
    7h}                    ,   % S r SSKJr  SSKrSSKrSSKrSSKrSSKrSSKrSSK	r	SSK
r
SSKrSSKrSSKJr  SSKJrJrJrJr  SSKJrJr  SSKrSSKrSSKrSSKJr  SSKJrJ r J!r!J"r"  SSK#J$r$  SS	K%J&r&  SS
K'J(r(J)r)J*r*  SSK+J,r,  \(       a  SSK-r-SSK.J/r/  SSK0J1r1J2r2   " S S\35      r4\Rj                  " \65      r7Sr8\Rr                  S7S j5       r:\Rv                  " SS9 " S S5      5       r<\Rv                   " S S5      5       r=Sq>S\?S'   Sq@S\?S'   \Rv                  " SS9 " S S5      5       rA\" S5      rB " S S\R                  5      rD\DR                  rF " S  S!\R                  5      rG\GR                  rH\Rv                   " S" S#5      5       rIS$S%.         S8S& jjrJS$S%.         S8S' jjrKS9S( jrLS:S) jrMS;S* jrNS<S+ jrOS=S, jrPS>S- jrQS?S. jrR\)R                   " S/ S0\(5      5       rTS@S1 jrUSAS2 jrVSBS3 jrWSCS4 jrXSCS5 jrYSAS6 jrZg)Da  
Profile Guided Optimization (PGO) implementation for Dynamo.

This module provides functionality for caching and managing code state profiles
that guide optimization decisions in Dynamo. It implements both local and remote
caching mechanisms for storing profile information across runs, handles profile
merging across distributed ranks, and manages the lifecycle of profile data
during compilation. The profiles track dynamic vs static properties of tensors
and help Dynamo make better specialization decisions.
    )annotationsN)defaultdict)OptionalTYPE_CHECKINGTypeVarUnion)overrideSelf)CompileEventLoggerdynamo_timedset_feature_use	warn_once)	is_fbcode)trace_structured_artifact)CacheArtifactCacheArtifactFactoryCacheArtifactManager)
OrderedSet)InstructionTranslator)
JsonDataTyRemoteCachec                      \ rS rSrSrg)ReservedWorkflowIdUserError7    N)__name__
__module____qualname____firstlineno____static_attributes__r       K/var/www/fran/franai/venv/lib/python3.13/site-packages/torch/_dynamo/pgo.pyr   r   7   s    r!   r   
   c                
   [         R                  R                  U 5      (       d  U $ [        U S5       nUR	                  5       n[
        R                  " U5      n[        US-  S5      nUsS S S 5        $ ! , (       d  f       g = f)Nrbl    08x)ospathexistsopenreadzlibcrc32format)filepathfilecontentcrc32_valuehashs        r"   _hash_containing_filer4   r   sa     77>>(##	h	))+jj)kJ.6	 
		s   7A44
BT)frozenc                  p    \ rS rSr% S\S'   S\S'   S\S'   S\S'   SS jrSS	 jrSS
 jr\SS j5       r	Sr
g)CodeId   strfilenameintfirstlinenoname	file_hashc                    [        U[        5      (       d  gU R                  UR                  :H  =(       a9    U R                  UR                  :H  =(       a    U R                  UR                  :H  $ )NF)
isinstancer7   r>   r<   r=   selfothers     r"   __eq__CodeId.__eq__   sU    %((NNeoo- (  E$5$55(		UZZ'	
r!   c                Z    [        U R                  U R                  U R                  45      $ N)r3   r>   r=   r<   rB   s    r"   __hash__CodeId.__hash__   s"    T^^TYY0@0@ABBr!   c                n    SU R                    SU R                   SU R                   SU R                   3$ )Nzhash():)r>   r:   r<   r=   rH   s    r"   __str__CodeId.__str__   s5    t~~&aa8H8H7I499+VVr!   c                    [        U R                  U R                  U R                  [	        U R                  5      5      $ rG   )r7   co_filenameco_firstlinenoco_namer4   )codes    r"   makeCodeId.make   s6    LL!$"2"23	
 	
