯f©f¯o©oÐ->¸bÐAÐArM   c                ó<   —  | j                   |i |¤Ž}t        |«      S r`   )rk  r¿  ©r  r  r€  rŸ   s       rN   r%  z numpy_to_tensor_wrapper.__call__&  s"   € Øˆd�f‰f�dÐ%˜fÑ%ˆÜ˜sÓ#Ð#rM   N©r-  r{   )rG   rH   rI   r   rÈ  r%  r8   rM   rN   rÁ  rÁ    s   „ ò5óBó$rM   rÁ  c                óî   — t        | t        j                  «      rt        | |«      }t	        |«      S t        | t
        j                  «      r*t        t        j                  | «      |«      }t	        |«      S y r`   )rŸ  r»  rã  r—  r¿  rñ   ræ  )r™  rU   rŸ   s      rN   Únumpy_attr_wrapperrÍ  +  sZ   € Ü�#”s—{‘{Ô#Ü�c˜4Ó ˆÜ˜sÓ#Ð#Ü	�CœŸ™Ô	&Ü”c—k‘k #Ó&¨Ó-ˆÜ˜sÓ#Ð#ð 
'rM   c                  ó&   — e Zd ZdZdd„Zdd„Zd„ Zy)Únumpy_method_wrapperzgConvert obj from torch.Tensor to tnp.ndarray and call method. Then convert result back to torch.Tensor.c                ó:   — || _         d| j                   z   | _        y rÃ  )ÚmethodrG   )r  rÑ  s     rN   r   znumpy_method_wrapper.__init__7  s   € ØˆŒØ" T§[¡[Ñ0ˆ�rM   c                ó"   — d| j                   › d�S )Nz<Wrapped method <original rÇ  ©rÑ  r#  s    rN   rÈ  znumpy_method_wrapper.__repr__;  s   € Ø+¨D¯K©K¨=¸Ð;Ð;rM   c                óÂ   — |d   }t        |t        j                  «      rt        j                  |«      }t        || j                  «      } ||dd  i |¤Ž}t        |«      S rÛ  )rŸ  rñ   ræ  r»  rã  r—  rÑ  r¿  )r  r  r€  r™  Úmethod_callablerŸ   s         rN   r%  znumpy_method_wrapper.__call__>  sW   € Ø�1‰gˆÜ�cœ5Ÿ<™<Ô(Ü—+‘+˜cÓ"ˆCÜ! # t§{¡{Ó3ˆÙ˜t A B˜xÐ2¨6Ñ2ˆÜ˜sÓ#Ð#rM   N)rÑ  r{   rË  ©rG   rH   rI   r«   r   rÈ  r%  r8   rM   rN   rÏ  rÏ  4  s   „ Ùqó1ó<ó$rM   rÏ  c                  ó&   — e Zd ZdZdd„Zdd„Zd„ Zy)Únumpy_operator_wrapperzQImplements dunder methods for tnp.ndarray via functions from the operator libraryc                ó:   — || _         d|j                  › �| _        y rÃ  )rp  rG   )r  rp  s     rN   r   znumpy_operator_wrapper.__init__J  s   € ØˆŒØ" 2§;¡; -Ð0ˆ�rM   c                ó"   — d| j                   › d�S )Nz<Wrapped operator <original rÇ  )rG   r#  s    rN   rÈ  znumpy_operator_wrapper.__repr__N  s   € Ø-¨d¯m©m¨_¸BÐ?Ð?rM   c                óP   — |rJ ‚d„ |D «       } | j                   |Ž }t        |«      S )Nc              3  ó~   K  — | ]5  }t        |t        j                  «      rt        j                  |«      n|–— Œ7 y ­wr`   )rŸ  rñ   ræ  r»  rã  rû  s     rN   r~   z2numpy_operator_wrapper.__call__.<locals>.<genexpr>T  s0   è ø€ ò 
ØKN¤
¨3´·±Ô =ŒC�K‰K˜ÔÀ3ÓFñ
ùs   ‚;=)rp  r¿  rÊ  s       rN   r%  znumpy_operator_wrapper.__call__Q  s5   € ÙÐˆzñ
ØRVô
ˆð ˆd�g‰g�tˆnˆÜ˜sÓ#Ð#rM   N)rp  zCallable[..., Any]rË  rÖ  r8   rM   rN   rØ  rØ  G  s   „ Ù[ó1ó@ó$rM   rØ  c                óB  — t        | t        «      s| S | j                  �rg }| j                  «       D ]v  }t        |t        j
                  «      rI|j                  |j                  j                  j                  |j                  j                  «      «       Œf|j                  |«       Œx g }| j                  «       D ]v  }t        |t        j
                  «      rI|j                  |j                  j                  j                  |j                  j                  «      «       Œf|j                  |«       Œx n | j                  «       }| j                  «       }t	        j                  ||| j                  | j                  | j                  ¬«      }|j!                  «        |S )N)r4  rC  r.  )rŸ  r9   Ú_has_symbolic_sizes_stridesrP  rñ   rß  rõ   rà  r<  Ú	size_hintÚexprr@  Úempty_stridedr4  rC  r.  Úzero_)r	  rP  r  r@  r1  s        rN   Údefakerã  [  s*  € Ü�aœÔ$Øˆð 	×$Ó$ØˆØ—‘“ò 	ˆAÜ˜!œUŸ\™\Ô*Ø—‘˜AŸF™F×,Ñ,×6Ñ6°q·v±v·{±{ÓCÕDà—‘˜A•ð		ð
 ˆØ—‘“ò 	!ˆAÜ˜!œUŸ\™\Ô*Ø—‘˜aŸf™f×.Ñ.×8Ñ8¸¿¹¿¹ÓEÕFà—‘˜aÕ ñ		!ð �v‰v‹xˆØ—‘“ˆÜ×ÑØØØ�g‰gØ�x‰xØ—o‘oô	€Að ‡G�G„IØ€HrM   c                óN   — dd l }| |j                  j                  j                  u S r‰   )Útorch.utils.checkpointrº  Ú
checkpoint)r™  rñ   s     rN   Úis_utils_checkpointrç  {  s    € ã!à�%—+‘+×(Ñ(×3Ñ3Ð3Ð3rM   c                ó   — ddl m} | |u S )Nr   )Úinvoke_subgraph_placeholder)Ú'torch._higher_order_ops.invoke_subgraphré  )r™  ré  s     rN   Úis_invoke_subgraphrë  ‚  s   € ÝSàÐ-Ð-Ð-rM   c                 ód   — ddl m}  |j                  t        j                  j
                  fi | ¤ŽS )Nr5   ©Ú TorchHigherOrderOperatorVariable)Úvariables.higher_order_opsrî  Úmakerñ   Ú_higher_order_opsÚinvoke_subgraph)Úoptionsrî  s     rN   Úbuild_invoke_subgraph_variablerô  ˆ  s2   € ÝLà0Ð+×0Ñ0Ü×Ñ×/Ñ/ñà
ñð rM   c                 ó¾   — dd l mc m} ddlm} |j
                  }t        j                  j                  j                  r|j                  } |j                  |fi | ¤ŽS )Nr   r5   rí  )Útorch._higher_order_ops.wraprñ  Úwraprï  rî  Útag_activation_checkpointrñ   Ú
_functorchr6   Úfunctionalize_rng_opsÚwrap_activation_checkpointrð  )ró  Úhigher_order_opsrî  Úactivation_checkpoint_ops       rN   Úbuild_checkpoint_variablerþ  ‘  s_   € ß;Ð;åLð
 	×2Ñ2ð ô ×Ñ×Ñ×4Ò4Ø#3×#NÑ#NÐ à0Ð+×0Ñ0Ø ñà
ñð rM   c                óX   — ddl m}  |«       }| dk(  r	 |S | dv r|rt        «       }|S d}|S )Nr5   )Úis_dynamo_supportedrÕ  )rÃ  ÚxpuF)Ú
eval_framer   r*   )Údevice_typer   Úcompile_supporteds      rN   Úis_compile_supportedr  ¤  sL   € Ý/á+Ó-ÐØ�eÒØð
 Ðð	 
˜Ñ	'Ñ,=Ü&›LÐð Ðð "ÐØÐrM   c                ób   — | j                  d«      }t        |d| j                  dd¬«      «      S )zê
    Convert byte offset `offset` of `str` into character offset.
