
    #Ki'                       % 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                  SDS 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'   SqAS\?S'   \B" 5       qCS\?S'   \Rv                  " SS9 " S  S!5      5       rD\" S"5      rE " S# S$\R                  5      rG\GR                  rI " S% S&\R                  5      rJ\JR                  rK\Rv                   " S' S(5      5       rLSS).         SES* jjrMSS).         SES+ jjrNSFS, jrOSGS- jrPSHS. jrQSIS/ jrRSJS0 jrSSKS1 jrTSLS2 jrUSMS3 jrVSNS4 jrWSOS5 jrXSPS6 jrY\)R                   " S7 S8\(5      5       r[SQS9 jr\SRS: jr] SS       STS; jjr^SRS< jr_SUS= jr`SVS> jraSOS? jrbSWS@ jrcSUSA jrdSXSYSB jjreSOSC jrfg)Za  
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       S/var/www/html/dynamic-report/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<   rC   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$ )Nzhash():)r>   r:   r<   r=   rI   s    r"   __str__CodeId.__str__   s5    t~~&aa8H8H7I499+VVr!   c                    [        U R                  U R                  U R                  [	        U R                  5      5      $ rH   )r7   co_filenameco_firstlinenoco_namer4   )codes    r"   makeCodeId.make   s6    LL!$"2"23	
 	
r!   r   N)rD   objectreturnbool)rY   r;   rY   r9   )rU   types.CodeTyperY   r7   )r   r   r   r   __annotations__rE   rJ   rO   staticmethodrV   r    r   r!   r"   r7   r7      s>    M
I N
CW 
 
r!   r7   c                  B    \ rS rSr% \R
                  " S S9rS\S'   Srg)	CodeState   c                      [        [        5      $ rH   )r   FrameStateSizeEntryr   r!   r"   <lambda>CodeState.<lambda>   s
    ,? @r!   )default_factoryz%defaultdict[str, FrameStateSizeEntry]automatic_dynamicr   N)	r   r   r   r   dataclassesfieldrg   r]   r    r   r!   r"   r`   r`      s    ?J?P?P@@< r!   r`   (Optional[defaultdict[CodeId, CodeState]]_INIT_CODE_STATE_CODE_STATEFrZ   _LOGGED_DYNAMIC_ALLOWLISTzset[str]_KNOWN_DYNAMIC_SOURCESc                  $    \ 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"   rp   rp      s      
Hr!   rp   _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   rs   tokenr    r   r!   r"   rv   rv          
 Er!   rv   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   Nrx   r   r!   r"   r|   r|      rz   r!   r|   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) rc      )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$ U R                  [        L af  [	        U R                   [
        5      (       aG  [	        U R                  [
        5      (       a(  SU" U R                   5       SU" U R                  5       3$ S[        U 5       3$ )
Nc                    U [         L a  gU [        L a  g[        U [        5      (       a  SU R                   S3$ [        U 5      $ )N?z
auto unsetzS(rM   )auto_dynamic
auto_unsetrA   rp   rr   r9   )ss    r"   render_single1FrameStateSizeEntry.render.<locals>.render_single   s?    L j#A{++AEE7!}$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rH   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 )r   z/Union[int, AutoDynamic, AutoUnset, InferStride]rY   r9   )r   z0tuple[Union[int, AutoDynamic, InferStride], ...]rY   r9   )r   r   r   r   rA   tuplerepr)rC   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 $t*&&r!   c                   [        U R                  [        R                  5      (       a   U R                  5       e[        U R                  [
        5      (       a9  U R                   H)  n[        U[        R                  5      (       d  M$   U5       e   [        U R                  [
        5      (       a:  U R                   H)  n[        U[        R                  5      (       d  M$   U5       e   g g rH   )rA   r   torchSymIntr   r   r   )rC   r   s1s      r"   __post_init__!FrameStateSizeEntry.__post_init__  s    dkk5<<88E$++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   rC   rr   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rH   )typer;   )r   r   s     r"   r   8FrameStateSizeEntry.is_stride_dynamic.<locals>.<genexpr>/  s     0SAaCs    FT)rA   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rH   )rA   r   r   r   )r   xs     r"   r   4FrameStateSizeEntry._munge_symint.<locals>.<genexpr>:  s'     TQSAZ5<<%@%@\aGQSs   46)r   )xss    r"   _munge_symint!FrameStateSizeEntry._munge_symint8  s    TQSTTTr!   c                (    [        U[        [        S9$ Nr   r   r   )rc   r   )clsr   s     r"   make_scalarFrameStateSizeEntry.make_scalar<  s    "!,|TTr!   c                \    [        [        U R                  U5      U R                  U5      S9$ r   )rc   r   r   )r   r   r   s      r"   make_tensorFrameStateSizeEntry.make_tensor@  s0     #""4($$V,
 	