r!   r   N)rC   objectreturnbool)rX   r;   rX   r9   )rT   types.CodeTyperX   r7   )r   r   r   r   __annotations__rD   rI   rN   staticmethodrU   r    r   r!   r"   r7   r7      s>    M
I N
CW 
 
r!   r7   c                  B    \ rS rSr% \R
                  " S S9rS\S'   Srg)	CodeState   c                      [        [        5      $ rG   )r   FrameStateSizeEntryr   r!   r"   <lambda>CodeState.<lambda>   s
    ,? @r!   )default_factoryz%defaultdict[str, FrameStateSizeEntry]automatic_dynamicr   N)	r   r   r   r   dataclassesfieldrf   r\   r    r   r!   r"   r_   r_      s    ?J?P?P@@< r!   r_   z(Optional[defaultdict[CodeId, CodeState]]_INIT_CODE_STATE_CODE_STATEc                  $    \ rS rSr% SrS\S'   Srg)InferStride   a(  
Denotes the quantity stride[dim] * size[dim], which is what the stride would
be for the next physical dimension that results in a contiguous layout.

For example, given size = [2, 3], stride = [3, 1], we can replace this with
stride = [InferStride(1), 1], because InferStride(1) = stride[1] * size[1] = 1 * 3 = 3

Indirecting the representation in this way is important for the join operation
on strides as if we join [2, 3][3, 1] and [2, 4][4, 1],
we don't want [2, None][None, 1] which would get eventually symbolized into
[2, s0][s1, 1] (notice that the relationship between s0 and s1 is broken).
If we instead rewrite the expressions as InferStride so we have [2, 3][InferStride(1), 1]
and [2, 4][InferStride(1), 1] we now join to [2, None][InferStride(1), 1] will
result in [2, s0][s0, 1], as desired.
r;   dimr   N)r   r   r   r   __doc__r\   r    r   r!   r"   rl   rl      s      
Hr!   rl   _Tc                      \ rS rSrSrSrSrg)	AutoUnset   z
The identity element of our semilattice, a generic "don't know" element that
is always subsumed when we get more information.
r   r   Nr   r   r   r   ro   tokenr    r   r!   r"   rr   rr          
 Er!   rr   c                      \ rS rSrSrSrSrg)AutoDynamic   zv
The top element of our (bounded) semilattice, whenever you merge this with
any other element you always get it again
r   r   Nrt   r   r!   r"   rx   rx      rv   r!   rx   c                  V   \ rS rSr% \R
                  " \S9rS\S'   \R
                  " \S9r	S\S'   \R
                  " \S9r
S\S'   SS	 jrSS
 jrSS jrSS jr\SS j5       r\SS j5       r\      SS j5       r\SS j5       r\SS j5       r\      SS j5       rSS jrSrg) rb      )defaultz"Union[int, AutoDynamic, AutoUnset]scalarzBUnion[AutoDynamic, AutoUnset, tuple[Union[int, AutoDynamic], ...]]sizezOUnion[AutoDynamic, AutoUnset, tuple[Union[int, AutoDynamic, InferStride], ...]]stridec                  ^ SS jmS	U4S jjnU R                   [        L a6  U R                  [        L a#  U R                  [        L a  gSU R                   3$ U R                  [        L af  [	        U R                   [
        5      (       aG  [	        U R                  [
        5      (       a(  SU" U R                   5       SU" U R                  5       3$ g)
Nc                    U [         L a  gU [        L a  g[        U [        5      (       a  SU R                   S3$ [        U 5      $ )N?z
auto unsetzS(rL   )auto_dynamic