    Byte offset is used for 3.11+ instruction column data.
    Takes things like unicode characters into consideration.

    Unchanged from CPython implementation.
    zutf-8Nrq  )Úerrors)Úencoder(  Údecode)r{   ÚoffsetÚas_utf8s      rN   Ú_fix_offsetr  µ  s4   € ð �j‰j˜Ó!€GÜˆw�w˜Ð×&Ñ& w°yÐ&ÓAÓBÐBrM   c                  ó6   — e Zd ZU ded<   ded<   ded<   ded<   y)Ú_Anchorsrn   Úleft_end_linenoÚleft_end_offsetÚright_start_linenoÚright_start_offsetNr¥  r8   rM   rN   r  r  Á  s   … ð ÓØÓØÓàÔrM   r  c                óŒ  ‡‡— t         j                  dk\  sJ ‚ddl}	 |j                  d| z   dz   «      }t        |j                  «      dk7  ry| j                  d«      Šˆfd„}ˆfd	„Šˆˆfd
„}ˆˆfd„}|j                  d   }t        ||j                  «      �rœ|j                  }t        ||j                  «      rìt        t        |j                  j                  «      dz
  } |||j                  j                   «      }	 ‰||	«      \  }}	‰|   |	   x}
j#                  «       s|
dv r;|
dv r |||	«      \  }}	n |||	«      \  }}	‰|   |	   x}
j#                  «       rŒ6|
dv rŒ;|	dz   }|t        ‰|   «      k  r!‰|   |   x}
j#                  «       s	|
dvr|dz  }t%        ||	||«      S t        ||j&                  «      r±t        t        |j                  j                  «      dz
  } |||j                  j                   «      } ‰||«      \  }}‰|   |   dk7  r |||«      \  }}‰|   |   dk7  rŒt        t        |j                  «      dz
  } |||j                   «      }t%        ||||«      S t        ||j(                  «      r±t        t        |j*                  j                  «      dz
  } |||j*                  j                   «      } ‰||«      \  }}‰|   |   dk7  r |||«      \  }}‰|   |   dk7  rŒt        t        |j                  «      dz
  } |||j                   «      }t%        ||||«      S y# t        $ r Y yw xY w)a  
    Given source code `segment` corresponding to a bytecode
    instruction, determine:
        - for binary ops, the location of the binary op
        - for indexing, the location of the brackets.
    `segment` is expected to be a valid Python expression
    )rF   é   r   Nz(
z
)r5   rv   c                ó"   •— t        ‰|    |«      S r`   )r  )Úlinenor
  Úliness     €rN   Ú	normalizez-_extract_anchors_from_expr.<locals>.normalizeå  s   ø€ Ü˜5 ™=¨&Ó1Ð1rM   c                óÚ   •— | t        ‰«      k  r8|t        ‰|    «      k\  r'd}| dz  } | t        ‰«      k  r|t        ‰|    «      k\  rŒ'| t        ‰«      k  r|t        ‰|    «      k  sJ ‚| |fS rÛ  ©r(  )r  Úcolr  s     €rN   Únext_valid_charz3_extract_anchors_from_expr.<locals>.next_valid_charê  sy   ø€ Ø”s˜5“zÒ! c¬S°°v±Ó-?Ò&?ØˆCØ�a‰KˆFð ”s˜5“zÒ! c¬S°°v±Ó-?Ó&?ð œ˜E›
Ò" s¬S°°v±Ó-?Ò'?Ð?Ð?Ø�sˆ{ÐrM   c                óp   •— |dz  } ‰| |«      \  } }| t        ‰«      k  r|t        ‰|    «      k  sJ ‚| |fS r…   r  ©r  r  r  r  s     €€rN   rË   z-_extract_anchors_from_expr.<locals>.incrementò  sH   ø€ Øˆq‰ˆÙ% f¨cÓ2‰ˆ�Øœ˜E›
Ò" s¬S°°v±Ó-?Ò'?Ð?Ð?Ø�sˆ{ÐrM   c                ót   •— d}| dz  }  ‰| |«      \  } }| t        ‰«      k  r|t        ‰|    «      k  sJ ‚| |fS rÛ  r  r  s     €€rN   Únextlinez,_extract_anchors_from_expr.<locals>.nextlineù  sM   ø€ ØˆØ�!‰ˆÙ% f¨cÓ2‰ˆ�Øœ˜E›
Ò" s¬S°°v±Ó-?Ò'?Ð?Ð?Ø�sˆ{ÐrM   rE   z)\#z\#rg  ri  )r¤  r¥  ÚastÚparseÚSyntaxErrorr(  Úbodyrä  rŸ  ÚExprr¡   ÚBinOpr   rn   ÚleftÚ
end_linenoÚend_col_offsetÚisspacer  Ú	SubscriptÚCallr'  )Úsegmentr!  Útreer  rË   r   Ú	statementrà  Ú
cur_linenoÚcur_colÚchÚ	right_colÚleft_linenoÚleft_colÚright_linenor  r  s                  @@rN   Ú_extract_anchors_from_exprr7  Ë  sQ  ù€ ô ×Ñ˜wÒ&Ð&Ð&ãðð �y‰y˜ ™¨5Ñ0Ó1ˆô ˆ4�9‰9ƒ~˜ÒØà�M‰M˜$Ó€Eô2ô
õõð —	‘	˜!‘€IÜ�)˜SŸX™XÕ&Ø�‰ˆÜ�d˜CŸI™IÔ&ô œc 4§9¡9×#7Ñ#7Ó8¸1Ñ<ˆJÙ 
¨D¯I©I×,DÑ,DÓEˆGÙ"1°*¸gÓ"FÑˆJ˜ð ˜zÑ*¨7Ñ3Ð3�2×<Ñ<Ô>À"ÈÁ,Ø˜‘;Ù*2°:¸wÓ*GÑ'�J¡á*3°JÀÓ*HÑ'�J ð	 ˜zÑ*¨7Ñ3Ð3�2×<Ñ<Õ>À"ÈÂ,ð   !™ˆIàœC  jÑ 1Ó2Ò2Ø$ ZÑ0°Ñ;Ð;˜×DÑDÔFØ˜e‘Oà˜Q‘�	ô ˜J¨°¸YÓGÐGÜ˜˜cŸm™mÔ,ô œs D§J¡J×$9Ñ$9Ó:¸QÑ>ˆKÙ  ¨d¯j©j×.GÑ.GÓHˆHÙ$3°KÀÓ$JÑ!ˆK˜Ø˜Ñ$ XÑ.°#Ò5Ù(1°+¸xÓ(HÑ%�˜Xð ˜Ñ$ XÑ.°#Ó5ô  ¤ T§_¡_Ó5¸Ñ9ˆLÙ! ,°×0CÑ0CÓDˆIÜ˜K¨°<ÀÓKÐKÜ˜˜cŸh™hÔ'ô
 œs D§I¡I×$8Ñ$8Ó9¸AÑ=ˆKÙ  ¨d¯i©i×.FÑ.FÓGˆHÙ$3°KÀÓ$JÑ!ˆK˜Ø˜Ñ$ XÑ.°#Ò5Ù(1°+¸xÓ(HÑ%�˜Xð ˜Ñ$ XÑ.°#Ó5ô  ¤ T§_¡_Ó5¸Ñ9ˆLÙ! ,°×0CÑ0CÓDˆIÜ˜K¨°<ÀÓKÐKàøôK ò Ùðús   �L7 Ì7	MÍMc                ó  — t         j                  dk\  �r¬t        j                  | j                  |j
                  j                  | j                  |j
                  j                  |j
                  j                  |j
                  j                  ¬«      }t        j                  |g«      d   }dj                  |j                  «       dd «      }t        |j
                  j                  |j
                  j                  dz   «      D �cg c]0  }t        j                   | j                  |«      j#                  «       ‘Œ2 }}t%        j&                  dj                  |«      «      j                  «       }t)        |d   «      t)        |d   «      z
  }|d   d| }t%        j*                  t%        j&                  |«      |«      }|S |j
                  €J ‚|j
