
    ȅiv                    #   % S SK r S SKrS SKJr  S SKJrJrJrJrJ	r	  S SK
r
S SKr
S SKJr  S SKJrJrJr  \(       a  S SKJr  \ R(                  R+                  SS5      S:H  rS	rS
\\   4S jrS
\\   4S jrS
\\   4S jrS
\\   4S jrS
\\   4S jrS
\4S jrS
\4S jr\ R(                  R+                  SS5      S:H  r S	r!Sr"S	r#\" 5       (       a  SOSr$Sr%\&\'S'   \" SSSSS9r(\\'S'   S	r)\\'S'   \" 5       r*\\   \'S'   \" 5       r+\\   \'S'   \" SS SS!9r,\\'S"'   Sr-\\'S#'   \" 5       r.\\   \'S$'   \" 5       r/\\   \'S%'   \" S&S'9r0\\'S('   S	r1\\'S)'   0 r2\3\4\44   \'S*'   Sr5\\&   \'S+'   S,r6\S-   \'S.'   \ R(                  R+                  S/S05      S:H  r7\\'S1'   \ R(                  R+                  S2S05      S:H  r8\\'S3'   \ R(                  R+                  S4S05      S:H  r9\\'S5'   \" 5       (       + r:\\'S6'   \ R(                  R+                  S7S5      S:H  r;\ R(                  R+                  S8S5      S:H  r<S	r=Sr>\ R(                  R+                  S9S5      S:H  r?\ R(                  R+                  S:5      S:H  r@\ R(                  R+                  S;5      S:H  rA\ R(                  R+                  S<S5      S:H  rB\ R(                  R+                  S=\" 5       (       a  S0OS5      S:H  rCSrDSrESrF\ R(                  R+                  S>S05      S:H  rG\ R(                  R+                  S?5      S:H  rH\ R(                  R+                  S@SA5      rI\SB   \'SC'   SrJSrK\" 5       rLS	rMSrNS	rOSrP\
R                  R                  R                  \'SD'   SrT\
R                  R                  R                  \'SE'   SrU\
R                  R                  R                  \'SF'   SrW\
R                  R                  R                  \'SG'   SrX\
R                  R                  R                  \'SH'   SrY\\\
R                  R                  R                  /S4      \'SI'   Sr]\\\^SJ   /\^SJ   4      \'SK'   Sr_\\\^SJ   /\^SJ   4      \'SL'   Sr`S	raS	rbS	rcSrd0 re\3\4\3\4\4   4   \'SM'   0 rf\3\4\3\4\4   4   \'SN'   Srg\ R(                  R+                  SOS5      S:H  rhS	riSrjS	SPSQSSR.rk\3\4\4   \'SS'   STrl\SU   \'SV'   S	rm/ rn\^\	\4\\^SJ   /\^SJ   4   4      \'SW'   Sro\\&   \'SX'   SrpS	rqS rr\&\'SY'   SZrs\S[   \'S\'   Srt\\\&/\&4      \'S]'   SZru\S^   \'S_'   Srv\\\&/\&4      \'S`'   SZrw\S^   \'Sa'   Srx\\\&/\&4      \'Sb'   ScryS	rz\\'Sd'   Ser{Sfr|Sgr}\" SShSiSj9r~\\'Sk'   \ R(                  R+                  Sl5      S:H  r\ R(                  R+                  Sm5      S:H  r\ R(                  R+                  Sn5      S:H  r\ R(                  R+                  So5      S:H  r\ R(                  R+                  Sp5      S:H  r\&" \ GR                  " SqSf5      5      r\&" \ GR                  " SrSs5      5      rS
\\&   4St jr\" 5       r\\&   \'Su'   \ R(                  R+                  SvS5      S:H  r\ R(                  R+                  SwS05      S:H  r\ R(                  R+                  SxS05      S:H  r\ R(                  R+                  Sy\" 5       (       d  SOS05      S:H  r\\'Sz'   / r\^\4   \'S{'   S	r\\'S|'   \" S}S~S	S!9r\\'S'   / r\^\&   \'S'   \ R(                  R+                  SS5      GR#                  5       r\ R(                  R+                  SS5      GR#                  5       r\ R(                  R+                  SS5      GR#                  5       r\S   \'S'   \ R(                  R+                  SS5      GR#                  5       r\S   \'S'   S	r\\'S'   S	r\\'S'   Sr\\'S'   Sr\\'S'   Sr\\'S'   Sr\\'S'   \ R(                  R+                  SS05      S:H  r\\'S'   S	rSrS	r\ R(                  R+                  S5      S:H  r\ R(                  R+                  S5      S:H  rSrSrSr\ R(                  R+                  S5      S:H  r\&" \ R(                  R+                  SS5      5      r\" \ R(                  R+                  SS5      5      r\ R(                  R+                  S5      S:H  r\ R(                  R+                  S5      S:H  r\&" \ R(                  R+                  SS5      5      r\ R(                  R+                  SS5      r\ R(                  R+                  SS5      r\ R(                  R+                  SS05      S:H  rS\4S
\4S jrS\4S
\4S jrS\4S
\4S jr\ R(                  R+                  SS5      r\
GRf                  GRh                  (       d  SOS0r\ R(                  R+                  S\5      S:H  r\ R(                  R+                  SS05      S:H  r\ R(                  R+                  SS5      S:H  r\ R(                  R+                  S5      S:H  rSrSrSrSr\\&   \'S'   S	rS	rSr\ R(                  R+                  S5      S:H  rSr\\/ S4      \'S'   S	r\ R(                  R+                  S5      S:H  r\\'S'   \ R(                  R+                  S5      S:H  r\\'S'   \ R(                  R+                  SS5      r\ R(                  R+                  S\" 5       (       a  S0OS5      S:H  r\\'S'   Sr\\'S'   Sr\ R(                  R+                  SS5      S:H  rSQrSrSrSr\\&   \'S'   SrS	rSrS	rS	r\ GR                  " SS5      S:H  r\ GR                  " S5      S:H  r\&" \ R(                  R+                  SS 5      5      r\ R(                  R+                  SS05      S:H  rSrS	rSrS	rS	rS	rSQrSQrSrSrSrS	r\ R(                  R+                  SS05      S:H  r\ R(                  R+                  SS05      S:H  rS\
GR                  ;   =(       d    S\
GR                  ;   r\" 5       =(       d    \r\ R(                  R+                  SS5      S:H  rSr\\4   \'S'   Sr\\4   \'S'   S
\44S jr\" 5       r\4\'S'   Sr\&\'S'   \" SSSS!9r\\'S'   \" SS	S9r\\'S'   S	rSfrSS/r\^\	\S   \44      \'S'   S	r\\'S'    " S S5      r " S S5      rS
\4S jrS
\&4S jr\" 5       (       a  SO\" 5       r\\&   \'S'   \" SSSS!9r\\'S'   \" SS9r\&\'S'   \" 5       r\\'S'   \" SS'9r\\'S'   \" SSS	S!9r\\'S'   \ R(                  R+                  SS05      S:H  r\\'S'   \" SS'9Gr \\'S'   \\4   \'S'   \" 5       (       aw   S SGKGJGr  G\(       aO  G\GR                  " \ GR
                  GR                  G\GR                  S\ GR                  5      S5      5      Gr	OG\GR                  " S5      Gr	OSGr	SGr\ R(                  R+                  SS5      S:H  Gr\ R(                  R+                  SS5      S:H  GrS	GrS	GrSGrS	GrSGrSGrS	GrSGrS	Gr\\'S'   \ R(                  R+                  SS05      S:H  GrS	GrS	GrS	GrS	Gr\" 5       (       + Gr\\'S'   \ R(                  R+                  SS5      GrG\S:g  GrG\S:X  a  SOG\Gr \ R(                  R+                  SS5      Gr!\\4   \'GS '   \ R(                  R+                  GS5      S:H  Gr"S	Gr#\ R(                  R+                  GSS05      S:H  Gr$\\'GS'   S	Gr%\\'GS'   S	Gr&\\'GS'   S	Gr'\\'GS'   S	Gr(\\'GS'   S	Gr)\\'GS'   S	Gr*\\'GS	'   S	Gr+\\'GS
'   S	Gr,\\'GS'   \ R(                  R+                  GSS05      S:H  Gr-\ R(                  R+                  GSS05      S:H  Gr.\\'GS'   SGr/\\'GS'   0 Gr0\3\4\3\4\4   4   \'GS'   \&" \ R(                  R+                  GSGS5      5      Gr1\&\'GS'   S	Gr2\\'GS'   \" GSS	S9Gr3\\'GS'   \" GSSS9Gr4\\'GS'   S
\\4   4GS jGr5\" GSSS9Gr6\4\'GS'    " GS GS5      Gr7 " GS GS5      Gr8 " GS  GS!5      Gr9 " GS" GS#5      Gr: " GS$ GS%5      Gr; " GS& GS'5      Gr< " GS( GS)5      Gr=GSGr>\GS*   \'GS+'   GS!Gr?\GS,   \'GS-'   GS!Gr@\GS!   \'GS.'    " GS/ GS05      GrA " GS1 GS25      GrB/ GS3QGrC\^\4   \'GS4'   / GS5QGrD\^\4   \'GS6'   / GrE\^\\
GR                  \
GR                  \
GR                  /S4      \'GS7'   \ GR                  " GS8S5      S:H  GrG " GS9 GS:5      GrH " GS; GS<5      GrI\(       a  S GS=GKJ7  \" \GR                  G\L   5        g! G\
G\4 a    SGr	 GNf = f(>      N)Callable)AnyLiteralOptionalTYPE_CHECKINGUnion)	is_fbcode)Configget_tristate_envinstall_config_module)InductorChoicesTORCHINDUCTOR_INPLACE_PADDING1Freturnc                      [        S5      $ )N#TORCHINDUCTOR_FX_GRAPH_REMOTE_CACHEr        P/home/james-whalen/.local/lib/python3.13/site-packages/torch/_inductor/config.pyfx_graph_remote_cache_defaultr          ABBr   c                      [         R                  R                  S5      S:X  a  g[         R                  R                  S5      S:X  a  gg )NTORCHINDUCTOR_VEC_ISA_OKr   T0F)osenvirongetr   r   r   vec_isa_ok_defaultr      s7    	zz~~01S8	zz~~01S8r   c                      [        S5      $ )N#TORCHINDUCTOR_AUTOTUNE_REMOTE_CACHEr   r   r   r   autotune_remote_cache_defaultr"      r   r   c                      [        S5      $ )N+TORCHINDUCTOR_BUNDLED_AUTOTUNE_REMOTE_CACHEr   r   r   r   %bundled_autotune_remote_cache_defaultr%   #   s    IJJr   c                  D    [        S[        5       (       d  S5      $ S 5      $ )N/TORCHINDUCTOR_BUNDLE_TRITON_INTO_FX_GRAPH_CACHET)r   r	   r   r   r   )bundle_triton_into_fx_graph_cache_defaultr(   '   s(    9KK %) r   c                      Sn S[         R                  ;   a"  [         R                  R                  S5      S:H  $ [        5       (       a#  [        R
                  R                  S5      nX:*  $ g)N   &TORCHINDUCTOR_USE_STATIC_CUDA_LAUNCHERr   z-pytorch/inductor:static_cuda_launcher_versionTr   r   r   r	   torch_utils_internaljustknobs_getval_int)STATIC_CUDA_LAUNCHER_VERSIONversions     r   static_cuda_launcher_defaultr2   .   s]    #$ /2::=zz~~FG3NN	''<<;