auto_unsetr@   rl   rn   r9   )ss    r"   render_single1FrameStateSizeEntry.render.<locals>.render_single   s?    L j#A{++AEE7!}$1vr!   c                F   > SSR                  U4S jU  5       5      -   S-   $ )N[z, c              3  4   >#    U  H  nT" U5      v   M     g 7frG   r   ).0r   r   s     r"   	<genexpr>CFrameStateSizeEntry.render.<locals>.render_tuple.<locals>.<genexpr>   s     "@R=#3#3Rs   ])join)ssr   s    r"   render_tuple0FrameStateSizeEntry.render.<locals>.render_tuple   s"    "@R"@@@3FFr!   zfully dynamic scalar or tensorzscalar ztensor size=z stride=zunusual {repr(self)})r   z/Union[int, AutoDynamic, AutoUnset, InferStride]rX   r9   )r   z0tuple[Union[int, AutoDynamic, InferStride], ...]rX   r9   )r~   r   r   r}   r@   tuple)rB   r   r   s     @r"   renderFrameStateSizeEntry.render   s    			G 99$)D{{l*7 ..[[L($))U++
4;;0N0N%l499&=%>h|TXT_T_G`Fabb &r!   c                   [        U R                  [        R                  5      (       a   U R                  5       e[        U R                  [
        5      (       a9  U R                   H)  n[        U[        R                  5      (       d  M$   U5       e   [        U R                  [
        5      (       a:  U R                   H)  n[        U[        R                  5      (       d  M$   U5       e   g g rG   )r@   r}   torchSymIntr~   r   r   )rB   r   s1s      r"   __post_init__!FrameStateSizeEntry.__post_init__  s    dkk5<<88E$++E8dii''YY%a66996 dkk5))kk%b%,,77;;7 " *r!   c                |    U R                   [        L a  gU R                   [        L a  gU R                   U   [        L $ )NTF)r~   r   r   rB   rn   s     r"   is_size_dynamic#FrameStateSizeEntry.is_size_dynamic  s3    99$99
"yy~--r!   c                    [        U R                  [        5      (       a!  [        S U R                   5       5      (       d  gU R                  [
        L a  gU R                  [        L a  gU R                  U   [
        L $ )Nc              3  D   #    U  H  n[        U5      [        L v   M     g 7frG   )typer;   )r   r   s     r"   r   8FrameStateSizeEntry.is_stride_dynamic.<locals>.<genexpr>,  s     0SAaCs    FT)r@   r~   r   allr   r   r   r   s     r"   is_stride_dynamic%FrameStateSizeEntry.is_stride_dynamic  s^    " tyy%((S0S0S-S-S;;,&;;*${{3<//r!   c                &    [        S U  5       5      $ )Nc              3  p   #    U  H,  n[        U[        R                  5      (       a  [        OUv   M.     g 7frG   )r@   r   r   r   )r   xs     r"   r   4FrameStateSizeEntry._munge_symint.<locals>.<genexpr>7  s'     TQSAZ5<<%@%@\aGQSs   46)r   )xss    r"   _munge_symint!FrameStateSizeEntry._munge_symint5  s    TQSTTTr!   c                (    [        U[        [        S9$ Nr}   r~   r   )rb   r   )clsr   s     r"   make_scalarFrameStateSizeEntry.make_scalar9  s    "!,|TTr!   c                \    [        [        U R                  U5      U R                  U5      S9$ r   )rb   r   r   )r   r~   r   s      r"   make_tensorFrameStateSizeEntry.make_tensor=  s0     #""4($$V,
 	
r!   c                F    [        [        U R                  U5      [        S9$ r   )rb   r   r   )r   r~   s     r"   	make_sizeFrameStateSizeEntry.make_sizeG  s#    """4(
 	
