
    i                    $   U d dl Z d dlZd dlmZ d dlmZmZmZmZm	Z	m
Z
 d dlZd dlZd dlmZ d dlmZmZmZmZ e	rd dlmZ e j,                  j/                  dd      dk(  Zd	Zd
ee   fdZd
ee   fdZd
ee   fdZd
ee   fdZd
ee   fdZd
efdZ d
efdZ!e j,                  j/                  dd      dk(  Z"d	Z#dZ$d	Z% e       rdndZ& e'e j,                  j/                  dd            Z(e'e)d<    edddd      Z*ee)d<   d	Z+ee)d<    e       Z,ee   e)d<    e       Z-ee   e)d<    ed d!d"      Z.ee)d#<   dZ/ee)d$<    e       Z0ee   e)d%<    e       Z1ee   e)d&<    ed'(      Z2ee)d)<   d	Z3ee)d*<   i Z4e5e6e6f   e)d+<   dZ7ee'   e)d,<   d-Z8ed.   e)d/<   e j,                  j/                  d0d1      dk(  Z9ee)d2<   e j,                  j/                  d3d1      dk(  Z:ee)d4<   e j,                  j/                  d5d1      dk(  Z;ee)d6<    e        Z<ee)d7<   e j,                  j/                  d8d      dk(  Z=e j,                  j/                  d9d      dk(  Z>d	Z?dZ@e j,                  j/                  d:d      dk(  ZAe j,                  j/                  d;      dk(  ZBe j,                  j/                  d<      dk(  ZCe j,                  j/                  d=d      dk(  ZDe j,                  j/                  d> e       rd1nd      dk(  ZEdZFdZGdZHe j,                  j/                  d?d1      dk(  ZIe j,                  j/                  d@      dk(  ZJe j,                  j/                  dAdB      ZKedC   e)dD<   dZLdZM e!       ZNd	ZOdZPd	ZQdZRej                  j                  j                  e)dE<   dZVej                  j                  j                  e)dF<   dZWej                  j                  j                  e)dG<   dZYej                  j                  j                  e)dH<   dZZej                  j                  j                  e)dI<   dZ[eeej                  j                  j                  gdf      e)dJ<   dZ_eee`dK   ge`dK   f      e)dL<   dZaeee`dK   ge`dK   f      e)dM<   dZbd	Zcd	Zdd	ZedZfi Zge5e6e5e6ef   f   e)dN<   i Zhe5e6e5e6ef   f   e)dO<   dZie j,                  j/                  dPd      dk(  Zjd	ZkdZld	dQdRddSZme5e6ef   e)dT<   dUZnedV   e)dW<   d	Zog Zpe`e
e6ee`dK   ge`dK   f   f      e)dX<   dZqee'   e)dY<   dZrd	Zsd Zte'e)dZ<   d[Zued\   e)d]<   dZveee'ge'f      e)d^<   d[Zwed_   e)d`<   dZxeee'ge'f      e)da<   d[Zyed_   e)db<   dZzeee'ge'f      e)dc<   ddZ{d	Z|ee)de<   dZ}dfZ~dgZ eddhdij      Zee)dk<   e j,                  j/                  dl      dk(  Ze j,                  j/                  dm      dk(  Ze j,                  j/                  dn      dk(  Ze j,                  j/                  do      dk(  Ze j,                  j/                  dp      dk(  Z e' e j                  dqdf            Z e' e j                  drds            Zd
ee'   fdtZ e       Zee'   e)du<   e j,                  j/                  dvd      dk(  Ze j,                  j/                  dwd1      dk(  Ze j,                  j/                  dxd1      dk(  Ze j,                  j/                  dy e       sdnd1      dk(  Zee)dz<   g Ze`e6   e)d{<   g Ze`e6   e)d|<   d	Zee)d}<    ed~dd	"      Zee)d<   g Ze`e'   e)d<   e j,                  j/                  dd      j)                         Zd
ee'   fdZ e       Zee'   e)d<   e j,                  j/                  dd      j)                         Ze j,                  j/                  dd      j)                         Zed   e)d<   e j,                  j/                  dd      j)                         Zed   e)d<   d	Zee)d<   d	Zee)d<   dZee)d<   dZee)d<   dZee)d<   dZee)d<   e j,                  j/                  dd1      dk(  Zee)d<   d	ZdZd	Ze j,                  j/                  d      dk(  Ze j,                  j/                  d      dk(  ZdZdZdZe j,                  j/                  d      dk(  Z e'e j,                  j/                  dd            Z ee j,                  j/                  dd            Ze j,                  j/                  d      dk(  Ze j,                  j/                  d      dk(  Z e'e j,                  j/                  dd            Ze j,                  j/                  dd      Ze j,                  j/                  dd      Ze j,                  j/                  dd1      dk(  Zde6d