r!   c                F    [        [        U R                  U5      [        S9$ r   )rc   r   r   )r   r   s     r"   	make_sizeFrameStateSizeEntry.make_sizeJ  s#    """4(
 	
r!   c                l    U [         L a  U$ U[         L a  U $ U [        L d  U[        L d  X:w  a  [        $ U $ rH   )r   r   )r   ys     r"   _merge_atomFrameStateSizeEntry._merge_atomR  s8    
?H
?H\ 1QVr!   c                   ^  U[         L a  U$ 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rH   )r   )r   r   r   r   s      r"   r   6FrameStateSizeEntry._merge_atom_tup.<locals>.<genexpr>j  s     C{tqS__Q**{s    #)r   r   lenr   zip)r   r   yss   `  r"   _merge_atom_tup#FrameStateSizeEntry._merge_atom_tup\  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 $ rH   )r   r   r   r   r   rB   s     r"   __ior__FrameStateSizeEntry.__ior__l  s[    &&t{{ELLA((EJJ?	**4;;Er!   r   Nr[   rY   None)rr   r;   rY   rZ   )r   tuple[int, ...]rY   z#tuple[Union[AutoDynamic, int], ...])r   r;   rY   rc   )r   r   r   r   rY   rc   )r   r   rY   rc   )r   rt   r   rt   rY   zUnion[AutoDynamic, _T])r   -Union[AutoDynamic, AutoUnset, tuple[_T, ...]]r   r   rY   zAUnion[AutoDynamic, AutoUnset, tuple[Union[AutoDynamic, _T], ...]])rD   r
   rY   r
   )r   r   r   r   rh   ri   r   r   r]   r   r   r   r   r   r   r^   r   classmethodr   r   r   r   r   r   r    r   r!   r"   rc   rc      s#   1<1B1B:1VF.V 	*- 	
L 
 	*-   .':<.04 U U U U 
"
,;
	
 
 
 
   D9D :D 
K	D Dr!   rc   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$ )Nz%automatic dynamic int %s val %s != %srg   r   zscalar changer=   dim_changedreasoncachednewz%s is converted to a symbolic integer. It is an attribute of a user defined nn module class. If you wish to keep it static, you can mark the nn module class as `torch._dynamo.mark_static`.c           
       > Uc  [        TU 5      O[        TU 5      U   nUc  [        TU 5      O[        TU 5      U   n[        R                  SU TUUU5        [        R                  " STUc  SOUU[        U5      [        U5      S.5        g )Nz#automatic dynamic %s %s %s %s != %srg   r   r   )getattrlogdebugr   instantr9   )	tup_nameshort_reasonlong_reasoni	entry_tupold_entry_tupentryr=   	old_entrys	         r"   log_tup)update_automatic_dynamic.<locals>.log_tup  s     -.Ix(75(;STU;V 
 9 	8,Y1!4 
 II5 &&# ,-I51)!-0y>	r!   r   rr   zdimensionality changezsize(rM   zsize changerD   r   zstride(zstride changez9automatic dynamic is off, overwriting int %s val %s -> %srH   )
r   r9   r   r9   r   r9   r   zOptional[int]rY   r   )r7   rV   f_codeget_code_stater   _dynamoconfigautomatic_dynamic_shapesrg   copyr   r   r   r   r   r9   infor   rA   r   r   ranger   )txr=   r   r   code_idframe_state	is_update	mut_entryr   r   r   s    ``       @r"   update_automatic_dynamicr   s  s    kk"))$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$ )Nr   )distributed_stater   
all_stateslocal_staterg   )r   r=   r   r   stres	sub_states          r"   process_automatic_dynamicr     s     """+''A	
 	