r!   c                l    U [         L a  U$ U[         L a  U $ U [        L d  U[        L d  X:w  a  [        $ U $ rG   )r   r   )r   ys     r"   _merge_atomFrameStateSizeEntry._merge_atomO  s8    
?H
?H\ 1QVr!   c                   ^  U[         L a  U$ U[         L a  U$ U[        L d	  U[        L a  [        $ [        U5      [        U5      :w  a  [        $ [        U 4S j[	        X5       5       5      $ )Nc              3  J   >#    U  H  u  pTR                  X5      v   M     g 7frG   )r   )r   r   r   r   s      r"   r   6FrameStateSizeEntry._merge_atom_tup.<locals>.<genexpr>g  s     C{tqS__Q**{s    #)r   r   lenr   zip)r   r   yss   `  r"   _merge_atom_tup#FrameStateSizeEntry._merge_atom_tupY  s_     II|!3r7c"gCs2{CCCr!   c                   U R                  U R                  UR                  5      U l        U R                  U R                  UR                  5      U l        U R                  U R                  UR                  5      U l        U $ rG   )r   r}   r   r~   r   rA   s     r"   __ior__FrameStateSizeEntry.__ior__i  s[    &&t{{ELLA((EJJ?	**4;;Er!   r   NrZ   rX   None)rn   r;   rX   rY   )r   tuple[int, ...]rX   z#tuple[Union[AutoDynamic, int], ...])r   r;   rX   rb   )r~   r   r   r   rX   rb   )r~   r   rX   rb   )r   rp   r   rp   rX   zUnion[AutoDynamic, _T])r   -Union[AutoDynamic, AutoUnset, tuple[_T, ...]]r   r   rX   zAUnion[AutoDynamic, AutoUnset, tuple[Union[AutoDynamic, _T], ...]])rC   r
   rX   r
   )r   r   r   r   rg   rh   r   r}   r\   r~   r   r   r   r   r   r]   r   classmethodr   r   r   r   r   r   r    r   r!   r"   rb   rb      s#   1<1B1B:1VF.V 	*- 	
L 
 	*-   .&:<.04 U U U U 
"
,;
	
 
 
 
   D9D :D 
K	D Dr!   rb   Fis_unspecialized_nn_modulec          
     .  ^^^
 [         R                  U R                  5      n[        5       U   n[        R
                  R                  R                  (       Ga  TUR                  ;   nUR                  T   n[        R                  " U5      m
UT-  nU(       a  T
R                  UR                  :w  a  [        R                  STTR                  T
R                  5        [        R                  " STSS[        T
R                  5      [        TR                  5      S.5        U(       a  [        R!                  ST5         S         SUUU
4S jjjnU(       a  T
R"                  UR"                  :w  a  [%        T
R"                  [&        5      (       a  [%        TR"                  [&        5      (       a  [)        T
R"                  5      [)        TR"                  5      :w  a  U" SS	S
5        Oa[+        [)        TR"                  5      5       H4  n	T
R"                  U	   TR"                  U	   :w  d  M%  U" SSU	 S3SU	5        M6     O
U" SSS5        U(       a  T
R,                  UR,                  :w  a  [%        T
R,                  [&        5      (       a  [%        TR,                  [&        5      (       a  [)        T
R,                  5      [)        TR,                  5      :w  a  U" SS	S
5        U$ [+        [)        TR,                  5      5       H4  n	T
R,                  U	   TR,                  U	   :w  d  M%  U" SSU	 S3SU	5        M6      U$ U" SSS5        U$ UR                  T   m
[        R                  STT
R                  TR                  5        TUR                  T'   TnU$ )Nz%automatic dynamic int %s val %s != %srf   r}   zscalar changer=   dim_changedreasoncachednewz%s is converted to a symbolic integer. It is an attribute of a user defined nn module class. If you wish to keep it static, you can mark the nn module class as `torch._dynamo.mark_static`.c           
       > Uc  [        TU 5      O[        TU 5      U   nUc  [        TU 5      O[        TU 5      U   n[        R                  SU TUUU5        [        R                  " STUc  SOUU[        U5      [        U5      S.5        g )Nz#automatic dynamic %s %s %s %s != %srf   r   r   )getattrlogdebugr   instantr9   )	tup_nameshort_reasonlong_reasoni	entry_tupold_entry_tupentryr=   	old_entrys	         r"   log_tup)update_automatic_dynamic.<locals>.log_tup  s     -.Ix(75(;STU;V 
 9 	8,Y1!4 
 II5 &&# ,-I51)!-0y>	r!   r~   rn   zdimensionality changezsize(rL   zsize changerC   r   zstride(zstride changez9automatic dynamic is off, overwriting int %s val %s -> %srG   )
r   r9   r   r9   r   r9   r   zOptional[int]rX   r   )r7   rU   f_codeget_code_stater   _dynamoconfigautomatic_dynamic_shapesrf   copyr}   r   r   r   r   r9   infor~   r@   r   r   ranger   )txr=   r   r   code_idframe_state	is_update	mut_entryr   r   r   s    ``       @r"   update_automatic_dynamicr   p  s    kk"))$G "7+K}}444K999	11$7	IIi(	U	 ))Y-=-==II7  	 &&# #+-!)"2"23u||,	 *O 	 TX		),	;>	CP		 	> 9>>9)..%00Z