efdZde6d
efdZde6d
efdZe j,                  j/                  dd      Zejp                  jr                  sdnd1Ze j,                  j/                  de      dk(  Ze j,                  j/                  dd1      dk(  Ze j,                  j/                  dd      dk(  Ze j,                  j/                  d      dk(  ZdZdZdZdZee'   e)d<   d	Zd	ZdZe j,                  j/                  d      dk(  ZdZeeg df      e)d<   d	Ze j,                  j/                  d      dk(  Zee)d<   e j,                  j/                  d      dk(  Zee)d<   e j,                  j/                  dd      Ze j,                  j/                  d e       rd1nd      dk(  Zee)d<   dZee)d<   dZe j,                  j/                  dd      dk(  ZdRZdZdZdZee'   e)d<   dZd	ZdZd	Zd	Z e j                  dd      dk(  Z e j                  dū      dk(  Z e'e j,                  j/                  dd             Ze j,                  j/                  dd1      dk(  ZdZd	ZdZd	Zd	Zd	ZdRZdRZdZdZd	Zd	ZdZd	Zdej                  v xs dej                  v Z e       xs eZe j,                  j/                  dd      dk(  ZdZee6   e)d<   dZee6   e)d<    eddϫ      Ze6e)d<   d
e6fdфZ e       Ze6e)d<   dZe'e)d<    eddd"      Zee)d<    edd	ϫ      Zee)d<   d	ZdfZddgZe`e
ed   e6f      e)d<   d	Zee)d<   e j,                  j/                  dd1      dk(  ZdZe'e)d<   dZe'e)d<   dZee)d<    G d d      Z G d d      Z d
efdZd
e'fdZ e       rdn e       Zee'   e)d<    eddd"      Zee)d<    ed      Ze'e)d<    e        Zee)d<    ed(      Zee)d<    eddd	"      Zee)d<   e j,                  j/                  dd1      dk(  Z	ee)d<    ed(      Z
ee)d<   ee6   e)d<    e       rt	 d dlmZ erP ej                  e j                  j!                  ej#                  de j$                        d             Zn ej                  d       ZndZdZe j,                  j/                  dd      dk(  Ze j,                  j/                  dd      dk(  Zd	Zd	ZdZd	ZdZdZd	ZdZ d	Z!ee)d<   e j,                  j/                  dd1      dk(  Z"d	Z#d	Z$d	Z%d	Z& e        Z'ee)d<   e j,                  j/                  dd      Z(e(dk7  Z)e(dk(  rdne(Z*e j,                  j/                  dd      Z+ee6   e)d	<   e j,                  j/                  d
      dk(  Z,d	Z-e j,                  j/                  dd1      dk(  Z.ee)d<   d	Z/ee)d<   d	Z0ee)d<   d	Z1ee)d<   d	Z2ee)d<   d	Z3ee)d<   d	Z4ee)d<   d	Z5ee)d<   d	Z6ee)d<   e j,                  j/                  dd1      dk(  Z7e j,                  j/                  dd1      dk(  Z8ee)d<   dZ9ee)d<   i Z:e5e6e5e6ef   f   e)d<    e'e j,                  j/                  dd            Z;e'e)d<   d	Z<ee)d<   d
ee6   fdZ= eddϫ      Z>e6e)d <    G d! d"      Z? G d# d$      Z@ G d% d&      ZA G d' d(      ZB G d) d*      ZC G d+ d,      ZD eeD       G d- d.eD             ZE eeD       G d/ d0eD             ZF G d1 d2      ZGd$ZHed3   e)d4<   d&ZIed5   e)d6<   d7ZJed7   e)d8<   d&ZKed&   e)d9<    G d: d;      ZL G d< d=      ZMg d>ZNe`e6   e)d?<   g d@ZOe`e6   e)dA<   g ZPe`eej                  ej                  ej                  gdf      e)dB<    e j                  dCd      dk(  ZR G dD dE      ZS G dF dG      ZTe	rd dHlU  G dI dJ      ZVe j,                  j/                  dKd1      dk(  ZWee)dL<    eej                  eY          y# eef$ r dZY w xY w(M      N)Callable)AnycastLiteralOptionalTYPE_CHECKINGUnion)	is_fbcode)Configget_tristate_envinherit_fields_frominstall_config_module)InductorChoicesTORCHINDUCTOR_INPLACE_PADDING1Freturnc                      t        d      S )N#TORCHINDUCTOR_FX_GRAPH_REMOTE_CACHEr        g/var/www/vps2.regionflexible.com/Desarrollo/venv/lib/python3.12/site-packages/torch/_inductor/config.pyfx_graph_remote_cache_defaultr          ABBr   c                      t         j                  j                  d      dk(  ryt         j                  j                  d      dk(  ryy )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                      t        d      S )N#TORCHINDUCTOR_AUTOTUNE_REMOTE_CACHEr   r   r   r   autotune_remote_cache_defaultr$   $   r   r   c                      t        d      S )N+TORCHINDUCTOR_BUNDLED_AUTOTUNE_REMOTE_CACHEr   r   r   r   %bundled_autotune_remote_cache_defaultr'   (   s    IJJr   c                  :    t        dt               sd      S d       S )N/TORCHINDUCTOR_BUNDLE_TRITON_INTO_FX_GRAPH_CACHET)r   r