 
	 27((. I222.//5/I	 ' 
r!   c                    S n[         R                  " 5       (       a/  [         R                  " 5       (       a  [         R                  " 5       n[        R
                  R                  R                  nU  SU SU 3$ )NrN   )distis_availableis_initializedget_rankr   compilerr   cache_key_tag)keyranktags      r"   format_cache_keyr
    s]     Dt2244}}
..


-
-CU!D63%  r!   c                    [         R                  R                  R                  (       a  [	        S5        g [         R                  R                  R
                  =n b,  U R                  S5      (       a  [        S5      e[        U 5      $ [         R                  R                  5       =nb  Uu  p#[        SU SU 35      $ g )NGdynamo_pgo force disabled by torch.compiler.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.rN   )r   r  r   force_disable_cachesr   job_id
startswithr   r
  _utils_internalget_mast_job_name_version)rname_versionmast_job_namemast_job_versions       r"   get_cache_keyr    s    ~~11U	
  ^^"")))6<<  -$ 
  ""--GGIIV*6'%a8H7I JKKr!   c                    [         R                  R                  R                  (       a  [	        S5        g [        U 5      $ )Nr  )r   r  r   r  r   r
  )
sticky_keys    r"   get_extra_cache_keyr  2  s0    ~~11U	
 J''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      :  $ ! [         a     gf = f)NFr   )REMOTE_CACHE_VERSIONz'pytorch/remote_cache:dynamo_pgo_version)r   r  r   r  r   automatic_dynamic_remote_pgor   r  is_fb_unit_testtorch._inductor.fb.remote_cacher(  ModuleNotFoundErrorjustknobs_getval_int)r  r(  s     r"   "should_use_remote_dynamo_pgo_cacher.  H  s    ~~11]]!!>>>K;;,,..H  5#8#8#M#M1$    s   	B1 1
B>=B>c                 T    SSK Jn   [        5       (       d  g U " S[        5       SS5      $ )Nr   create_cachez
dynamo-pgoFbRemoteDynamoPGOCacheRemoteDynamoPGOCache)torch._inductor.remote_cacher1  r.  r   r0  s    r"   get_remote_cacher5  _  s,    9-// 	 r!   c                *   [        5       nU R                  R                  5        Hj  u  p#Sn[        UR                  [
        5      (       a  [        UR                  ;   nOUR                  [        :X  a  SnU(       d  MY  UR                  U5        Ml     U$ )NFT)	r   rg   itemsrA   r   r   r   r   add)
code_statedynamic_sourcessrcfsdynamics        r"   _collect_dynamic_sourcesr>  m  st    '1|O//557bggu%%"bgg-GYY,&G7$ 8 r!   c                    SSK Jn  [        5       nU  HD  nU[        ;   a  M  U" U5      (       a  [        R	                  U5        M3  UR	                  U5        MF     U$ )Nr   )is_dynamic_source)torch._dynamo.variables.builderr@  r   rn   r8  )all_sourcesr@  missing_sourcesr;  s       r"   _collect_missing_sourcesrD  z  sV    A (2|O((s##"&&s+C   r!   c                <   [         R                  U 5      n[        5       U   n[        U5      nSR	                  U5      nSR	                  [        U5      5      nU(       a,  [        S=nSS9   [        R                  " UUUS9  S S S 5        g g ! , (       d  f       g = f)N,zpgo.dynamic_whitelistTlog_pt2_compile_event)recompile_dynamic_whitelistmissing_dynamic_whitelist)	r7   rV   r   r>  r   rD  r   r   pt2_compile)r   r   r   all_dynamic_sourcesframe_whitelistmissing_whitelistr=   s          r"   log_frame_dynamic_whitelistrO    s    kk&!G "7+K2;?hh23O!9:M!NO"99$QUV**,;*; WV VVs   ,B