E5R5Ry~~&#ejj/9FE+BC"3uzz?3$>>!,

1=#FeA3aL-K 4 1))Y-=-==)**E22z%,,PU7V7Vy''(C,==He-DE$ ! #3u||#45$++A.%,,q/A#Hs!noqQ 6   '73   11$7			GLL		
 /4%%d+	r!   c                  U R                   =nc  [        U UUUS9$ UR                  c  X$R                  R                  U'   U$ S nUR                   H-  nXR                  ;   d  M  [        U UUR                  U   US9nM/     Uc   eU$ )Nr   )distributed_stater   
all_stateslocal_staterf   )r   r=   r   r   stres	sub_states          r"   process_automatic_dynamicr     s     """+''A	
 	
 
	 27((. I222.//5/I	 ' 
r!   c                 V   [         R                  R                  R                  (       a  [	        S5        g S n [
        R                  " 5       (       a/  [
        R                  " 5       (       a  [
        R                  " 5       n [         R                  R                  R                  n[         R                  R                  R                  =nb+  UR                  S5      (       a  [        S5      eU SU  SU 3$ [         R                  R                  5       =nb  Uu  pESU SU SU  SU 3$ g )NzHdynamo_pgo force disabled by torch._inductor.config.force_disable_cachesmast:ztorch.compiler.config.job_id with prefix 'mast:' is reserved for automatically generated job id associated with a specific MAST job name and version.rM   )r   	_inductorr   force_disable_cachesr   distis_availableis_initializedget_rankcompilercache_key_tagjob_id
startswithr   _utils_internalget_mast_job_name_version)ranktagrname_versionmast_job_namemast_job_versions         r"   get_cache_keyr  
  s   22V	
  Dt2244}}
..