 66 r   c                      Sn S[         R                  ;   a"  [         R                  R                  S5      S:H  $ [        5       (       a%  Sn[        R
                  R                  U5      nX :*  $ g)Nr   TORCHINDUCTOR_PROLOGUE_FUSIONr   z(pytorch/inductor:prologue_fusion_versionTr,   )ENABLE_PROLOGUE_FUSION_VERSIONjk_namer1   s      r   prologue_fusion_enabledr7   =   s[    %&"&"**4zz~~=>#EE	<''<<WE88r   "TORCHDYNAMO_AUTO_FUNCTIONALIZED_V2T-/logs/dedicated_log_torch_compile_worker_ranki  precompilation_timeout_secondsz0pytorch/remote_cache:enable_local_fx_graph_cache$TORCHINDUCTOR_FX_GRAPH_CACHE_DEFAULTTORCHINDUCTOR_FX_GRAPH_CACHE)justknobenv_name_defaultenv_name_forcedefaultfx_graph_cacheremote_gemm_autotune_cachefx_graph_remote_cache!bundle_triton_into_fx_graph_cachez>pytorch/remote_cache:enable_non_blocking_remote_cache_write_v2-TORCHINDUCTOR_NON_BLOCKING_REMOTE_CACHE_WRITE)r=   r?   r@   non_blocking_remote_cache_writeautotune_local_cacheautotune_remote_cachebundled_autotune_remote_cachez*torch.compiler.config.force_disable_caches)aliasforce_disable_caches&unsafe_skip_cache_dynamic_shape_guards!unsafe_marked_cacheable_functionssleep_sec_TESTING_ONLYneeds_fixed_stride_order)rO   flexible_layout'triton_kernel_default_layout_constraintTORCHINDUCTOR_CPP_WRAPPERr   cpp_wrapper(TORCHINDUCTOR_CPP_WRAPPER_BUILD_SEPARATEcpp_wrapper_build_separateTORCHINDUCTOR_FX_WRAPPER
fx_wrappercpp_cache_precompile_headersTORCHINDUCTOR_ONLINE_SOFTMAX$TORCHINDUCTOR_APPLY_GUMBEL_MAX_TRICKTORCHINDUCTOR_SIZE_ASSERTSTORCHINDUCTOR_NAN_ASSERTS(TORCHINDUCTOR_RUNTIME_TRITON_NAN_ASSERTSTORCHINDUCTOR_SCALAR_ASSERTSTORCHINDUCTOR_ALIGNMENT_ASSERTSTORCHINDUCTOR_MEMORY_PLANNINGTORCHINDUCTOR_USE_FAST_MATHTORCHINDUCTOR_MEMORY_POOLintermediates)nonerc   outputscombinedmemory_poolpost_grad_custom_pre_passpost_grad_custom_post_passcustom_partitioner_fnjoint_custom_pre_passjoint_custom_post_passpre_grad_custom_passz+torch._inductor.scheduler.BaseSchedulerNode_pre_fusion_custom_pass_post_fusion_custom_passpre_grad_fusion_optionspost_grad_fusion_options"TORCHINDUCTOR_DYNAMIC_SCALE_RBLOCKg-C6?   )pre_grad	precisionnum_iterationsrequires_optimizerfx_passes_numeric_check	heuristic)r@   tritonatenry   mixed_mm_choice'reorder_for_compute_comm_overlap_passesreorder_prefetch_limit&size_threshold_for_succ_based_strategyrd   )rd   all	only_fsdpbucket_all_gathers_fx.bucket_all_gathers_fx_bucket_size_determinatorrd   r   bucket_reduce_scatters_fx2bucket_reduce_scatters_fx_bucket_size_determinatorbucket_all_reduces_fx.bucket_all_reduces_fx_bucket_size_determinatorr@   !runtime_estimations_mms_benchmarki,     g      I@*TORCHINDUCTOR_USE_EXPERIMENTAL_BENCHMARKERz-pytorch/inductor:use_experimental_benchmarker)r@   r?   r=   use_experimental_benchmarker+TORCHINDUCTOR_DISTRIBUTED_MAX_AUTOTUNE_GEMM&TORCHINDUCTOR_PIPELINE_GEMM_AUTOTUNINGTORCHINDUCTOR_MAX_AUTOTUNE$TORCHINDUCTOR_MAX_AUTOTUNE_POINTWISETORCHINDUCTOR_MAX_AUTOTUNE_GEMM%TORCHINDUCTOR_DEFAULT_AUTOTUNE_WARMUP"TORCHINDUCTOR_DEFAULT_AUTOTUNE_REPd   c                      [         R                  R                  S5      n U c  gU R                  5       S;   a  g [	        U 5      $ )N,TORCHINDUCTOR_AUTOTUNE_NUM_CHOICES_DISPLAYED
   r   )r   r   r   lowerint)env_vals    r   '_autotune_num_choices_displayed_defaultr     s8    jjnnKLG}}/)w<r   autotune_num_choices_displayed/TORCHINDUCTOR_MAX_AUTOTUNE_REPORT_CHOICES_STATS<TORCHINDUCTOR_MAX_AUTOTUNE_PRUNE_CHOICES_BASED_ON_SHARED_MEM-TORCHINDUCTOR_TRITON_DISABLE_DEVICE_DETECTIONTORCHINDUCTOR_GRAPH_PARTITIONgraph_partitioncustom_should_partition_ops#max_autotune_allow_flexible_layoutsz%pytorch/compiler:force_same_precision"TORCHINDUCTOR_FORCE_SAME_PRECISIONforce_same_precisionmulti_kernel_hints(TORCHINDUCTOR_MAX_AUTOTUNE_GEMM_BACKENDSzATEN,TRITON,CPP(TORCHINDUCTOR_MAX_AUTOTUNE_CONV_BACKENDSzATEN,TRITON,TORCHINDUCTOR_MAX_AUTOTUNE_GEMM_SEARCH_SPACEDEFAULT)r   
EXHAUSTIVEmax_autotune_gemm_search_space,TORCHINDUCTOR_MAX_AUTOTUNE_FLEX_SEARCH_SPACEmax_autotune_flex_search_spacefallback_by_defaultselective_decomposeuse_dceuse_pre_grad_passesuse_joint_graph_passesuse_post_grad_passesCUTEDSL_ENABLE_AUTOTUNINGcutedsl_enable_autotuningi    TORCHINDUCTOR_SAVE_ARGS!TORCHINDUCTOR_AUTOTUNE_IN_SUBPROCg      N@g        #TORCHINDUCTOR_AUTOTUNE_MULTI_DEVICE(TORCHINDUCTOR_COLLECTIVE_BENCHMARK_NRUNS50*TORCHINDUCTOR_COLLECTIVE_BENCHMARK_TIMEOUT30'TORCHINDUCTOR_COORDINATE_DESCENT_TUNING5TORCHINDUCTOR_COORDINATE_DESCENT_CHECK_ALL_DIRECTIONS'TORCHINDUCTOR_COORDINATE_DESCENT_RADIUS#TORCHINDUCTOR_AUTOHEURISTIC_COLLECT TORCHINDUCTOR_AUTOHEURISTIC_USEmixed_mm'TORCHINDUCTOR_RUN_JIT_POST_COMPILE_HOOKnamec                 <    [        U 5      =(       d    [        U 5      $ )N)collect_autoheuristicuse_autoheuristicr   s    r   run_autoheuristicr     s     &A*;D*AAr   c                 n    U [         R                  R                  R                  R	                  S5      ;   $ N,)r-   	_inductorconfigautoheuristic_collectsplitr   s    r   r   r     s(    5??))??EEcJJJr   c                 n    U [         R                  R                  R                  R	                  S5      ;   $ r   )r-   r   r   autoheuristic_user   r   s    r   r   r     s(    5??));;AA#FFFr   $TORCHINDUCTOR_AUTOHEURISTIC_LOG_PATH!TORCHINDUCTOR_LAYOUT_OPTIMIZATIONTORCHINDUCTOR_FORCE_LAYOUT_OPT TORCHINDUCTOR_KEEP_OUTPUT_STRIDETORCHINDUCTOR_WARN_MIX_LAYOUT          realize_acc_reads_size_threshold.TORCHINDUCTOR_ASSUME_UNALIGNED_FALLBACK_OUTPUTr   inductor_choices_classTORCHINDUCTOR_DEBUG_FUSIONdebug_fusionTORCHINDUCTOR_BENCHMARK_FUSIONbenchmark_fusion#TORCHINDUCTOR_ENABLED_METRIC_TABLES(TORCHINDUCTOR_LOOP_ORDERING_AFTER_FUSIONloop_ordering_after_fusionloop_index_inversion_in_fusionr   'TORCHINDUCTOR_BENCHMARK_EPILOGUE_FUSION@   max_fusion_unique_io_buffersTORCHINDUCTOR_SPLIT_REDUCTIONSTORCHINDUCTOR_DETERMINISTICTORCHINDUCTOR_MIN_NUM_SPLITTORCHINDUCTOR_BENCHMARK_KERNEL   %TORCHINDUCTOR_EMULATE_PRECISION_CASTS'TORCHINDUCTOR_EMULATE_DIVISION_ROUNDINGdevgit0TORCHINDUCTOR_OPTIMIZE_SCATTER_UPON_CONST_TENSORadd_pre_grad_passesremove_pre_grad_passesc                  z    S[         R                  ;   a  [         R                  S   n OSn U S;   d
   SU  35       eU $ )NTORCHINDUCTOR_WORKER_START
subprocess)r   forkspawnzInvalid start method: )r   r   )start_methods    r   decide_worker_start_methodr     sR    #rzz1zz">?#   / 
 ~.	/ 
 r   worker_start_methodi   small_memory_access_thresholdz(pytorch/compiler:worker_suppress_logging%TORCHINDUCTOR_WORKER_SUPPRESS_LOGGINGworker_suppress_loggingLOG_TLPARSEr?   r@   log_tlparsefuse_ddp_with_concat_opschedule_comm_wait).N_fuse_ddp_communication_passes_micro_pipeline_tpc                   2    \ rS rSr% Sr\\S'   Sr\\S'   Sr	g)_collectivei  Fauto_selecti   #one_shot_all_reduce_threshold_bytesr   N)
__name__
__module____qualname____firstlineno__r  bool__annotations__r  r   __static_attributes__r   r   r   r
  r
    s    K/9'9r   r
  c                   Z   \ rS rSr% SrSr\\S'   Sr\	\   \S'   Sr
\	\   \S'   Sr\	\   \S'   Sr\	\   \S	'   Sr\	\\R$                  R&                  /\	\   4      \S
'   Sr\S   \S'   Sr\	\   \S'   Sr\	\   \S'   Sr\	\   \S'   Sr\	\   \S'   Sr\\S'   Sr\\S'   Sr\	\   \S'   Srg)aten_distributed_optimizationsi  zDConfiguration for distributed optimization passes on ATen FX graphs.Fenable_overlap_schedulingNcollective_bucketinginsert_overlap_depsmax_compute_pre_fetchcompute_overlap_multiplercustom_runtime_estimation
analytical)r  	benchmarkcollective_estimatormax_memory_increase_gbmax_memory_increase_ratiomax_in_flight_gbmax_coll_distance!log_final_collectives_estimationsTbucket_exposed_firstenable_fusion_regionsr   )r  r  r  r  __doc__r  r  r  r  r   r  r  r   r  floatr  r   r-   fxNoder  r   r  r   r!  r"  r#  r$  r%  r  r   r   r   r  r    s   N ',t+ ,0(4./ +/$. ,08C=/15x5 	 x%((--(5/1Q(RS  @L'";<K /3HUO215x5 )-huo, (,x}+.3%t3 "&$%
 -18D>0r   r  c                  P    Sn Sn[         R                  R                  U5      nX:  $ )a  
TODO: Remove when parallel compiled is fully enabled internally. For rollout, use a
knob to enable / disable. The justknob should not be performed at import, however.
So for fbcode, we assign compile_threads to 'None' below and initialize lazily in
async_compile.py.
rs   z0pytorch/inductor:enable_parallel_compile_version)r-   r.   r/   )ENABLE_PARALLEL_COMPILE_VERSIONr6   r1   s      r   #parallel_compile_enabled_internallyr,     s.     '(#@G##88AG*55r   c                  X   SSK n U R                  [        5      nS[        R                  ;   a0  [        [        R                  S   5      nUR                  SU5        U$ [        R                  S:X  a  SnUR                  S5        U$ [        5       (       a$  [        5       (       d  SnUR                  S5        U$ [        [        S	5      (       a  [        [        R                  " S5      5      O[        R                  " 5       nU(       d   e[        S
U5      nUR                  SU5        U$ )a	  
Here are the precedence to decide compile_threads
1. User can override it by TORCHINDUCTOR_COMPILE_THREADS.  One may want to disable async compiling by
   setting this to 1 to make pdb happy.
2. Set to 1 if it's win32 platform
3. decide by the number of CPU cores
r   NTORCHINDUCTOR_COMPILE_THREADSz!compile_threads set to %d via envwin32rs   z"compile_threads set to 1 for win32z"compile_threads set to 1 in fbcodesched_getaffinity    zcompile_threads set to %d)logging	getLoggerr  r   r   r   infosysplatformr	   r,  hasattrlenr0  	cpu_countmin)r2  logcompile_threadsr9  s       r   decide_compile_threadsr=    s     