                  j                  €yt        j                   | j                  |j
                  j                  «      j#                  «       }	|j
                  j                  €|	S |j
                  j                  �|j
                  j                  €|	S t-        |	|j
                  j                  «      }
d}d}g }|j
                  j                  |j
                  j                  k(  rDt-        |	|j
                  j                  «      }|	|
| }|j/                  d|
z  d	||
z
  z  z   «       �n—|	|
d dz   }|j/                  d|
z  d	t)        |	«      |
z
  z  z   «       t        j                   | j                  |j
                  j                  «      j#                  «       }t-        ||j
                  j                  «      }t        |j
                  j                  dz   |j
                  j                  «      D ]ƒ  }t        j                   | j                  |«      j#                  «       }||dz   z  }t)        |«      t)        |j1                  «       «      z
  }|j/                  d|z  d	t)        |«      |z
  z  z   «       Œ… ||d| z  }t)        |«      t)        |j1                  «       «      z
  }|j/                  d|z  d	||z
  z  z   «       d}	 t3        |«      }|€!|D �cg c]  }|j7                  d	d
«      ‘Œ }}�n%|D �cg c]  }t9        |«      ‘Œ }}|j:                  dk(  r|xj<                  |
z  c_        |j>                  dk(  r|xj@                  |
z  c_         t        t)        |«      «      D ]�  }t        t)        ||   «      «      D ]t  }||j:                  k  rŒ||j:                  k(  r||j<                  k  rŒ2||j>                  k(  r||j@                  k\  rŒQ||j>                  kD  rŒa||   |   d	k(  sŒmd
||   |<   Œv Œ’ |D �cg c]  }dj                  |«      ‘Œ }}d}t        t)        |«      «      D ]X  }|t        j                   | j                  |j
                  j                  |z   «      j#                  «       dz   z  }|||   dz   z  }ŒZ |S c c}w # t4        $ r Y �ŒÌw xY wc c}w c c}w c c}w )aÈ  
    Python 3.11+ only. Returns lines of source code (from code object `code`)
    corresponding to `inst`'s location data, and underlines relevant code to `inst`.

    Example: CALL on `g`:
    f(g(
      ^^
        h(x)))
        ^^^^^

    We need our own implementation in < 3.13 since `format_frame_summary` in
    Python's `traceback` module doesn't handle multi-line expressions
    (and their anchor extraction code is not completely correct).
    )rF   é   )r(  ÚcolnoÚ	end_colnor   rv   r5   Nr²  rš   ú~ú^)!r¤  r¥  rX  ÚFrameSummaryr  Ú	positionsr  rZ  r(  Ú
col_offsetr)  rY  ry   Ú
splitlinesr`  Ú	linecacheÚgetlineÚrstripÚtextwrapÚdedentr(  Úindentr  rõ   Úlstripr7  r†  rq  r  r  r  r  r  )r^  ÚinstÚframe_summaryr[  r  Ú
orig_linesÚorig_lines_dedentÚ
indent_lenrG  Ú
first_lineÚstart_offsetÚ
end_offsetr-  ÚmarkersÚ	last_lineÚlineÚ
num_spacesÚanchorsÚmarkerÚmutable_markersr  r  s                         rN   Úget_instruction_source_311rX  D  só  € ô ×Ñ˜7Ó"ä!×.Ñ.Ø×ÑØ�N‰N×!Ñ!Ø�L‰LØ—~‘~×0Ñ0Ø—.‘.×+Ñ+Ø—n‘n×3Ñ3ô
ˆô ×&Ñ&¨ Ó7¸Ñ:ˆà—‘˜6×,Ñ,Ó.¨q¨rÐ2Ó3ˆô   §¡× 5Ñ 5°t·~±~×7PÑ7PÐSTÑ7TÓUö
àô ×Ñ˜d×.Ñ.°Ó7×>Ñ>Õ@ð
ˆ
ð 
ô %ŸO™O¨D¯I©I°jÓ,AÓB×MÑMÓOÐÜ˜ A™Ó'¬#Ð.?ÀÑ.BÓ*CÑCˆ
Ø˜A‘˜{ 
Ð+ˆÜ—‘¤§¡°Ó!8¸&ÓAˆØˆà�>‰>Ð%Ð%Ð%Ø‡~�~×ÑÐ$Øô ×"Ñ" 4×#3Ñ#3°T·^±^×5JÑ5JÓK×RÑRÓT€JØ‡~�~× Ñ Ð(ØÐØ‡~�~× Ñ Ð(¨D¯N©N×,IÑ,IÐ,QØÐô ˜z¨4¯>©>×+DÑ+DÓE€Lð €Jà€Gà€Gð ‡~�~× Ñ  D§N¡N×$9Ñ$9Ò9Ü  ¨T¯^©^×-JÑ-JÓKˆ
Ø˜\¨*Ð5ˆØ�‰�s˜\Ñ)¨C°:ÀÑ3LÑ,MÑMÖNà˜\˜]Ð+¨dÑ2ˆØ�‰�s˜\Ñ)¨C´3°z³?À\Ñ3QÑ,RÑRÔSÜ×%Ñ%Ø×Ñ˜dŸn™n×7Ñ7ó
ç
‰&‹(ð 	ô ! ¨D¯N©N×,IÑ,IÓJˆ
Ü˜DŸN™N×1Ñ1°AÑ5°t·~±~×7PÑ7PÓQò 	NˆFÜ×$Ñ$ T×%5Ñ%5°vÓ>×EÑEÓGˆDØ�t˜d‘{Ñ"ˆGä˜T›¤S¨¯©«Ó%7Ñ7ˆJØ�N‰N˜3 Ñ+¨c´S¸³YÀÑ5KÑ.LÑLÕMð	Nð 	�9˜[˜jÐ)Ñ)ˆÜ˜“^¤c¨)×*:Ñ*:Ó*<Ó&=Ñ=ˆ
Ø�‰�s˜ZÑ'¨#°¸jÑ1HÑ*IÑIÔJà"&€GðÜ,¨WÓ5ˆð
 €Ø:AÖB°�6—>‘> # sÕ+ÐBˆÒBð HOÖ+O¸V¬D°­LÐ+OˆÐ+Oð ×"Ñ" aÒ'Ø×#Ò# |Ñ3Õ#Ø×%Ñ%¨Ò*Ø×&Ò&¨,Ñ6Õ&ô œC ›LÓ)ò 	7ˆFÜœS °Ñ!8Ó9Ó:ò 7�Ø˜G×3Ñ3Ò3ØØ˜W×4Ñ4Ò4¸¸w×?VÑ?VÒ9VØà˜g×8Ñ8Ò8Ø˜w×9Ñ9Ò9àØ˜G×6Ñ6Ò6ØØ" 6Ñ*¨3Ñ/°3Ó6Ø36�O FÑ+¨CÒ0ñ7ð	7ð" 2AÖA v�2—7‘7˜6•?ÐAˆÐAà€FÜ”3�w“<Ó ò $ˆØÜ×Ñ˜d×.Ñ.°·±×0EÑ0EÈÑ0IÓJ×QÑQÓSØññ	
ˆð 	�'˜!‘*˜tÑ#Ñ#‰ð$ð €MùòI
øôr ò Úðüò
 Cùò ,Pùò4 Bs*   Ä5Y%ÒY* Ò0Y:ÓY?×ZÙ*	Y7Ù6Y7c                óR   — t        | t        j                  «      rt        | dd «      S y )NÚ_dynamo_static_input_type)rŸ  rñ   ræ  r—  r«  s    rN   Úget_static_address_typer[  È  s#   € Ü�!”U—\‘\Ô"Ü�qÐ5°tÓ<Ð<àrM   c                ó¬  — t         j                  j                  j                  t         j                  j                  t         j
                  t         j                  j
                  f}t         j                  j                  j                  t         j                  j                  t         j                  t         j                  j                  f}| g |¢|¢­v S r`   )	rñ   rj  r-   Ú	get_stateÚdefault_generatorro  rÃ  Ú	set_staterq  )r¡   ÚgettersÚsetterss      rN   Úis_rng_state_getter_or_setterrb  Ï  sœ   € ô 	�‰×Ñ×$Ñ$Ü×Ñ×)Ñ)Ü×ÑÜ�
‰
× Ñ ð€Gô 	�‰×Ñ×$Ñ$Ü×Ñ×)Ñ)Ü×ÑÜ�
‰
× Ñ ð	€Gð Ð(�gÐ( Ñ(Ð(Ð(rM   c                ó¼   — t        | t        j                  «      xrA | j                  dk(  xr0 | j                  j