-
-C ^^"")))6<<  -$ 
 AdV1SE""--GGIIV*6'}oQ'7&8$qFFr!   c                   [         R                  R                  R                  (       d  [        R                  S5        g SSKJn  [        R                  " SSSU  S35      n[        R                  R                  U" 5       SU5      $ )	Nz'automatic_dynamic_local_pgo not enabledr   )	cache_dirz[<>:"/\\|?*]_code_state_z.pkldynamo)r   r   r   automatic_dynamic_local_pgor   r   %torch._inductor.runtime.runtime_utilsr  resubr'   r(   r   )	cache_keyr  code_state_keys      r"   code_state_pathr  -  s\    ==;;		;<?VVOSK	{$2OPN77<<	X~>>r!   c                    [         R                  R                  R                  (       a  g[         R                  R                  R
                  =n b  U $ [        5       (       d  g[         R                  R                  5       (       a  g SSK	J
n  U[         R                  R                  S5      :  $ ! [         a     gf = f)NFr   )REMOTE_CACHE_VERSIONz'pytorch/remote_cache:dynamo_pgo_version)r   r   r   r   r   automatic_dynamic_remote_pgor   r  is_fb_unit_testtorch._inductor.fb.remote_cacher  ModuleNotFoundErrorjustknobs_getval_int)r  r  s     r"   "should_use_remote_dynamo_pgo_cacher#  8  s    22]]!!>>>K;;,,..H  5#8#8#M#M1$    s   	B1 1
B>=B>c                 T    SSK Jn   [        5       (       d  g U " S[        5       SS5      $ )Nr   create_cachez
dynamo-pgoFbRemoteDynamoPGOCacheRemoteDynamoPGOCache)torch._inductor.remote_cacher&  r#  r   r%  s    r"   get_remote_cacher*  O  s,    9-// 	 r!   c                *   [        5       nU R                  R                  5        Hj  u  p#Sn[        UR                  [
        5      (       a  [        UR                  ;   nOUR                  [        :X  a  SnU(       d  MY  UR                  U5        Ml     U$ )NFT)	r   rf   itemsr@   r~   r   r   r}   add)
code_statedynamic_sourcessrcfsdynamics        r"   _collect_dynamic_sourcesr3  ]  st    '1|O//557bggu%%"bgg-GYY,&G7$ 8 r!   c                    [         R                  U 5      n[        5       U   nSR                  [	        U5      5      nU(       a*  [        S=nSS9   [        R                  " XCS9  S S S 5        g g ! , (       d  f       g = f)N,zpgo.dynamic_whitelistTlog_pt2_compile_event)recompile_dynamic_whitelist)r7   rU   r   r   r3  r   r   pt2_compile)r   r   r   frame_whitelistr=   s        r"   log_frame_dynamic_whitelistr;  j  sk    kk&!G "7+Khh7DEO"99$QUV** WV VVs   A//
A=c                   SR                  S U R                  5        5       5      n[        5       nU R                  5        H  nUR	                  [        U5      5        M     U(       a  USSR                  U5       S3-  nU$ )N
c              3     #    U  H=  u  pU S 3SR                  S UR                  R                  5        5       5      -   v   M?     g7f)z:
r=  c              3  R   #    U  H  u  pS U SUR                  5        3v   M     g7f)z  z: N)r   )r   r0  r1  s      r"   r   .render_code_state.<locals>.<genexpr>.<genexpr>x  s)      
5P'#bR		}%5Ps   %'N)r   rf   r,  )r   kvs      r"   r   $render_code_state.<locals>.<genexpr>v  sP      
 DA	 #S	
)) 
565H5H5N5N5P
 
	
 s   AAz

PGO detected a recompilation due to dynamic shapes. To reduce shape recompilations by compiling dynamically to start, set environment variable TORCH_COMPILE_DYNAMIC_SOURCES="r5  ")r   r,  r   valuesupdater3  )cscode_state_strr/  states       r"   render_code_staterJ  u  s    YY 
 HHJ N (2|O7>? GGJxxP_G`Faabd	

 r!   c                  Z    \ rS rSr\SS j5       r\\SS j5       5       r\S	S j5       rSr	g)
PGOCacheArtifacti  c                l    [        U R                  U R                  5      U R                  5      nUc   eg rG   )write_local_impl!_rewrite_cache_key_for_mega_cachekeyr1   )rB   metas     r"   populate_cachePGOCacheArtifact.populate_cache  s2    22488<dll
 r!   c                     g)Npgor   r   r!   r"   r   PGOCacheArtifact.type  s     r!   c                T    U R                  S5      (       d  U $ [        5       =nb  U$ U $ )z
The PGO cache artifact key for a MAST job contains the job name and the version.
When we want to use the cache artifact on a different MAST job, we need to
update the key to use the new MAST job's name and version.
r   )r  r  )original_keynew_keys     r"   rO  2PGOCacheArtifact._rewrite_cache_key_for_mega_cache  s3     &&w//$&G3Nr!   r   Nr   rZ   )rX  r9   rX   r9   )
r   r   r   r   r	   rR  r]   r   rO  r    r   r!   r"   rL  rL    sD            r!   rL  c            	     :  ^	 [         b  [         $ [        [        5      q [        5       n U c  [         $ SU	4S jjn[	        U 5      m	T	b  [
        R                  R                  T	5      (       a  [        S=nSS9   [        R                  " X S9  [        T	S5       n UR                  5       n[        R                  " U5      q [        R                  " X#R                  5       S9  [         R"                  " [$        R'                  5       X5        U" S5      sS S S 5        sS S S 5        $ [/        5       nUGb  [        S=nSSS9   [        R                  " X S9   UR1                  U 5      nUb   [3        U[4        5      (       d   eUS   n[3        U[6        5      (       d   e[8        R:                  " U5      n[        R                  " U[=        U5      S9  [        R                  " U5      q [         R"                  " [$        R'                  5       X5        U" S5      sS S S 5        $ [*        R?                  SU 5         S S S 5        [*        R?                  S5        [         c   e[         $ ! [(         a    [*        R-                  S	T	SS
9   Of = f S S S 5        O! , (       d  f       O= fS S S 5        GM  ! , (       d  f       GN= f! [(         a    [*        R-                  SU SS
9   Nf = f! [(         a    [*        R-                  SU SS
9   Nf = f! , (       d  f       N= f)Nc                   > [        [        [        5      (       d   e[        R	                  STU [        [        5      5        [        SU  S3SS 5        [        SS5        [        R                  " [        5      q
[        $ )Nz$get_code_state %s hit %s, %d entriesget__code_statestringc                      [        [        5      $ rG   rJ  rj   r   r!   r"   rc   -get_code_state.<locals>.hit.<locals>.<lambda>  
    %k2r!   rU  T)r@   rj   r   r   r   r   r   r   r   deepcopyri   )tyr(   s    r"   hitget_code_state.<locals>.hit  si    +{33337r3{CST!2$k"2	