H
%C&"**4bjj)HIJ4oF" ! 
	 56  
@BB56  r.// $$Q'( 	
 yb),,o>r   r<  z+pytorch/inductor:quiesce_async_compile_pool(TORCHINDUCTOR_QUIESCE_ASYNC_COMPILE_POOLquiesce_async_compile_pool<   )r@   quiesce_async_compile_timeuse_static_cuda_launcherz/torch._inductor.config.use_static_cuda_launcheruse_static_triton_launcherz:pytorch/inductor:static_launch_user_defined_triton_kernels7TORCHINDUCTOR_STATIC_LAUNCH_USER_DEFINED_TRITON_KERNELS)static_launch_user_defined_triton_kernels)TORCHINDUCTOR_STRICT_STATIC_CUDA_LAUNCHERstrict_static_cuda_launcherz2torch._inductor.config.strict_static_cuda_launcherstrict_static_triton_launcherglobal_cache_dir)parutil.zfb/cacheTORCHINDUCTOR_SHAPE_PADDING#TORCHINDUCTOR_COMPREHENSIVE_PADDING   i   force_shape_padTORCHINDUCTOR_PERMUTE_FUSION_use_fp64_for_unbacked_floatsTORCHINDUCTOR_PROFILETORCHINDUCTOR_PROFILE_OUTPUTprofile_bandwidth_output3TORCHINDUCTOR_PROFILE_WITH_DO_BENCH_USING_PROFILINGTORCHINDUCTOR_FREEZINGfreezingfreezing_discard_parametersdecompose_mem_bound_mmwrap_inductor_compiled_regionsassume_aligned_inputsassume_32bit_indexing.unsafe_ignore_unsupported_triton_autotune_args"check_stack_no_cycles_TESTING_ONLY*always_complex_memory_overlap_TESTING_ONLY*TORCHINDUCTOR_ENABLE_LINEAR_BINARY_FOLDINGTORCHINDUCTOR_ANNOTATE_TRAININGannotate_training)enable_caching_generated_triton_templatesautotune_lookup_tableTORCHINDUCTOR_FILE_LOCK_TIMEOUT600file_lock_timeoutenable_autograd_for_aotPALLAS_TARGET_TPU_debug_cpu_to_tpu_pallas!PALLAS_TAKE_FIRST_JAX_DEVICE_ONLY!pallas_take_first_jax_device_onlyc                      S n [        5       (       aH  [        R                  R                  SS 5      n[        R                  R                  SS5      nUb  SU 3n U $ )NMAST_HPC_JOB_NAME	ROLE_RANKr   r9   )r	   r   r   r   )log_locmast_job_nameglobal_ranks      r   get_worker_log_pathrs    sN    G{{