                  t        j                  j                  u S )NÚ__get__)	rŸ  rÊ  r	   rG   Ú__self__Ú__objclass__rñ   rj  Ú_TensorBaser©  s    rN   Úis_tensor_base_attr_getterrh  à  sK   € ä�5œ%×1Ñ1Ó2ò 	@Ø�N‰N˜iÑ'ò	@à�N‰N×'Ñ'¬5¯8©8×+?Ñ+?Ð?ðrM   c                ó   — t        | d«      S )NÚ__torch_function__)rÜ  r©  s    rN   Úis_torch_function_objectrk  è  s   € Ü�5Ð.Ó/Ð/rM   c                óê   — ddl m} ddlm} | j	                  «       s&t        | d«      rKt        | j                  «       d«      r1t        | |«      ryt        | |«      xr t        | j                  d«      S y)Nr   )ÚUserDefinedObjectVariable)ÚTensorWithTFOverrideVariableÚ
peek_valuerj  TF)	Útorch._dynamo.variablesrm  Ú&torch._dynamo.variables.torch_functionrn  rô  rÜ  ro  rŸ  r¡   )rG  rm  rn  s      rN   Úhas_torch_functionrr  ì  sg   € ÝAÝSð 
‡~�~ÔÜ��LÔ!¤g¨b¯m©m«oÐ?SÔ&Tä�bÐ6Ô7Øä˜"Ð7Ó8ò 
¼WØ�H‰HÐ*ó>
ð 	
ð rM   c                óÚ   — d }d }t         j                  j                  j                  «       x}r)| |j                  v r|j                  |    }|j
                  }|j                  | d||¬«      S )NF)Ústatic_shapesÚsymbolic_contextrç  )rñ   r¾  r   Útry_getÚtensor_to_contextr†  Úfrom_tensor)r“  r;  ru  rç  Útracing_contexts        rN   Úto_fake_tensorrz    sw   € ØÐØ€FÜŸ-™-×6Ñ6×>Ñ>Ó@Ð@€Ð@Ø�×1Ñ1Ñ1Ø.×@Ñ@ÀÑCÐØ%×3Ñ3ˆFà× Ñ Ø	˜Ð1AÈ&ð !ó ð rM   c                óÌ   — t        | «       xrW t        | «       xrI t        | «      xr< t        | d«      xr. t        | j                  d«      xr | j                  j
                  S )NÚ__dataclass_params__Úfrozen)rq  rp  r   rÜ  r|  r}  r©  s    rN   Úis_frozen_dataclassr~    sn   € ä# EÓ*Ð*ò 	.Ü& uÓ-Ð-ò	.ä˜Óò	.ô �EÐ1Ó2ò	.ô �E×.Ñ.°Ó9ò		.ð
 ×&Ñ&×-Ñ-ðrM   c                ód   — |D ]  }t        | |«      sŒt        | |«      c S  t        | › d|› �«      ‚)zX
    Return the first available attribute or throw an exception if none is present.
    z% does not has any of the attributes: )rÜ  r—  r†  )r™  ÚattrsÚattrs      rN   Úget_first_attrr‚    sC   € ð ò &ˆÜ�3˜ÕÜ˜3 Ó%Ò%ð&ô ˜C˜5Ð EÀeÀWÐMÓ
NÐNrM   c              #  ó®   ‡‡K  — | sd –— y ˆˆfd„}t         j                  j                  j                  |«      5 }|–— d d d «       y # 1 sw Y   y xY w­w)Nc                ó<   •— d„ }t        j                  | |‰‰¬«      S )Nc                ó¦   — t         j                  j                  j                  d   dxx   dz  cc<   t         j                  j                  | |«      S )NÚcompiled_autogradÚcompilesr5   )rñ   r,  rº  r=   rª  Úcompile)Úgm_Úexample_inputs_s     rN   Úinner_compilerzKmaybe_enable_compiled_autograd.<locals>.compiler_fn.<locals>.inner_compiler1  s@   € Ü—‘×#Ñ#×,Ñ,Ð-@ÑAÀ*ÓMÐQRÑRÓMÜ—‘×.Ñ.¨s°OÓDÐDrM   )ÚbackendÚ	fullgraphÚdynamic)rñ   rˆ  )r¶  r‹  rŽ  r�  s     €€rN   Úcompiler_fnz3maybe_enable_compiled_autograd.<locals>.compiler_fn0  s%   ø€ òEô —=‘=Ø˜N°iÈôð rM   )rñ   r,  r†  Ú_enable)Úshould_enabler�  rŽ  r�  r=  s    ``  rN   Úmaybe_enable_compiled_autogradr’  *  sG   ùè ø€ áÜõ	ô �]‰]×,Ñ,×4Ñ4°[ÓAð 	ÀSØŠI÷	÷ 	ñ 	üs   „7A»A	Á 	AÁ	AÁAc                 ó@   —  G d„ dt         «      } t         | «       «      S )Nc                  ó   — e Zd Zy)ú*invalid_removeable_handle.<locals>.InvalidN)rG   rH   rI   r8   rM   rN   ÚInvalidr•  ?  s   „ ØrM   r–  )r^  r,   )r–  s    rN   Úinvalid_removeable_handler—  =  s   € ô”$ô ô ™7›9Ó%Ð%rM   c                ó
  — t        | t        j                  j                  «      s| S t        | t        j                  j
                  «      r| S | j                  j                  | j                  «      }| j                  |_        |S r`   )	rŸ  rñ   rç  r  r   r  r¤  r•  rÛ  )rî  Úproxys     rN   Únn_module_proxyrš  I  sZ   € Ü�cœ5Ÿ8™8Ÿ?™?Ô+Øˆ
Ü�#”u—x‘x×+Ñ+Ô,àˆ
Ø�M‰M×!Ñ! #§-¡-Ó0€EØ—\‘\€E„NØ€LrM   c                  ó$   ‡ — e Zd Zˆ fd„Zd„ Zˆ xZS )Ú	GmWrapperc                ó>   •— t         ‰| �  «        || _        || _        y r`   )r¢  r   r¶  Úunflatten_fn)r  r¶  rž  r¤  s      €rN   r   zGmWrapper.__init__U  s   ø€ Ü‰ÑÔØˆŒØ(ˆÕrM   c                óT   — t        |«      } | j                  | j                  |«      Ž S r`   )r  r¶  rž  r$  s     rN   rŒ  zGmWrapper.forwardZ  s'   € Ü˜t›*ˆØˆt�w‰w˜×)Ñ)¨$Ó/Ð0Ð0rM   )rG   rH   rI   r   rŒ  r¥  r¦  s   @rN   rœ  rœ  T  s   ø„ ô)ö
1rM   rœ  c                ó„  ‡	‡
‡‡— t        | j                  j                  «      D ��cg c]2  \  }}|j                  dk(  r|j                  j                  dd«      r|‘Œ4 c}}Št        j                  j                  j                  rM‰dgk(  sJ ‚t        |d   t        «      sJ ‚t        |d   «      Š	d„ Šˆ	fd„} |t        | |«       ‰|«      «      Š
n`t        j                  |«      \  }}t!        j"                  t        j$                  |¬«      } |t        | |«      |«      Š
t        j&                  Šˆ
ˆˆfd„}|S c c}}w )	z—
    Mutate inputs so that they are flat and wrap gm such that it
    accepts those inputs.  This is needed for graphs that take
    bumpy inputs.