Bc                 ^    [         (       d"  [        R                  R                  SSSS9  Sq g g )Ndynamic_shapes_analysisz$Dynamic shape recompilation detectedzPGO detected a recompilation due to dynamic shapes.             Please follow the instruction from the action link to reduce             recompilation overhead.)categoryinsightinsight_descriptionT)rm   r   r  add_mlhub_insightr   r!   r"   _log_size_mismatch_recompilerV    s9    $$//.:!% 	0 	
 %)! %r!   c                   SR                  S U R                  5        5       5      n[        5       nU R                  5        H  nUR	                  [        U5      5        M     U(       a  USSR                  U5       S3-  nU$ )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:
rX  c              3  R   #    U  H  u  pS U SUR                  5        3v   M     g7f)z  z: N)r   )r   r;  r<  s      r"   r   .render_code_state.<locals>.<genexpr>.<genexpr>  s)      
5P'#bR		}%5Ps   %'N)r   rg   r7  )r   kvs      r"   r   $render_code_state.<locals>.<genexpr>  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="rF  ")r   r7  r   valuesupdater>  )cscode_state_strr:  states       r"   render_code_statere    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 rH   )write_local_impl!_rewrite_cache_key_for_mega_cacher  r1   )rC   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 $ )z
The PGO cache artifact key for a MAST job contains the job name and the version.
When we want to use the cache artifact on a different MAST job, we need to
update the key to use the new MAST job's name and version.
r  )r  r  )original_keynew_keys     r"   rj  2PGOCacheArtifact._rewrite_cache_key_for_mega_cache  s3     &&w//$&G3Nr!   r   Nr   r[   )rr  r9   rY   r9   )
r   r   r   r   r	   rl  r^   r   rj  r    r   r!   r"   rg  rg    sD            r!   rg  c                    [        [        [        5      (       d   e[        R	                  SX[        [        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      $ rH   re  rl   r   r!   r"   rd   hit.<locals>.<lambda>  s
    !+.r!   ro  T)rA   rl   r   r   r   r   r   r   r   deepcopyrk   )r  tys     r"   hitr~    sf    k;////HH3Sc+>NO
rd+.
 E4 }}[1r!   c           	        [        U 5      nUb  [        R                  R                  U5      (       a  [	        S=nSS9   [
        R                  " X S9  [        US5       n UR                  5       n[        R                  " U5      q[
        R                  " X#R                  5       S9  [        R                  " [        R!                  5       X5        [#        US5      sS S S 5        sS S S 5        $ g ! [$         a    [&        R)                  SUSS	9   Of = f S S S 5        O! , (       d  f       O= fS S S 5        g ! , (       d  f       g = f)
Nzpgo.get_local_code_stateTrG  r$  r%   cache_size_byteslocalz&get_code_state failed while reading %sexc_info)r&  r'   r(   r)   r   r   rK  r*   r+   pickleloadsrl   tellr   record_artifactrg  r   r~  	Exceptionr   warning)r$  r(   r=   fr1   s        r"   get_local_code_stater    s   9%DBGGNN400..Dd
 **4E dD!Q.ffhG"(,,w"7K&224&&(S )88(--/ tW- "!
 