':DAjjnn[#6$Ek]SGNr   TORCHINDUCTOR_WORKER_LOGPATHtorchinductor_worker_logpathc                      \ rS rSr% \R
                  R                  S5      S:H  r\\	S'   Sr
\\	S'   Sr\\	S'   \R
                  R                  S	5      b!  \" \R
                  R                  S	5      5      OS
r\S
-  \	S'   Srg
)auto_chunkeri'  TORCHINDUCTOR_AUTO_CHUNKERr   enablei   output_size_thresholdr   amplify_ratio_threshold TORCHINDUCTOR_CHUNKER_NUM_CHUNKSN	num_chunkr   )r  r  r  r  r   r   r   ry  r  r  rz  r   r{  r}  r  r   r   r   rw  rw  '  sz    ::>>">?3FFDF "-3, $%S$ ::>><=I 	BJJNN=>? sTz r   rw  c                      \ rS rSr% SrSr\R                  R                  SS5      S:H  r	\R                  R                  SS5      S:H  r
Sr\\   \S	'   \" \R                  R                  S
S5      5      rS\R                  R                  S\R"                  S:X  a  SOS5      4r\S\4   \S'   \R                  R                  SS5      S:H  r\R                  R                  SS5      S:H  rSr\\   \S'   Sr\\   \S'   \" S5      r\\   \S'   Sr\S   \S'   \" \R                  R                  SS5      5      r\R                  R                  SS5      S:H  r\R                  R                  SS5      S:H  r \R                  R                  SS5      r!\R                  R                  S S5      S:H  r"S!r#\" \R                  R                  S"S5      5      r$\R                  R                  S#S5      r%\R                  R                  S$S5      r&S%r'S!r(\R                  R                  S&S5      S:H  r)S!r*\R                  R                  S'S5      S:H  r+\R                  R                  S(S5      S:H  r,S)r-g)*cppi8  zi
Settings for cpp backend.
This class provides a centralized location for managing cpp backend settings.
$TORCHINDUCTOR_CPP_NO_REDUNDANT_LOOPSr   !TORCHINDUCTOR_CPP_DYNAMIC_THREADSr   Nsimdlen TORCHINDUCTOR_CPP_MIN_CHUNK_SIZE512CXXdarwinzclang++zg++cxx'TORCHINDUCTOR_CPP_ENABLE_KERNEL_PROFILE TORCHINDUCTOR_CPP_WEIGHT_PREPACKinject_relu_bug_TESTING_ONLYinject_log1p_bug_TESTING_ONLYr   
vec_isa_okoriginal_atenr-   r  inductor_nodedescriptive_names,TORCHINDUCTOR_CPP_MAX_HORIZONTAL_FUSION_SIZE16-TORCHINDUCTOR_CPP_FALLBACK_SCATTER_REDUCE_SUM-TORCHINDUCTOR_CPP_ENABLE_UNSAFE_MATH_OPT_FLAG5TORCHINDUCTOR_CPP_ENABLE_FLOATING_POINT_CONTRACT_FLAGoff)TORCHINDUCTOR_CPP_ENABLE_TILING_HEURISTICF#TORCHINDUCTOR_CPP_GEMM_MAX_K_SLICES%TORCHINDUCTOR_CPP_GEMM_CACHE_BLOCKING%TORCHINDUCTOR_CPP_GEMM_THREAD_FACTORST$TORCHINDUCTOR_CPP_USE_DECOMPOSE_TANH%TORCHINDUCTOR_CPP_FORCE_INLINE_KERNEL-TORCHINDUCTOR_CPP_USE_CONSTEXPR_FOR_INT_ARRAYr   ).r  r  r  r  r&  threadsr   r   r   no_redundant_loopsdynamic_threadsr  r   r   r  min_chunk_sizer5  r6  r  tuplestrenable_kernel_profileweight_prepackr  r  r   r  r  r  r   max_horizontal_fusion_sizefallback_scatter_reduce_sumenable_unsafe_math_opt_flag#enable_floating_point_contract_flagenable_tiling_heuristicsenable_grouped_gemm_templategemm_max_k_slicesgemm_cache_blockinggemm_thread_factorsenable_loop_tail_vecenable_concat_linearuse_decompose_tanhuse_small_dequant_bufferforce_inline_kerneluse_constexpr_for_int_arrayr  r   r   r   r  r  8  s    G
 	