    rG  Ú	steal_argFr   c                ó*   — | d   t        | dd  «      z   S rÛ  )r  rñ  s    rN   Ú
flatten_fnz(flatten_graph_inputs.<locals>.flatten_fnr  s   € Ø˜‘7œT $ q r (›^Ñ+Ð+rM   c                ó   •— | d ‰ g| ‰d  ¢­S r`   r8   )Ú	flat_argsÚboxed_inputs_counts    €rN   rž  z*flatten_graph_inputs.<locals>.unflatten_fnu  s#   ø€ ØÐ1Ð1Ð2ÐT°YÐ?QÐ?RÐ5SÑTÐTrM   )Útreespecc                 óX   •—  ‰| «      }‰D ]  }| |   j                  «        Œ  ‰|«      S r`   )ra   )r  r¥  r  Úcompiled_fnr£  Úinputs_idx_to_clears      €€€rN   Úwrapperz%flatten_graph_inputs.<locals>.wrapper�  s8   ø€ Ù˜tÓ$ˆ	ð %ò 	ˆAØ�‰G�M‰M�Oð	ñ ˜9Ó%Ð%rM   )Ú	enumerater‹  ro  rp  r:  rd   rñ   r,  r†  Úin_compiled_autograd_regionrŸ  r  r(  rœ  r6  Útree_flattenr¾  r8  Útree_unflattenÚarg_tree_leaves)r¶  ÚinputsÚ
compile_gmr  rà  rž  Úflat_inputsÚspecr«  r¦  r©  r£  rª  s            @@@@rN   Úflatten_graph_inputsrµ  _  s  û€ ô ! §¡§¡Ó0÷áˆAˆtØ�7‰7�mÒ#¨¯	©	¯©°kÀ5Ô(Iò 	
óÐô ‡}�}×&Ñ&×BÒBð # q cÒ)Ð)Ð)Ü˜& ™)¤TÔ*Ð*Ð*Ü  ¨¡›^Ðò	,ô	Uñ !¤¨2¨|Ó!<¹jÈÓ>PÓQ‰ô #×/Ñ/°Ó7Ñˆ�TÜ ×(Ñ(¬×)>Ñ)>ÈÔNˆÙ ¤¨2¨|Ó!<¸kÓJˆä×+Ñ+ˆ
ö&ð €NùóMs   §7D<c                óž   — t        | t        j                  j                  «      rt	        | d«      sg S | j
                  j                  dg «      S )Nr:  Úlocals_to_steal)rŸ  rñ   r   r  rÜ  r:  rd   )Úmaybe_gms    rN   Úget_locals_to_stealr¹  Ž  s<   € Ü�h¤§¡× 4Ñ 4Ô5¼WÀXÈvÔ=VØˆ	Ø�=‰=×ÑÐ.°Ó3Ð3rM   c                ó"   — || j                   d<   y )Nr·  )r:  )r¶  r·  s     rN   Úset_locals_to_stealr»  ”  s   € Ø!0€B‡G�GÐÒrM   c                  ó   — e Zd Zd„ Zdd„Zy)ÚLitc                ó   — || _         y r`   ©r  )r  r  s     rN   r   zLit.__init__™  s	   € Øˆ�rM   c                ó   — | j                   S r`   r¿  r#  s    rN   rÈ  zLit.__repr__œ  s   € Ø�v‰vˆrM   NrË  )rG   rH   rI   r   rÈ  r8   rM   rN   r½  r½  ˜  s   „ òôrM   r½  zset[str]Úwarn_once_cachec                ót   — | t         v ry t         j                  | «       t        j                  | |dz   ¬«       y )Nr5   )Ú
stacklevel)rÁ  r+  ÚwarningsÚwarn)rŒ  rÃ  s     rN   Ú	warn_oncerÆ  £  s/   € ð ŒoÑØÜ×Ñ˜ÔÜ‡M�M�# *¨q¡.Ö1rM   c                óP   — t        j                  d«      }|j                  d| «      S )Nz\x1B[@-_][0-?]*[ -/]*[@-~]r²  )re  rˆ  rf  )ÚtextÚansi_escapes     rN   Ústrip_color_from_stringrÊ  ¯  s"   € ä—*‘*Ð:Ó;€KØ�?‰?˜2˜tÓ$Ð$rM   c               #  ó  K  — 	 t         j                  j                  j                  d«      } d –— t         j                  j                  j                  | «       y # t         j                  j                  j                   «       w xY w­w)NT)rñ   rj  Ú	_autogradÚ _saved_tensors_hooks_set_tracing)rê  s    rN   Ú+_disable_saved_tensors_hooks_during_tracingrÎ  µ  sY   è ø€ ðCÜ—‘×"Ñ"×CÑCÀDÓIˆÛä�‰×Ñ×;Ñ;¸EÕBøŒ�‰×Ñ×;Ñ;¸EÕBüs   ‚B	„-A ±*B	Á+BÂB	c                 óx   — t         j                  j                  j                  xr t        j                  «        S r`   )rñ   rª  r6   ÚfreezingÚis_grad_enabledr8   rM   rN   Úis_parameter_freezingrÒ  ¿  s)   € Ü�?‰?×!Ñ!×*Ñ*ÒJ´5×3HÑ3HÓ3JÐ/JÐJrM   c                 ó`   — t        t        «       «      D � cg c]  } t        | «      ‘Œ c} S c c} w r`   )r`  r   Ú get_torch_function_mode_stack_at)r  s    rN   Úget_torch_function_mode_stackrÕ  Ã  s.   € ä5:Ô;TÓ;VÓ5WöØ01Ô(¨Õ+òð ùò s   –+c                óh   — | t        «       k  r| dk\  sJ ‚t        j                  j                  | «      S r‰   )r   rñ   rj  Ú_get_function_stack_at)Úinds    rN   rÔ  rÔ  É  s/   € ØÔ*Ó,Ò,°¸²Ð9Ð9Ü�8‰8×*Ñ*¨3Ó/Ð/rM   c                ól   — t        t        «       «      D ]  }t        «        Œ | D ]  }t        |«       Œ y r`   )r`  r   r   r   )rÛ  rY  Úmodes      rN   Úset_torch_function_mode_stackrÛ  Î  s9   € ÜÔ,Ó.Ó/ò $ˆÜ!Õ#ð$ð ò ,ˆÜ% dÕ+ñ,rM   c                 óH   — t        t        «       «      D ]  } t        «        Œ y r`   )r`  r   r   )rY  s    rN   Úclear_torch_function_mode_stackrÝ  Ö  s    € ÜÔ,Ó.Ó/ò $ˆÜ!Õ#ñ$rM   c                 ó   — t        «        y r`   )Ú
breakpointrñ  s    rN   Ú_breakpoint_for_c_dynamorà  Ü  s   € Ü…LrM   c                óà   — | j                   }t        j                  |«      }t        |j                  «      dk7  rddlm}  |d«      ‚|j                  | j                  k7  rddlm}  |d«      ‚y )NrE   r5   )ÚInternalTorchDynamoErrorz[Tensor subclass method __metadata_guard__ must take exactly two subclass metadata argumentsz?Tensor subclass method __metadata_guard__ must be a classmethod)	Ú__metadata_guard__rÁ  Ú	signaturer(  r´  r]  râ  re  r¤  )r¡   rÝ  Úsigrâ  s       rN   Úverify_guard_fn_signatureræ  à  sk   € Ø	×	!Ñ	!€BÜ