 	t$==5r!   zpgo.get_local_code_stateTr6  r  r%   cache_size_byteslocalz&get_code_state failed while reading %s)exc_infozpgo.get_remote_code_state!pgo_get_remote_code_state_time_usr7  dynamo_compile_column_usdataremotez1get_code_state failed parsing remote result on %sz get_code_state remote miss on %sz'get_code_state failed remote read on %szget_code_state using default)re  r9   rX   defaultdict[CodeId, CodeState]) rj   r   r_   r  r  r'   r(   r)   r   r   r9  r*   r+   pickleloadstellr   record_artifactrL  r   	Exceptionr   warningr*  getr@   dictr9   base64	b64decoder   r   )
r  rf  r=   fr1   remote_cache
cache_datarp  payloadr(   s
            @r"   r   r     s    i(KI 9%DBGGNN400..Dd
 **4E dD!Q(ffhG"(,,w"7K&224&&(S )88(--/ w< "!
 
, $%L//D"&%H

 **4EL)--i8
 )-)*d;;;;)&1)$4444"("2"24"8*66 3w< '-ll7&; -<<,113Y  #8}E
 
H HH?KI
L HH+,"""m ! KK@$QU    "!!
 
 
 
` % O%%) $   =ySW  
 
s   7!J0JAI%"0J	J0 LK''L+A=K(0L"L%JJJJ	J0
J"	J00
J?K$!L#K$$L'L	LL		L
Lc                     [         c  [        R                  S5        g [         [        :X  a  [        R                  S5        g [	        5       n U c  [        R                  S5        g [        U 5        [        U 5        g )Nz1put_code_state: never initialized, will not writez#put_code_state: no change, skippingz&put_code_state: no cache key, skipping)rj   r   r   ri   r  put_local_code_stateput_remote_code_staterh  s    r"   put_code_stater    s^    DE&&67I9:#)$r!   c                   [        U 5      nUc  g US-   nUS-   nSSKJn  [        R                  " [        R
                  R                  U5      SS9  U" U[        S9   [        US5       nUR                  U5        UR                  5       nS S S 5        [        R                  " X25        S S S 5        UW4$ ! , (       d  f       N0= f! , (       d  f       UW4$ = f)	Nz.tmpz.lockr   )FileLockT)exist_ok)timeoutwb)r  torch.utils._filelockr  r'   makedirsr(   dirnameLOCK_TIMEOUTr*   writeru  replace)r  pickled_coder(   tmp_path	lock_pathr  r}  r~   s           r"   rN  rN    s    9%D|
 f}HwI /KK%5	)\	2(D!QGGL!668D " 	