=sCsJ  jjnn%H#NRUUO!GXc]!(JERSN 	


u3<<8+CiOCtSy	  	

@#F#M 
 ZZ^^$FLPSSN
 37 (3-637!8C=7 "22L!MJM 	 wHI 
 "%


EtL" 	

FLPSS   	

FLPSS   +-**..?+' 	

BCHCO 
 $)  BJJNN+PRUVW **..)PRVW **..)PRVW   !
 	

=sCsJ 
  % 	

>DK  	

FLPSS  r   r  c                   ,   \ rS rSr% Sr\R                  R                  S5      S:H  rSr	Sr
Sr\\\\\\S4   4         \S	'   SrSrSr\" 5       (       + rS
rSr\\   \S'   SrSr\" SSS9r\\S'   Sr\\S'   SrSrSr Sr!Sr"\R                  R                  S\" 5       (       d  SOS5      S:H  r#\\S'   Sr$\\   \S'   Sr%\\S'   Sr&Sr'Sr(\\   \S'   Sr)\\S'   Sr*\\S'   Sr+\\S'   Sr,Sr-\R                  R                  SS5      S:H  r.\R                  R                  SS5      S:H  r/Sr0\1S   \S'   \R                  R                  SS5      S:H  r2\R                  R                  S S5      S:H  r3Sr4\" \R                  R                  S!S5      5      r5\1S"   \S#'   \R                  R                  S$S5      S:H  r6S%r7Sr8\9Rt                  Rv                  (       a  S&OS'r<\\S('   Sr=Sr>Sr?Sr@\\A   \S)'   SrB\R                  R                  S*S5      S:H  rC\R                  R                  S+S5      S:H  rD\R                  R                  S,S5      S:H  rESrF\" \R                  R                  S-\9Rt                  Rv                  (       a  SOS.5      5      rG\" \R                  R                  S/S05      5      rH\R                  R                  S1S5      S:H  rI\R                  R                  S2\" 5       (       a  SOS5      S:H  rJS3rKSrL\\   \S4'   \R                  R                  S5S5      S:H  rM\R                  R                  S6S5      S:H  rN\\S7'   0 rO\P\A\4   \S8'   S9rQ\R                  R                  S:S5      S:H  rR\\S;'   \R                  R                  S<5      rS\\A   \S='   \R                  R                  S>S5      S:H  rT\\S?'   \R                  R                  S@S5      S:H  rU\\SA'   \R                  R                  SBS5      S:H  rV\\SC'   SDrWg)Erz   i  z&
Config specific to codegen/triton.py
TORCHINDUCTOR_CUDAGRAPHSr   TFN.cudagraph_capture_sizesrN  r   "cudagraph_dynamic_shape_warn_limit TORCHINDUCTOR_CUDAGRAPH_OR_ERRORr  cudagraph_or_error%reorder_for_reducing_graph_partitions&TORCHINDUCTOR_COALESCE_TILING_ANALYSISr   coalesce_tiling_analysis	max_tilesprefer_nd_tilingautotune_at_compile_timeautotune_with_sample_inputstile_reductionsnative_matmul!TORCHINDUCTOR_UNIQUE_KERNEL_NAMES&TORCHINDUCTOR_UNIQUE_USER_KERNEL_NAMESr  r  r  #TORCHINDUCTOR_PERSISTENT_REDUCTIONS$TORCHINDUCTOR_COOPERATIVE_REDUCTIONSTORCHINDUCTOR_MULTI_KERNEL)r   rs   r*      multi_kernelTORCHINDUCTOR_DIVISIBLE_BY_16   r1     spill_thresholdr  ENABLE_PERSISTENT_TMA_MATMULENABLE_TEMPLATE_TMA_STORETORCHINDUCTOR_SKIP_L1$TORCHINDUCTOR_NUM_DECOMPOSE_K_SPLITS10#TORCHINDUCTOR_DECOMPOSE_K_THRESHOLD32TORCHINDUCTOR_ENABLE_PDL!TORCHINDUCTOR_MIX_ORDER_REDUCTIONrs   mix_order_reduction_split_size5TORCHINDUCTOR_MIX_ORDER_REDUCTION_AUTOTUNE_SPLIT_SIZE"TORCHINDUCTOR_ENABLE_TLX_TEMPLATESenable_tlx_templatesdebug_dump_kernel_inputsr  %TORCHINDUCTOR_TRITON_PROTON_PROFILINGproton_profiling&TORCHINDUCTOR_TRITON_PROTON_OUTPUT_DIRproton_output_dir'TORCHINDUCTOR_TRITON_PROTON_GROUP_BY_SMproton_group_by_sm-TORCHINDUCTOR_TRITON_PROTON_SPLIT_INVOCATIONSproton_split_invocations-TORCHINDUCTOR_TRITON_PROTON_PER_CTA_OCCUPANCYproton_per_cta_occupancyr   )Xr  r  r  r  r&  r   r   r   
cudagraphscudagraph_treescudagraph_skip_dynamic_graphsr  r   r  r   r   r  slow_path_cudagraph_asserts!cudagraph_trees_history_recordingcudagraph_trees_objgraphr	    cudagraph_support_input_mutation#cudagraph_unexpected_rerecord_limitr  force_cudagraph_syncforce_cudagraphs_warmupr
   r  r  r  fast_path_cudagraph_assertsskip_cudagraph_warmupdebug_sync_graphdebug_sync_kerneldense_indexingr  r  r  autotune_pointwiseautotune_cublasLtr  r  r  r   tiling_prevents_pointwise_fusion tiling_prevents_reduction_fusionunique_kernel_namesunique_user_kernel_namesr  r   persistent_reductionscooperative_reductionsforce_cooperative_reductionsr  divisible_by_16min_split_scan_rblockstore_cubinr-   r1   hipr  use_block_ptruse_tensor_descriptor)transpose_discontiguous_tensor_descriptorr  r  codegen_upcast_to_fp32enable_persistent_tma_matmulenable_template_tma_storeskip_l1_cache.disallow_failing_autotune_kernels_TESTING_ONLYnum_decompose_k_splitsdecompose_k_threshold
enable_pdlmix_order_reduction"mix_order_reduction_initial_xblockr  'mix_order_reduction_autotune_split_sizer  r  dictmax_kernel_dump_occurrencesr  r  r  r  r  r  r   r   r   rz   rz     s   
  :;sBJ O %*! MQXeE#uS#X2F,G&HIP #' ).%  % ,5;$ +.' 9:&9 ! $  &9   37)46 #( "   N 	

4cRU	
 	 d   $Ix}# #d"   04htn3
 ).- "OT!$  M4 (,$'+$ 	

:C@CG  	

?EL  	 wHI  	

<cBcI  	

=sCsJ 
 $)  ),


3S9)L'*% 
 jjnn%DcJcQO   K "'!2!22OS: M "
 15-
 37 (3-6 "
 	

5s;sB !
 !#

/JC PTW WJJNN#:C@CGM 6;2 !