(  ! KK@$QU    "!!
( )
 
( sN   !D; D!"AC2*4D!	D;2DD!DD!	D;!
D/	+D;;
E	c                R   S n U R                  U5      nUb   [        U[        5      (       d   eUS   n[        U[        5      (       d   e[        R
                  " U5      nUb  [        R                  " U[        U5      S9  [        R                  " U5      n[        R                  " [        R                  5       X5        U$ [         R%                  SU5         U$ ! [         a    [         R#                  SUSS9   U$ f = f! [         a    [         R#                  SUSS9   U$ f = f)Ndatar  z1get_code_state failed parsing remote result on %sTr  z get_code_state remote miss on %sz'get_code_state failed remote read on %s)getrA   dictr9   base64	b64decoder   rK  r   r  r  r   r  rg  r   r  r   r  r   )remote_cacher$  
event_namer9  
cache_datar  payloads          r"   lookup_remote_cache_entryr    s7   
 JD!%%i0
 !!*d3333!&)!$,,,, **40)&22"S\ $\\'2
 %44$))+Y
  HH7C  G!     Y=ySWX2 5Ys#   D B C D ?D D&%D&c                    [        5       nUbR  [        S=nSSS9   [        R                  " X S9  [	        XU5      nUb  Uq[        U S5      sS S S 5        $  S S S 5        g g ! , (       d  f       g = f)Nzpgo.get_remote_code_stateT!pgo_get_remote_code_state_time_usrH  dynamo_compile_column_usr  remote)r5  r   r   rK  r  rl   r~  r$  r  r=   r9  s       r"   get_remote_code_stater  &  s    #%L//D"&%H

 **4E2<DQJ%(9h/
 
 &
 
 
 s   1A!!
A/c                P  ^ [         c   e[        5       nUb~  [        S=nSSS9   [        R                  " X S9  [        X5      m[        R                  SU Tb  [        T5      OS5        Tb   [         (       a   eTq [        S	S
U4S j5        SSS5        gg! , (       d  f       g= f)zg
Reads an additional PGO profile from the given cache key, and merges it with the default PGO profile.
Nzpgo.get_extra_remote_code_stateTr  r  r  z'get_extra_code_state %s hit, %d entriesr   get_extra_remote_code_staterx  c                    > [        T 5      $ rH   )re  )r9  s   r"   rd   -get_extra_remote_code_state.<locals>.<lambda>S  s    -j9r!   )
rl   r5  r   r   rK  r  r   r   r   r   r  s      @r"   r  r  7  s    
 """#%L55D"&%H

 **4E2<KJHH9#-#9Jq
 %&;&()19!
 
  
 
s   A(B
B%c                 p   [         b  [         $ [        [        5      q [        5       n U c  [         $ [	        U 5      nUc  [        U 5        [         (       d@  [        R                  R                  R                  =nb  [        U5      nUb  [        U5        [        R                  S5        [         c   e[         $ )Nzget_code_state using default)rl   r   r`   r  r  r  r   r  r   pgo_extra_read_keyr  r  r   r   )r$  local_code_statesticky_readextra_read_keys       r"   r   r   W  s     i(KI ,I6 i( K!NN11DDD[Q,[9%'7HH+,"""r!   c                 |   [         c  [        R                  S5        g [         [        :X  a  [        R                  S5        g [	        5       n U c  [        R                  S5        g [        U 5        [        U 5        [        R                  R                  R                  =nb  [        U5      nUb  [        U5        g g g )Nz1put_code_state: never initialized, will not writez#put_code_state: no change, skippingz&put_code_state: no cache key, skipping)rl   r   r   rk   r  put_local_code_stateput_remote_code_stater   r  r   pgo_extra_write_keyr  )r$  sticky_writeextra_write_keys      r"   put_code_stater  y  s    DE&&67I9:#)$--AAAN-l;&!/2 ' O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*   writer  replace)r$  pickled_coder(   tmp_path	lock_pathr  r  r   s           r"   ri  ri    s    9%D|
 f}HwI /KK%5	)\	2(D!QGGL!668D " 	