   r   r   r   )bundle_triton_into_fx_graph_cache_defaultr*   ,   s&    9K %) r   c                      d} dt         j                  v r"t         j                  j                  d      dk(  S t               r$t        j
                  j                  d      }|| k  S y)N   &TORCHINDUCTOR_USE_STATIC_CUDA_LAUNCHERr   z-pytorch/inductor:static_cuda_launcher_versionTr   r   r    r
   torch_utils_internaljustknobs_getval_int)STATIC_CUDA_LAUNCHER_VERSIONversions     r   static_cuda_launcher_defaultr4   3   s^    #$ /2::=zz~~FG3NN	''<<;
 666 r   c                      d} dt         j                  v r"t         j                  j                  d      dk(  S t               r&d}t        j
                  j                  |      }|| k  S y)Nr   TORCHINDUCTOR_PROLOGUE_FUSIONr   z(pytorch/inductor:prologue_fusion_versionTr.   )ENABLE_PROLOGUE_FUSION_VERSIONjk_namer3   s      r   prologue_fusion_enabledr9   B   s\    %&"&"**4zz~~=>#EE	<''<<WE888r   "TORCHDYNAMO_AUTO_FUNCTIONALIZED_V2T-/logs/dedicated_log_torch_compile_worker_rank,TORCHINDUCTOR_PRECOMPILATION_TIMEOUT_SECONDSi,  precompilation_timeout_secondsz0pytorch/remote_cache:enable_local_fx_graph_cache$TORCHINDUCTOR_FX_GRAPH_CACHE_DEFAULTTORCHINDUCTOR_FX_GRAPH_CACHE)justknobenv_name_defaultenv_name_forcedefaultfx_graph_cacheremote_gemm_autotune_cachefx_graph_remote_cache!bundle_triton_into_fx_graph_cachez>pytorch/remote_cache:enable_non_blocking_remote_cache_write_v2-TORCHINDUCTOR_NON_BLOCKING_REMOTE_CACHE_WRITE)r@   rB   rC   non_blocking_remote_cache_writeautotune_local_cacheautotune_remote_cachebundled_autotune_remote_cachez*torch.compiler.config.force_disable_caches)aliasforce_disable_caches&unsafe_skip_cache_dynamic_shape_guards!unsafe_marked_cacheable_functionssleep_sec_TESTING_ONLYneeds_fixed_stride_order)rR   flexible_layout'triton_kernel_default_layout_constraintTORCHINDUCTOR_CPP_WRAPPERr   cpp_wrapper(TORCHINDUCTOR_CPP_WRAPPER_BUILD_SEPARATEcpp_wrapper_build_separateTORCHINDUCTOR_FX_WRAPPER
fx_wrappercpp_cache_precompile_headersTORCHINDUCTOR_ONLINE_SOFTMAX$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)nonerf   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)rC   tritonatenr|   mixed_mm_choice'reorder_for_compute_comm_overlap_passesreorder_prefetch_limit&size_threshold_for_succ_based_strategyrg   )rg   all	only_fsdpbucket_all_gathers_fx.bucket_all_gathers_fx_bucket_size_determinatorrg   r   bucket_reduce_scatters_fx2bucket_reduce_scatters_fx_bucket_size_determinatorbucket_all_reduces_fx.bucket_all_reduces_fx_bucket_size_determinatorrC   !runtime_estimations_mms_benchmark   g      I@*TORCHINDUCTOR_USE_EXPERIMENTAL_BENCHMARKERz-pytorch/inductor:use_experimental_benchmarker)rC   rB   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                      t         j                  j                  d      } | y| j                         dv ry t	        |       S )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cudagraph_unsafe_unbacked_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,CPPc                  ~    t         j                  j                  dd      } | j                         dv ry t	        |       S )N*TORCHINDUCTOR_NVGEMM_MAX_PROFILING_CONFIGS5r   r   r   s    r   %_nvgemm_max_profiling_configs_defaultr   K  s2    jjnnI3OG}}/)w<r   nvgemm_max_profiling_configs(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                 2    t        |       xs t        |       S N)collect_autoheuristicuse_autoheuristicr   s    r   run_autoheuristicr     s     &A*;D*AAr   c                 l    | t         j                  j                  j                  j	                  d      v S N,)r/   	_inductorconfigautoheuristic_collectsplitr   s    r   r   r     s(    5??))