25==;L;LCRV	
  


<dC  :C@CGJ 	

:9;;CTWX	  *+&48"HSM8


NPST	 , 	

;SASH $  02d38n1
 #$ 	

>DK d  (*zz~~0(x} 
 	

@#F#M  
 	

FLPSS d  	

FLPSS d r   rz   c                      \ rS rSr% SrSr\R                  R                  SS5      S:H  r	\R                  R                  SS5      S:H  r
\R                  R                  SS	5      r\R                  R                  S
S5      r\S   \S'   \R                  R                  SS5      rSrSrSr\\S'   Sr\\S'   SrSr\\S'   Sr\\   \S'   Sr\\S'   0 r\\\4   \S'   \R                  R                  SS5      S:H  r\\S'   Sr\\S'   \R                  R                  SS5      S:H  r\\S'   \ " \R                  R                  SS5      5      r!\ \S'   0 r"\\\#4   \S'   Sr$\\S '   Sr%\\S!'   \R                  R                  S"S5      S:H  r&\\S#'   Sr'\\S$'   Sr(\\   \S%'   \)" 5       (       + r*\\S&'   Sr+\\   \S''   Sr,\\   \S('   Sr-\\   \S)'   0 r.\\/R`                  Rb                  \2\   4   \S*'   Sr3\\2\      \S+'   \R                  R                  S,S5      S:H  r4Sr5\\S-'   Sr6\\   \S.'   Sr7\\\2\   -     \S/'   Sr8\\   \S0'   S1r9g)2aot_inductori  z1
Settings for Ahead-Of-Time Inductor Compilation
r   AOT_INDUCTOR_DEBUG_COMPILEr   r   AOT_INDUCTOR_DEBUG_SYMBOLS&AOT_INDUCTOR_COMPILE_WRAPPER_OPT_LEVELO1-AOT_INDUCTOR_DEBUG_INTERMEDIATE_VALUE_PRINTER)r   r   23 debug_intermediate_value_printer&AOT_INDUCTOR_FILTERED_KERNELS_TO_PRINTNFuse_runtime_constant_foldingforce_mmap_weightsTpackagepackage_cpp_onlydynamic_linkagemetadata/AOTINDUCTOR_RAISE_ERROR_ON_IGNORED_OPTIMIZATION#raise_error_on_ignored_optimizationcheck_lowerboundDUMP_AOTI_MINIFIERdump_aoti_minifierAOTINDUCTOR_REPRO_LEVELr*   repro_levelpresetsallow_stack_allocationuse_minimal_arrayref_interface)AOT_INDUCTOR_WEIGHT_USE_CACHING_ALLOCATORweight_use_caching_allocatorpackage_constants_in_so package_constants_on_disk_formatprecompile_headersembed_kernel_binaryemit_multi_arch_kernelmodel_name_for_generated_filescustom_ops_to_c_shimscustom_op_libsAOT_INDUCTOR_ENABLE_LTOlink_libtorchcross_target_platformaoti_shim_libraryaoti_shim_library_pathr   ):r  r  r  r  r&  output_pathr   r   r   debug_compiledebug_symbolscompile_wrapper_opt_levelr  r   r  filtered_kernel_namesserialized_in_specserialized_out_specr  r  r   use_consts_asm_buildr!  r"  r   r#  r$  r  r  r&  r'  r)  r   r+  r,  r   r-  r.  r0  r1  r2  r	   r3  r4  r5  r6  r7  r-   _ops
OpOverloadlistr8  
enable_ltor:  r;  r<  r=  r  r   r   r   r  r    s    KJJNN#?ELMJJNN#?ELM !#

0$! EGJJNN7E$g.@&A 
 JJNN0$   */ $.  %$  GT'+htn+ !OT   "Hd38n! 	

H#NRUU (  "d!  "zz~~.BCHCOO 2::>>*CQGHKH !GT#s(^  $)D( ,1"D0 	

BCHCO !$  %)T( 7;$hsm: $-;. +/$.
 .2HTN1 59"HSM8 EG4

 5 5tCy @AF*.NHT#Y'.  93?3FJ M4 ,08C=/ 48xd3i07,0HSM0r   r  c                   $    \ rS rSr% Sr\\S'   Srg)aot_inductor_modei  Fcompile_standaloner   N)r  r  r  r  rL  r  r  r  r   r   r   rK  rK    s      %$r   rK  c            
          \ rS rSr% SrSr\\   \S'   Sr	\\   \S'   Sr
\S   \S'   S	rS	rS	rS	r\R"                  R%                  \R&                  R)                  S
\R"                  R+                  \R"                  R-                  \R0                  5      S5      5      5      rSr\\   \S'   Sr\\   \S'   / SQr\\   \S'   \R&                  R)                  SS5      S:H  rS	r Sr!\\   \S'   Sr"\\S'   \R&                  R)                  SS5      S:H  r#\$\S'   \R&                  R)                  S5      r%\\   \S'   \R&                  R)                  S5      r&\\   \S'   \R&                  R)                  SS5      r'\\S'   \R&                  R)                  SS5      S:H  r(\$\S '   \R&                  R)                  S!S5      S:H  r)\$\S"'   \R&                  R)                  S#S$5      r*\\S%'   S&r+\$\S''   S	r,\$\S('   S	r-\$\S)'   S&r.\$\S*'   S+r/g),cudai  z9Settings for cuda backend, today this consists of cutlassNarchr1   -O1)-O0rP  -O2-O3z-OScompile_opt_levelFTORCHINDUCTOR_CUTLASS_DIRz../third_party/cutlass/cutlass_max_profiling_configs   nvgemm_max_profiling_configs)rs   r*   r   r   %cutlass_max_profiling_swizzle_optionsCUTLASS_EPILOGUE_FUSIONr   r   cuda_cxxrs   cutlass_backend_min_gemm_size/INDUCTOR_CUDA_BACKEND_GENERATE_TEST_RUNNER_CODEgenerate_test_runnerTORCHINDUCTOR_CUTLASS_ALLOWLISTcutlass_op_allowlist_regexTORCHINDUCTOR_CUTLASS_DENYLISTcutlass_op_denylist_regex)TORCHINDUCTOR_CUTLASS_INSTANTIATION_LEVELcutlass_instantiation_level+TORCHINDUCTOR_CUTLASS_HASH_WITH_COMPILE_CMDcutlass_hash_with_compile_cmd"TORCHINDUCTOR_CUTLASS_PRESCREENINGcutlass_prescreening!TORCHINDUCTOR_CUTLASS_ENABLED_OPSr   cutlass_enabled_opsTuse_binary_remote_cacheupload_to_binary_remote_cachebinary_remote_cache_force_writeenable_caching_codegenr   )0r  r  r  r  r&  rO  r   r  r  r1   rT  r   enable_cuda_ltoenable_ptxas_infoenable_debug_infouse_fast_mathr   pathrealpathr   r   joindirnamer-   __file__cutlass_dirrV  r   rX  rY  rH  cutlass_epilogue_fusion_enabledcutlass_tma_onlyr[  r\  r^  r  r`  rb  rd  rf  rh  rj  rk  rl  rm  rn  r  r   r   r   rN  rN    sL   C
 D(3-
 "GXc]! EJw@AI O   M ''""