8"	 
3
 :	 "! 
3	2
 :s$   C*"B6C6
C	 C
Cc                   [        S=nSS9   [        R                  " XS9  [        c   e[        R
                  " [        5      n[        R                  " [        R                  5       X5        [        X5      nUc  [        R                  S5         S S S 5        g Uu  pE[        R                  " XS9  [        R                  SU[        [        5      5        [        SS	S
 5        S S S 5        g ! , (       d  f       g = f)Nzpgo.put_local_code_stateTrG  r  z$put_code_state: local cache disabledr  z*put_code_state: wrote local %s, %d entriesr  rx  c                      [        [        5      $ rH   rz  r   r!   r"   rd   &put_local_code_state.<locals>.<lambda>  
    %k2r!   )r   r   rK  rl   r  dumpsr   r  rg  r   ri  r   r   r   r   )r$  r=   r  rk  r(   r   s         r"   r  r    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           	     F   U(       d  SOSn[        SU 3=nSSS9   [        R                  " X0S9  [        c   e[	        5       nUc   [
        R                  SU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X [        [        5      5        [        USS 5        S S S 5        g ! , (       d  f       g = f)Nr  put_extra_remote_code_statezpgo.T!pgo_put_remote_code_state_time_usr  r  z%s: remote cache disabledr  r  asciiz%s: wrote remote %s, %d entriesrx  c                      [        [        5      $ rH   rz  r   r!   r"   rd   'put_remote_code_state.<locals>.<lambda>  r  r!   )r   r   rK  rl   r5  r   r   r  r  r   r  	b64encodedecodeputr   )r$  extra_code_stater  r=   r  r1   r  s          r"   r  r    s
      	 * 
 
zl##"!D

 	&&tA&&&')HH0*=
 
 ,,{+&&tc'lKF$$W-44W="

 	/-zc+FV	
 	"2	
1
 
 
s   AD'B"D
D c                     S q S qSqg r@   )rl   rk   rm   r   r!   r"   reset_code_stater    s    K %r!   )r/   r9   rY   r9   )
r   r   r=   r9   r   rc   r   rZ   rY   rc   )r  r9   rY   r9   )rY   Optional[str])r  r9   rY   r  )r$  r9   rY   r  )rY   rZ   )rY   z!Optional[RemoteCache[JsonDataTy]])r9  r`   rY   OrderedSet[str])rB  r  rY   r  )r   r\   rY   r   r   )rb  defaultdict[CodeId, CodeState]rY   r9   )r  r9   r}  r9   rY   r  )r$  r9   rY   rj   rH   )r  zRemoteCache[JsonDataTy]r$  r9   r  r  rY   rj   )r$  r9   rY   r   )rY   r  )r$  r9   r  bytesrY   zOptional[tuple[str, int]])F)r$  r9   r  rZ   rY   r   )grs   
__future__r   r  r   rh   enum	functoolsloggingr'   r  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   r4  r   r   
ValueErrorr   	getLoggerr   r   r  cacher4   	dataclassr7   r`   rk   r]   rl   rm   setrn   rp   rt   Enumrv   ry   r   r|   r   rc   r   r   r
  r  r  r&  r.  r5  r>  rD  rO  rV  re  registerrg  r~  r  r  r  r  r   r  ri  r  r  r  r   r!   r"   <module>r     s  	 #       	  	  # : : ,       ) > 
 0 DD	* 	 !j 	 	 d#$
 $
 $$
N    >B : A8<5 <"' 4 '#&5  ( d#  $( T]		  __
$))     J J Jd (-ii
i i
 !%i ib (-++
+ +
 !%+ +\!4(?.
 )( }  8< !%")"" " .	"J"@D3,2
4"
L&r!   