8"	 
3
 :	 "! 
3	2
 :s$   C*"B6C6
C	 C
Cc                   [        S=nSS9   [        R                  " XS9  [        c   e[        R
                  " [        5      n[        R                  " [        R                  5       X5        [        X5      nUc  [        R                  S5         S S S 5        g Uu  pE[        R                  " XS9  [        R                  SU[        [        5      5        [        SS	S
 5        S S S 5        g ! , (       d  f       g = f)Nzpgo.put_local_code_stateTr6  rh  z$put_code_state: local cache disabledri  z*put_code_state: wrote local %s, %d entriesr  r_  c                      [        [        5      $ rG   ra  r   r!   r"   rc   &put_local_code_state.<locals>.<lambda>G  rc  r!   )r   r   r9  rj   rs  dumpsr   rv  rL  r   rN  r   r   r   r   )r  r=   r  rQ  r(   r~   s         r"   r  r  1  s    	88dPT	U&&tA&&&||K0,,!!#Y	
  	8<HH;< 
V	U 
&&tC=tSEUV!"2	
% 
V	U	Us   BC.A
C..
C<c                (   [        S=nSSS9   [        R                  " XS9  [        c   e[	        5       nUc  [
        R                  S5         S S S 5        g [        R                  " [        5      n[        R                  " U[        U5      S9  S[        R                  " U5      R                  S	5      0nUR                  X5        [
        R                  S
U [        [        5      5        [        SSS 5        S S S 5        g ! , (       d  f       g = f)Nzpgo.put_remote_code_stateT!pgo_put_remote_code_state_time_usrn  rh  z%put_code_state: remote cache disabledri  rp  asciiz+put_code_state: wrote remote %s, %d entriesr  r_  c                      [        [        5      $ rG   ra  r   r!   r"   rc   'put_remote_code_state.<locals>.<lambda>g  rc  r!   )r   r   r9  rj   r*  r   r   rs  r  r   r{  	b64encodedecodeputr   )r  r=   r~  r1   r  s        r"   r  r  K  s    	++"!D

 	&&tA&&&')HH<=
 
 ,,{+&&tc'lKF$$W-44W="

 	/99c+FV	
 	"#2	
1
 
 
s   ADB"D
Dc                     S q S qg rG   )rj   ri   r   r!   r"   reset_code_stater  l  s    Kr!   )r/   r9   rX   r9   )
r   r   r=   r9   r   rb   r   rY   rX   rb   )rX   Optional[str])r  r9   rX   r  )rX   rY   )rX   z!Optional[RemoteCache[JsonDataTy]])r.  r_   rX   zOrderedSet[str])r   r[   rX   r   )rG  rr  rX   r9   )rX   rr  r   )r  r9   r  bytesrX   zOptional[tuple[str, int]])r  r9   rX   r   )[ro   
__future__r   r{  r   rg   enum	functoolsloggingr'   rs  r  r,   collectionsr   typingr   r   r   r   typing_extensionsr	   r
   torch._dynamo.configr   torch._utils_internaltorch.compiler.configtorch.distributeddistributedr   torch._dynamo.utilsr   r   r   r   torch._environmentr   torch._logging._internalr   torch.compiler._cacher   r   r   torch.utils._ordered_setr   typestorch._dynamo.symbolic_convertr   r)  r   r   
ValueErrorr   	getLoggerr   r   r  cacher4   	dataclassr7   r_   ri   r\   rj   rl   rp   Enumrr   ru   r   rx   r   rb   r   r   r  r  r#  r*  r3  r;  rJ  registerrL  r   r  rN  r  r  r  r   r!   r"   <module>r     sv  	 #       	  	  # : : ,       ) > 
 0 DD	* 	 !j 	 	 d#$
 $
 $$
N    >B : A8<5 < d#  $( T]		  __
$))     J J Jd (-ii
i i
 !%i ib (-++
+ +
 !%+ +\F?.
( }  8]@%$2
4
Br!   