'GGLL8:ST	
K 48!8C=7 34 (3-3 8D)49C 	

0#6#= $
  #Hhsm" *+!3*
 	

H#NRUU $  13

)1  02zz~~(0x}  (*zz~~3S(  	

DcJcQ "4  	

;SASH $   "zz~~+U  
 %)T( +0!4/ -2#T1 $(D'r   rN  c                      \ rS rSr% / r\\   \S'   / SQr\\	S      \S'   Sr
\	S   \S'   SrSrS	rS	rSrS
r\\   \S'   \R&                  R)                  S5      r\R&                  R)                  SS5      S:H  r\\S'   S
r\\   \S'   S
r\\   \S'   S
r\\   \S'   Sr\\S'   S
r\\\      \S'   Sr\\S'   Sr\\S'   Sr g
)rocmi@  rO  )gfx90agfx942gfx950ck_supported_archrR  )	rQ  rP  rR  rS  z-Osz-Ozz-Ominz-Ofastz-OmaxrT  FTN	rocm_homeTORCHINDUCTOR_CK_DIR-INDUCTOR_CK_BACKEND_GENERATE_TEST_RUNNER_CODEr   r   r^  n_max_profiling_configsck_max_profiling_configsck_tile_max_profiling_configsuse_preselected_instanceskBatch_sweepr  split_k_thresholdcontiguous_thresholdr   )!r  r  r  r  rO  rH  r  r  r  r   rT  is_debug
save_tempsrr  flush_denormalsprint_kernel_resource_usager  r   r   r   r   ck_dirr^  r  r  r   r  r  r  r  r  r  r  r   r   r   r|  r|  @  s%    D$s)FtG$@AB  	 wL 
 H J M O #(  $Ix}# ZZ^^23F 	

FLPSS $ 
 .2Xc]1 /3hsm2 48!8C=7 ',t+ )-L(49%,  s !##"r   r|  )r  rz   halidepallascpu_backend)rz   r  r  cuda_backendxpu_backendc                   R    \ rS rSr% SrSrSr\S   \S'   Sr	\S   \S'   S	r
S	rS	rS
rg)r  i  hostz	host-cudaAnderson2021)r  Li2018	Adams2019Mullapudi2016scheduler_cudar  scheduler_cpuFr   N)r  r  r  r  
cpu_target
gpu_targetr  r   r  r  assertsdebugscan_kernelsr  r   r   r   r  r    sQ    J J
 	 GRS  	 7QR 
 G E Lr   r  c            	          \ rS rSr% \R
                  R                  SS5      S:H  r\R
                  R                  SS5      S:H  rSr	\
\   \S'   SrSrS	rS	rS	rS	rS	r\R
                  R                  S
S5      S:H  r\R
                  R                  SS5      S:H  r\R
                  R                  SS5      r\R
                  R                  SS5      rSrSr\
\\/S4      \S'   \R
                  R                  SS5      S:H  r\" \R
                  R                  S\R
                  R                  SS5      5      5      r\\S'   Srg)tracei  TORCH_COMPILE_DEBUGr   r   TORCH_COMPILE_DEBUG_SAVE_REALN	debug_dirFTINDUCTOR_POST_FUSION_SVGINDUCTOR_ORIG_FX_SVGINDUCTOR_DOT_GRAPH_SHAPE_SVG INDUCTOR_LOG_URL_FOR_GRAPH_XFORM
upload_tarLOG_AUTOTUNE_RESULTSINDUCTOR_PROVENANCEprovenance_tracking_levelr   )r  r  r  r  r   r   r   enabledsave_real_tensorsr  r   r  r  	debug_loginfo_logfx_graphfx_graph_transformedir_pre_fusionir_post_fusionoutput_codegraph_diagramdraw_orig_fx_graphdot_graph_shapelog_url_for_graph_xformcompile_profiler  r   log_autotuning_resultsr   r  r  r   r   r   r  r    s\   jjnn2C8C?G 

'FLPSS  $Ix}# I H H   M N K JJNN#=sCsJM (>DK jjnn%CTJO !jjnn-OQUV O 37J3%+./6ZZ^^,BCHCO &)