×
Ñ
˜BÓ
€CÜ
ˆ3�>‰>Ó˜aÒÝ1á&Øió
ð 	
ð 
‡{�{�e—o‘oÒ%Ý1á&ØMó
ð 	
ð &rM   c                ón  — | j                   t        j                   t        j                   fv xrˆ | j                  t        j                  t        j                  fv xrZ | j                  t        j                  t        j                  fv xr, | j
                  t        j
                  t        j
                  fv S r`   )r”   r^  r   r  r  Ú__iter__)Úuser_clss    rN   Ú#does_not_override_dict_iter_methodsrê  ñ  s‰   € à�‰œ4Ÿ:™:¤{×'8Ñ'8Ð9Ð9ò 	GØ�O‰O¤§¡¬[×-?Ñ-?Ð@Ð@ò	Gà�M‰MœdŸi™i¬×)9Ñ)9Ð:Ð:ò	Gð ×Ñ¤$§-¡-´×1EÑ1EÐ!FÐFð	rM   c                ó`   — t         j                  j                  d¬«      d„ «       } || |«      S )NT©Ú	recursivec                ó$   — | j                  |«      S r`   )rP  ©r	  r  s     rN   rÝ  zcall_size.<locals>.fnÿ  s   € à�v‰v�a‹yÐrM   ©rñ   r,  Údisable©r	  r  rÝ  s      rN   Ú	call_sizeró  þ  s3   € Ü
‡]�]×Ñ TÐÓ*ñó +ðñ ˆa�‹8€OrM   c                ó`   — t         j                  j                  d¬«      d„ «       } || |«      S )NTrì  c                ó$   — | j                  |«      S r`   )r@  rï  s     rN   rÝ  zcall_stride.<locals>.fn  s   € à�x‰x˜‹{ÐrM   rð  rò  s      rN   Úcall_striderö    s3   € Ü
‡]�]×Ñ TÐÓ*ñó +ðñ ˆa�‹8€OrM   c                ó^   — t         j                  j                  d¬«      d„ «       } || «      S )NTrì  c                ó"   — | j                  «       S r`   )Ústorage_offsetr  s    rN   rÝ  zcall_storage_offset.<locals>.fn  s   € à×ÑÓ!Ð!rM   rð  )r	  rÝ  s     rN   Úcall_storage_offsetrú    s1   € Ü
‡]�]×Ñ TÐÓ*ñ"ó +ð"ñ ˆa‹5€LrM   c                ó–   — ddg}|D �ci c]4  }|| j                   v sŒ|t        j                  | j                   |   «      “Œ6 }}|S c c}w )NrZ  Útag)rÛ  r9  )r“  ÚKEYS_TO_COPYr    Útensor_dicts       rN   Ú_extract_tensor_dictrÿ    sZ   € à#Øð€Lð 4@öØ,/À3È!Ï*É*ÒCTˆŒT�Y‰Y�q—z‘z #‘Ó'Ñ'ð€Kð ð Ðùò	s
   ‰A�%Az(dict[int, weakref.ReferenceType[object]]Úuser_obj_id_to_weakrefc                ó2   — t        |    «       }|€J d«       ‚|S )NzUser object is no longer alive)r   )Úobj_idr™  s     rN   Úget_user_object_from_idr  +  s$   € Ü
  Ñ
(Ó
*€CØˆ?Ð<Ð<Ó<ˆ?Ø€JrM   c                óR   — t        | «      }t        j                  | «      t        |<   y r`   )rˆ  r“  r‘  r   )r™  r  s     rN   Ústore_user_object_weakrefr  1  s   € Ü�‹W€FÜ%,§[¡[°Ó%5Ô˜6Ò"rM   c                  ó�   — e Zd ZU dZded<   dZded<   dZedd„«       Zedd„«       Z	edd„«       Z
edd	„«       Zeed
„ «       «       Zy)ÚCompileTimeInstructionCounterr   rn   Ú_counterrú  Ú_idc                ó~   — | j                   dz   | _         | j                   dk(  rt        j                  «       | _        y y r…   )Ú_depthr   rŸ  r	  rb   s    rN   rŸ  z#CompileTimeInstructionCounter.start;  s1   € à—Z‘Z !‘^ˆŒ
Ø�:‰:˜Š?Ü*×0Ñ0Ó2ˆC�Gð rM   c                ó¾   — | j                   dz
  | _         | j                   dk(  r:| xj                  t        j                  | j                  «      z  c_        d| _        y y )Nr5   r   rú  )r  r  r   Úendr	  rb   s    rN   r  z!CompileTimeInstructionCounter.endA  sF   € à—Z‘Z !‘^ˆŒ
Ø�:‰:˜Š?Ø�LŠLÔ0×4Ñ4°S·W±WÓ=Ñ=�LØˆC�Gð rM   c                ó   — d| _         y r‰   ©r  rb   s    rN   ra   z#CompileTimeInstructionCounter.clearH  s	   € àˆ�rM   c                ó   — | j                   S r`   r  rb   s    rN   r¡   z#CompileTimeInstructionCounter.valueL  s   € à�|‰|ÐrM   c              #  óä   K  — 	 t         j                  r| j                  «        d –— t         j                  r| j                  «        y y # t         j                  r| j                  «        w w xY w­wr`   )r6   Ú%record_compile_time_instruction_countrŸ  r  rb   s    rN   Úrecordz$CompileTimeInstructionCounter.recordP  sN   è ø€ ð	Ü×;Ò;Ø—	‘	”Ûä×;Ò;Ø—‘•	ð <øŒv×;Ò;Ø—‘•	ð <üs   ‚A0„$A
 ¨"A0Á
#A-Á-A0Nr  )r-  rn   )rG   rH   rI   r  rq   r	  r  rr   rŸ  r  ra   r¡   r   r  r8   rM   rN   r  r  6  s„   … Ø€HˆcÓØ€CˆƒMØ€Fàò3ó ð3ð
 òó ðð òó ðð òó ðð Øñó ó ñrM   r  c                ól   — t        «       j                  «       rt        «       j                  d| |«       yy)zQ
    Records whether we are using a feature
    Generally a feature is a JK.