!2::>>2G#M	
&s r   r  )
ztrace.upload_tarrk   rl   rm   zaot_inductor.repro_levelzaot_inductor.dump_aoti_minifierrh   ri   r  rn   _save_config_ignore)r  zcuda.cutlass_dirr   r<  ri   rh   rk   rl   r  rn   r_  rA   rC   rG   rH   _cache_config_ignore_prefixexternal_matmul8TORCHINDUCTOR_WRITE_ARE_DETERMINISTIC_ALGORITHMS_ENABLEDc                   R    \ rS rSr% Sr\\\\\\\	4      4      \
S'   Sr\\
S'   Srg)lookup_tablei,	  NtableTcheck_src_hashr   )r  r  r  r  r  r   r  r  rH  r   r  r  r  r  r   r   r   r  r  ,	  s4    7;E8Dd4S>2234;  NDr   r  c                       \ rS rSr% Sr\\S'   Sr\\	   \S'   Sr
SrSrSr\\   \S'   Sr\\   \S'   SrSr\\S      \S	'   SrS
r\\S'   \R,                  " S5      S:H  r\R,                  " SS5      rSrSrSrg)test_configsi7	  F%force_extern_kernel_in_multi_templateNmax_mm_configsautotune_choice_name_regexautotune_choice_desc_regex)assertr;  track_memory_lifecycleT assume_bucketing_reduces_latency,TORCHINDUCTOR_FORCE_FILTER_REDUCTION_CONFIGSr   )TORCHINDUCTOR_DISTORT_BENCHMARKING_RESULTr   r   )r  r  r  r  r  r  r  r  r   r   runtime_triton_dtype_assertruntime_triton_shape_assertstatic_cpp_dtype_assertr  r  r  *graphsafe_rng_func_ignores_fallback_randomr  r   use_libtorchr  r   getenvforce_filter_reduction_configsdistort_benchmarking_resultbisect_pre_grad_graph'bisect_keep_custom_backend_for_inductorr  r   r   r   r  r  7	  s    27)47$(NHSM("'"'# 15404416.AEHW_%=>E L .2$d1 			@ASH # #%))3R# ".3+r   r  )*(M  r   r5  collections.abcr   typingr   r   r   r   r   r-   !torch._inductor.custom_graph_passtorch._environmentr	   torch.utils._config_moduler
   r   r   torch._inductor.choicesr   r   r   inplace_paddingcan_inplace_pad_graph_inputr  r   r   r"   r%   r(   r2   r7   enable_auto_functionalized_v2r  disable_progressverbose_progressworker_log_pathr:   r   r  rA   rB   rC   rD   rF   rG   rH   rI   rK   rL   rM   r  r  rN   rQ   rS   rU   rW   rX   online_softmaxapply_gumbel_max_trickdcestatic_weight_shapessize_assertsnan_assertsruntime_triton_nan_assertsscalar_assertsalignment_assertspick_loop_ordersinplace_buffersallow_buffer_reusememory_planningrr  rg   benchmark_harnessepilogue_fusionprologue_fusionepilogue_fusion_firstpattern_matcherb2b_gemm_passrh   r   custom_graph_passCustomGraphPassTyperi   rj   CustomPartitionerFnTyperk   rl   rm   r(  graphGraphrn   rH  ro   split_cat_fx_passes efficient_conv_bn_eval_fx_passesis_predispatchgroup_fusionbatch_fusionrp   rq   reorder_for_localitydynamic_scale_rblockforce_fuse_int_mm_with_muluse_mixed_mmrx   r|    reorder_for_compute_comm_overlapr}   r~   reorder_for_peak_memoryreorder_for_peak_memory_debugr   r   r   r   r   r   r   estimate_op_runtimer   intra_node_bwinter_node_bw
cpu_gpu_bwr   distributed_max_autotune_gemmpipeline_max_autotune_gemmmax_autotunemax_autotune_pointwisemax_autotune_gemmr   inductor_default_autotune_warmupinductor_default_autotune_repr   r   !max_autotune_report_choices_stats.max_autotune_prune_choices_based_on_shared_memtriton_disable_device_detectionr   r   r   r   r   uppermax_autotune_gemm_backendsmax_autotune_conv_backendsr   r   r   r   r   r   r   r   r   autotune_fallback_to_atenunbacked_symint_fallbacksearch_autotune_cache	save_argsautotune_in_subproc+max_autotune_subproc_result_timeout_seconds-max_autotune_subproc_graceful_timeout_seconds.max_autotune_subproc_terminate_timeout_secondsautotune_multi_devicecollective_benchmark_nrunsr'  collective_benchmark_timeoutcoordinate_descent_tuning'coordinate_descent_check_all_directions coordinate_descent_search_radiusr   r   run_jit_post_compile_hookr   r   r   autoheuristic_log_pathr1   r  layout_opt_defaultlayout_optimizationforce_layout_optimizationkeep_output_stridewarn_mix_layoutrealize_reads_thresholdrealize_opcount_thresholdrealize_acc_reads_thresholdr   fallback_random"fallback_embedding_bag_byte_unpackimplicit_fallbacks assume_unaligned_fallback_outputr   aggressive_fusionr   r   enabled_metric_tablesr   r   score_fusion_memory_thresholdbenchmark_epilogue_fusion max_epilogue_benchmarked_choicesmax_fusion_size)max_fusion_buffer_group_pairwise_attemptsr   max_pointwise_cat_inputsforce_pointwise_catunroll_reductions_thresholdcomment_originconv_1x1_as_mmsplit_reductionsdeterministicmin_num_splitbenchmark_kernelconstant_and_index_propagationalways_keep_tensor_constantsassert_indirect_indexingcompute_all_boundscombo_kernelsbenchmark_combo_kernelcombo_kernels_autotunecombo_kernel_allow_mixed_sizes#combo_kernel_foreach_dynamic_shapescombo_kernel_max_num_argsjoint_graph_constant_foldingdebug_index_assertsemulate_precision_castsemulate_divison_rounding__version__is_nightly_or_sourcedeveloper_warnings"optimize_scatter_upon_const_tensorr   r   r   r   r   r  r  _fuse_ddp_communication_fuse_ddp_bucket_sizer  r  r
  r  r,  r=  r<  r?  rA  rB  rC  rE  rG  rH  libfb.pyrJ  __package__get_dir_pathrs  ru  replaceseprI  
ValueErrorImportErrorkernel_name_max_opsshape_paddingcomprehensive_paddingpad_channels_lastpad_dynamic_shapesdisable_padding_cpu$expand_dimension_for_pointwise_nodespadding_alignment_bytespadding_stride_thresholdpad_outputsbw_outputs_user_visiblerO  permute_fusionprofiler_mark_wrapper_callgenerate_intermediate_hooksdebug_ir_traceback_raise_error_for_testingrQ  _profile_varprofile_bandwidthprofile_bandwidth_regexrT  /profile_bandwidth_with_do_bench_using_profilingdisable_cpp_codegenrW  rX  rY  rZ  r[  r\  r]  r^  r_  enable_linear_binary_foldingrb  rc  rd  rg  rh  rj  rl  rs  ru  rw  r  rz   r  rK  rN  r|  r  r  r  r  r  r  r  r  Tensor*write_are_deterministic_algorithms_enabledr  r  torch.utils._config_typingmodulesr  r   r   r   <module>r~     s   	 
 $ ? ?  ( ( V V 7**..!@#F#M# Cx~ CHTN Cx~ CKx~ K8D> d 
 
 JJNN7=D 
 	     8A{{3 
 '.  - ?;1	  $) D ( )F(G x~ G ./ "8D>  )/MB)   " d ! )F(G x~ G 1V0W x~ W $*VW d W 05 & 4 57 !4S> 6 )-  ,  (1*  JJNN#>DKT K JJNN=sCsJ D  ::>>"<cBcI
D I
 *3_ d 4 >DK JJNN93?3F 
    zz~~:C@CGjjnn89S@JJNN=>#E   >DK JJNN4Y[[ccR
       **..!@#F#M 

<=D HJzz~~HWCD 
    *+     TX 5??<<PP WTX EOO==QQ X TX u88PP W PT u88LL SPT 99MM T
 JN hx)=)=(>(DEF M 	 	;	<=:;	= 	 	 (	;	<=:;	= 	   $)     ( 68 c4S>12 7 79 $sDcN23 8   zz~~&JCPTWW  #   	+ c3h  FQAB P $)  .  (	?@A>?A	
	*  )-  ,   %  /0 & / >D w9: CQU .3%*9M0N U4: 7=1 : 	 3HXseSj=Q4R  17 w}- 6QU .3%*9M0N U   */ !4 /   
 &,?<& d  JJNN@ASH  JJNN;<C 
 zz~~:;sB (NOSVV  JJNN#DEL #&II5r:$   !$II2C8! #  ,-   JJNNDcJcQ " JJNNQSVW
 / JJNNBCHCO   JJNN2y{{CPST
   *, T#Y + -2 #T 1 $47 d  !# DI "  ZZ^^.0A%'   ZZ^^.%'  DF::>>2ID%' (? @ 
 DF::>>2ID%' (? @ 
 " T ! " T !   ! T  #  #! d ! JJNN.4; 4 
 "      JJNN45<	 jjnn%HISP 
 /3 +03 -14 . 

'LMQTT  !JJNN=tD 
  %JJNN?F  
 JJNN<=D  JJNNJKsR ( $'JJNN<cB$   

'LbQ JJNN#DjQ  JJNN<cBcI 
BC BD BK K KGC GD G *I 
 !& 1 1 1Ss JJNN68JKsR  JJNN+KSQUXX  ZZ^^$FLPSS  **..!@ASH
       !(3- 
  &+ "  JJNNCDK !
 EI ".?*?!@A H   ZZ^^$@ASHd H(HISP $ P

'LbQ JJNN29;;CC  D   (,  + !#  JJNN<cBcI 
 $%    -/ ) /3 hsm 2          99=sCsJ  		78C? BJJNN#@!DE::>>"BCHCO  "&   %           "# &* #   $    JJNN:C@CG  JJNN<cBcI 
  1 11OUe>O>O5O [8$8  JJNNEsKsR #
 &* Xc] )(,  ,
C 
 67 S 7 &. s - !'7:!    T       I U8I+>+C%D E 
 ! D  : :
21 21j6T 6! !J *3:P:R# R $*:=$ D  #)# C  ">!? $ ? $*
;$ D  39IL3 )4  JJNN>DK T 
 '-
>' t 
 3- ;;
 $$&33[00bff=zJ   '33J?
    

<cBcI JJNN8#>#E        (- $  (          >DK # 
 $    !  +4+o t 5zz~~5r: B&  , 3"  +-**.."D+ (3- 
 JJNNHISP 0    8#>#E$ E %* T )  %  $ (-  ,
 $ t # $ t # 8= . < ,1 "D 0 49 *D 8 JJNN?EL  **..)JCPTWW 4 W 37 )4 6 46 tCc3h/0 5RZZ^^,MuUV 3 V %  %!'&" $  +16+ !4 
	Xc] 	 %+1% c  "@ @F@ @F
m1 m1f% %C( C(LF# F#T =BW89 A 7?g23 > "*WX ) 8K K\" T#Y * T#Y 2 UWhellELLI4OPQ V IIH#NRUU +
   '4 '4T , ckk(+ ,}' $   s   !AAG  AG  G AGGAG