    rW  N)r¦   rÀ   Úset_key_value)ÚfeatureÚusages     rN   Úset_feature_user  \  s-   € ô Ó×(Ñ(Ô*ÜÓ×+Ñ+¨O¸WÀeÕLð +rM   )Úddp_optimizerÚpython_reducerÚno_optimizationÚ_ddp_optimization_modec                 óÌ   — t         j                  } t        | t        «      r| rdnd}n*t        | t        «      r| }nt        dt        | «      ›�«      ‚|t        v s
J d|›�«       ‚|S )Nr  r  z;Invalid dynamo config optimize_ddp type type(optimize_ddp)=z.Invalid dynamo config optimize_ddp value mode=)r6   Úoptimize_ddprŸ  rã   r{   r{  r[  r  )r  rÚ  s     rN   Úget_optimize_ddp_moder  m  sv   € Ü×&Ñ&€LÜ�,¤Ô%Ù".‰Ð4E‰Ü	�L¤#Ô	&Ø‰äØJ´t¸LÓ7IÐ6KÐLó
ð 	
ð Ô)Ñ)ð Ø
9°D°7Ð;óÐ)ð €KrM   )rƒ   z3Union[list[tuple[str, object]], list[list[object]]]ru   z!Union[tuple[str, ...], list[str]]r-  r{   r  )r�   rn   r-  r.  )r-  rA   )r-  r   )r-  r   )NFNNNNNF)r    r{   r÷   r  r»   rã   r¸   zOptional[dict[str, object]]rø   r  rù   r  rë   r  rí   r.  rú   rã   r-  úGenerator[Any, None, None]râ   )r  zLiteral['str']r  rã   r-  r{   )r  zLiteral['csv']r  rã   r-  ztuple[list[str], list[object]])r{   F)r  rã   rË  )ri  r{   r-  r.  )rq  zfx.Graphr-  rn   )r	  r<   r-  r<   )r™  rä   rš  ztype[T]r-  ú	TypeIs[T])r™  rä   rš  z)tuple[type[list[T]], type[tuple[T, ...]]]r-  r!  )r™  rä   rš  zIterable[type]r-  rã   r`   )r  r   r-  rá   )rr  r  r-  r.  r  )
rÇ  rn   rÈ  rn   ry  r>   rÉ  zOptional[type[BaseException]]rÊ  zOptional[BaseException])rÑ  rn   r-  r.  )r-  zlist[CompilationMetrics])r-  rÙ  )FF)r·   r{   r  rã   r»   rã   r-  r   )rö  ztorch.Tensor)r-  r�  )r5   )r-  ztuple[int, int, int])rn  r
   r-  rã   )r‡  r{   r-  r{   )r�  rã   )T)r™  r
   )rî  ztypes.ModuleType)r¡   r
   )rV   r[  )r¡   r
   rw  rã   )r‹  r{  )rª  zUnion[torch.Tensor, Any]r…  rã   r†  r   r-  z)tuple[bool, Optional[TensorStaticReason]])FFF)r{   r{   r
  rn   r-  rn   )r-  r{   r-  zOptional[_Anchors])r^  ztypes.CodeTyperI  zdis.Instructionr-  r{   )rG  z,torch._dynamo.variables.base.VariableTrackerr-  rã   )TT)r¶  ztorch.fx.GraphModule)r  r{   r  rã   (È  r«   Ú
__future__r   Úatexitro   r6  r9  r·  rñ  r“  rÕ  r¾  rº  rl  rÁ  r�   rv  rB  rJ  r×  r  r3  re  r¤  rE  rå  r²   rX  rÊ  r§  rç  rÄ  r“  r   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   Útyping_extensionsr   r   rñ   Útorch._functorch.configÚ%torch.fx.experimental.symbolic_shapesÚtorch.utils._pytreerº  Ú_pytreer6  r   Útorch._Cr   r   r   r   Útorch._dispatch.pythonr   Útorch._dynamo.metrics_contextr   r   Útorch._guardsr   r   r   Útorch._subclasses.meta_utilsr    Útorch._utils_internalr!   r"   r#   r$   r%   Útorch.fx._utilsr&   r'   Útorch.monitorr(   Útorch.nn.modules.lazyr)   Útorch.utils._tritonr*   r+   Útorch.utils.hooksr,   rŠ  Úcollections.abcr-   r.   r/   r0   r1   r¼  r­  r½  Útorch._loggingÚtorch._numpyÚ_numpyr»  r2   r4   r²  r6   ÚfftÚlinalgrn  r7   rq   ÚNP_TO_TNP_MODULEr\  r9   r:   r;   r€   r<   rç  r  rv  Úunpatched_nn_module_getattrr%  Úunpatched_nn_module_callÚ
_call_implÚunpatched_nn_module_call_implrp   r=   r?   Útroubleshooting_urlÚnnmodule_doc_urlÚnnmodule_doc_url_msgrL  rG   rm   r@   rÌ  rB   r]   Útimer_counterrÖ  rD   rP   r   r†   r‡   rŠ   rŒ   rŽ   r˜   r¢   r¦   r¨   rª   r°   rÿ   r  Úregisterr  ÚFloatTensorr¹  ÚDoubleTensorrº  ÚdoubleÚ
HalfTensorr¸  ÚhalfÚBFloat16Tensorr·  Ú
ByteTensorr²  Ú
CharTensorr®  Ú
LongTensorr±  ÚlongÚ	IntTensorr°  rn   ÚShortTensorr¯  ÚshortÚ
BoolTensorrã   Útensortype_to_dtyper  r;  r9  r<  r5  rW  r_  rl  rt  rv  r|  r�  rƒ  r›  r¥  ÚParamSpecArgsÚParamSpecKwargsÚ	ParamSpecÚTypeVarTupleÚTypeAliasTyper¦  rª  r¶  r»  rÃ  rÈ  rÀ  rP  ÚneÚltÚleÚgtÚgeÚcmp_name_to_op_mappingÚcmp_name_to_op_str_mappingrÚ  rÞ  rÜ  rä  rì  rï  rò  r÷  r  r  r  r}  r¨  r  Ú!DEFAULT_COMPILATION_METRICS_LIMITrÐ  r�  r„  r�  r®  rÌ  r£   r¤   rÓ  rÕ  r×  rÙ  r  r´   r  r   r#  r(  r2  r8  r_  rh  rv  r€  r†  rˆ  r�  rŒ  r¬  r·  rÁ  rÇ  rÐ  r  r{   rX   r[  ÚEllipsisr¤  ÚNotImplementedÚCodeTyperC  r4  Úmemory_formatr=  ÚfinfoÚiinfoÚ	attentionÚ
SDPBackendrÃ  Ú_CudaDevicePropertiesrÑ  rÄ  r+  ÚlanguagerÔ  rÜ  rä  rî  rù  rý  r  r  r
  r  r  r  r  r  r  Úiterr  r`  r  Ú__length_hint__Útuple_iterator_lenrä   r•  r  r^  Údict_newr‚   rÛ  r˜  Údict_methodsr   Ú	tuple_newÚtuple_methodsr  Úlist_methodsr‰  Úlist_getitemÚstr_methodsr  r  r  r!  r$  r.  Ú	iter_nextr)  r,  Údict_getitemr1  r6  rA  rI  rY  r[  r]  rd  rw  ÚGLOBAL_KEY_PREFIXÚtorch._subclassesry  r~  r‚  r‰  r�  r’  r—  r„  rž  ræ  rì  Úorig_code_maprí  rî  Úseen_code_mapr÷  rH  rý  rÿ  r
  r  ræ  r?  r@  rC  r  rM  r`  rb  rg  rn  rq  rp  ry  r{  r€  r‡  r‘  r–  r¦  r§  r¨  Úall_hook_namesr£  r²  r´  r¸  r¿  rÁ  rÍ  rÏ  rØ  rã  rç  rë  rô  rþ  r  r  r  r7  rX  r[  rb  rh  rk  rr  rz  r~  r‚  r’  r—  rš  rœ  rµ  r¹  r»  r½  r"  rÁ  rÆ  rÊ  rÎ  rÒ  rÕ  rÔ  rÛ  rÝ  rà  ræ  rê  ró  rö  rú  rÿ  r   r  r  r  r  r  r  rÓ  s   0rN   ú<module>r{     sB  ðòõ #ã Û Û Û Û Û Û 
Û Û Û 	Û Û Û Û Û Û Û Û Û 	Û 	Û 
Û Û Û Û Û Û Û Û Û ß ,Ý %Ý $Ý Ý #÷
÷ 
õ 
÷ .ã Û Û ,ß $Ð $Ý ÷ó õ <ß Oß ;Ñ ;Ý =÷õ ÷ GÝ &Ý 1ß >Ý -ð 
×ÒßSÕSðÛð	ÛÝÝ.Ý)åñ 
àØ�F‰FØ�I‰IØ�I‰Ið	>
ÐÐ:ó 	
ð �Ø�F‰F�C—G‘GØ�I‰I�s—z‘zØ�I‰I�s—z‘zð	
Ñð  "ÐàÐßVÑVñ
 ˆCƒL€à#Ÿh™hŸo™o×9Ñ9Ð Ø Ÿ8™8Ÿ?™?×3Ñ3Ð Ø %§¡§¡× :Ò :Ð à7N°{×7NÒ7NØ×Ñó8€Ð
4ó ð %'Ð �>Ó &àGð ð QÐ ØÐ.Ð/Ð/UÐVÐ Ø€g×Ò˜Ó!€ð 46Ð Ð0Ó 5ð
 .E¨[×-DÒ-DÀUÓ-KÐ Ð*Ó Kà�	—’Ó!€ô�t—y’yô ÷%Jñ %JðP
Ø
=ð
à.ð
ð 	ô
ð €
ô ôð €ôôô ð> !Ó  Ø/Ó /ôô$ô˜4Ÿ9š9ô ÷D@ñ D@ðN ð !%Ø"'Ø,0Ø.2Ø6:Ø&*Ø!%Ø!ñ{BØ	ð{Bð ð{Bð  ð	{Bð
 *ð{Bð ,ð{Bð '4ð{Bð $ð{Bð ð{Bð ð{Bð  ó{Bó ð{Bð| 
Ý Ló 
Ø Lð 
à,1ñ)Ø
ð)Ø%)ð)à#ó)ó 
ð)ö
"ðJ ‡‚ó8ó ð8ð
 
×Ò˜Ÿš u§{¢{Ð3Ø	×Ò˜Ÿš¨¯ªÐ5Ø	×Ò�u—}’} e§j¢jÐ1Ø	×Ò˜5Ÿ>š>Ð+Ø	×Ò�u—{’{�nØ	×Ò�u—z’z�mØ	×Ò�u—{’{ E§J¢JÐ/Ø	‡O‚O�e—k’k 5§9¢9Ð-Ø	×Ò˜Ÿš U§[¢[Ð1Ø	×Ò�u—z’z�mðÐ ÷ñ ñ( #:Ó";Ð ò"ô,ò
ò	ô?ô
Gôôòò	÷ñ ðB 
Û Aó 
Ø Að 
ðØ	ðØ Iðàóó 
ðð
 
Û Có 
Ø Cò&ð ×Ò�wÒð 	×ÒØ×ÒØ×ÒØ�‰Ø×ÒØ×Òð%Ð!òGòò&òòò	ð �kŠkØ�kŠkØ�kŠkØ�kŠkØ�kŠkØ�kŠkñÐ ð ØØØØØñÐ òò$3òò%ò$ò,ð €×Ñ�TÓñó ðôò
ô$0ô5ð Ð ð ×Ò÷f"ð f"ó ðf"ðR %'Ð !ð ?P¸k×>OÒ>OØ,ô?Ð Ð;ó ô
-ô`3ôD(ðVK3ØðK3àðK3ð ðK3ð ,ð	K3ð
 'ôK3ñ^ "Ð*DÔEÐ Ù0Ð9SÔTÐ ô%ô!ô
&÷mñ mð`	 59Ð Ð1Ó 8ôð ð %*Ø"'ñ'Øð'à!ð'ð  ð'ð  ó	'ó ð'ð@ ×Ò÷(ð (ó ð(ô( Ð+õ  ò )Ó*�Õ óð !õ GóTõ&
ð ñ9ó ñ9ó"	õó$ó(ó
ð< €×Ñ�QÓó1ó ñ1ó2õ,ó"Xñ ˆ2ƒñó ñð Ø	ÙØÙÙ	ÚˆƒJÙ×ÒÙ×ÒØ	‡N‚Nà	‡L‚LØ	‡K‚KØ	×ÒØ	‡L‚LØ	‡K‚KØ	‡K‚KØ	‡H�H×Ò×!Ò!Ø	‡J‚J×$Ò$ð'$Ñ �yó ñ, ÔÝá×Ò™fŸošo×3Ò3Ô4ðóð$ €×Ñ�TÓñó ñóóó6ó2óWó
óóò "& b§g¢g£i£�	ÐÓ 0Ú%)¨"¯)ª)«+Ó%6�Ð"Ó 6Ú&*©;«=×+?Ò+?Ó+AÓ&B�Ð#Ó BÚ&*ª4°«8£n�Ð#Ó 4Ú&*ª4²°a³«>Ó&:�Ð#Ó :Ù#×3Ò3Ñ Ù�^Š^�
Ù�<Š<�ð "�)—/’/¡$§-¢-×"6Ò"6Ó"8¸+×:NÒ:N×:UÒ:UÓ:WÓXöàÚ�Ôò ò�ñ �MŠM�	Ù&+§n¢n×&;Ò&;Ó&=ÖR˜FÂÈ&ÕAQ’ÒR�Ù%)§]¢]×%9Ò%9Ó%;ÖP˜6ºxÈÕ?O’ÒP�Ù×Ò�á$'§L¢L×$7Ò$7Ó$9ÖN˜&ºXÀfÕ=MŠvÒN�óóGóó1óñ
 �	õóñ ×Ò�ó@óó8ó$õ&óRMó
@õõB ð
 !Ñ ÷ =Ð <ó7õð CH÷ (ó 
ó"?ó
;ð ØØØØØØØ�iŠiØ-2Ø!&ðmFð õmFó`	Hð
 ×Ññ
=ó ñ
=ñ 'Ó(�ð ;R¸+×:QÒ:QÑRVÓ:W�Ð7Ó Wð LNÑ ÐHÓ Mñ 'Ó(�ð €×Ñ�TÓñ,ó ñ,ó&õ
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