??EEcJJJr   c                 l    | t         j                  j                  j                  j	                  d      v S 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   devgit0TORCHINDUCTOR_OPTIMIZE_SCATTER_UPON_CONST_TENSORadd_pre_grad_passesremove_pre_grad_passesTORCHINDUCTOR_DISABLED_PASSESrB   rC   disabled_passesc                  r    dt         j                  v rt         j                  d   } nd} | dv s
J d|         | S )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log_tlparsefuse_ddp_with_concat_opschedule_comm_wait).N_fuse_ddp_communication_passes_micro_pipeline_tp)TORCHINDUCTOR_PARTITIONED_SCATTER_ENABLEDr,   "partitioned_scatter_min_partitions   "partitioned_scatter_max_partitionsg?!partitioned_scatter_memory_budgetc                   *    e Zd ZU dZeed<   dZeed<   y)_collectiveFauto_selecti   #one_shot_all_reduce_threshold_bytesN)__name__
__module____qualname__r  bool__annotations__r  r   r   r   r   r  r    s    K/9'9r   r  c                   `   e Zd ZU dZdZeed<   dZee   ed<   dZ	ee   ed<   dZ
ee   ed<   dZee   ed<   dZeeej"                  j$                  gee   f      ed	<   d
Zed   ed<   dZee   ed<   dZee   ed<   dZee   ed<   dZee   ed<   dZeed<   dZeed<   dZee   ed<   dZeed<   y)aten_distributed_optimizationszDConfiguration for distributed optimization passes on ATen FX graphs.Fenable_overlap_schedulingNcollective_bucketinginsert_overlap_depsmax_compute_pre_fetchcompute_overlap_multiplercustom_runtime_estimation
analytical)r+  	benchmarkcollective_estimatormax_memory_increase_gbmax_memory_increase_ratiomax_in_flight_gbmax_coll_distance!log_final_collectives_estimationsTbucket_exposed_firstenable_fusion_regions&prioritize_bucketing_during_scheduling)r  r  r   __doc__r%  r!  r"  r&  r   r'  r(  r   r)  floatr*  r   r/   fxNoder-  r   r.  r/  r0  r1  r2  r3  r4  r5  r   r   r   r$  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 "&$%
 -18D>0 48*D7r   r$  c                  R    d} d}t         j                  j                  |      }| |k\  S )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.
    rv   z0pytorch/inductor:enable_parallel_compile_version)r/   r0   r1   )ENABLE_PARALLEL_COMPILE_VERSIONr8   r3   s      r   #parallel_compile_enabled_internallyr<  -  s0     '(#@G##88AG*g55r   c                  &   ddl } | j                  t              }dt        j                  v r0t        t        j                  d         }|j                  d|       |S t        j                  dk(  rd}|j                  d       |S t               rt               sd}|j                  d       |S t        t        d	      rt        t        j                  d            nt        j                         }|sJ t        d
|      }|j                  d|       |S )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win32rv   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lenr@  	cpu_countmin)rB  logcompile_threadsrI  s       r   decide_compile_threadsrM  ;  s      

H
%C&"**4bjj)HIJ4oF" ! 
	 56  
@B56  r./ $$Q'( 	
 yb),,o>r   rL  z+pytorch/inductor:quiesce_async_compile_pool(TORCHINDUCTOR_QUIESCE_ASYNC_COMPILE_POOLquiesce_async_compile_pool<   )rC   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_PADDINGi   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_aotc                      d } t               rGt        j                  j                  dd       }t        j                  j                  dd      }|d| } | S )NMAST_HPC_JOB_NAME	ROLE_RANKr   r;   )r
   r   r   r    )log_locmast_job_nameglobal_ranks      r   get_worker_log_pathr~  ;  sL    G{

':DAjjnn[#6$Ek]SGNr   TORCHINDUCTOR_WORKER_LOGPATHtorchinductor_worker_logpathc                       e Zd ZU ej                  j                  d      dk(  Zeed<   dZ	e
ed<   dZe
ed<   ej                  j                  d      ! e
ej                  j                  d            nd	Ze
d	z  ed
<   y	)auto_chunkerTORCHINDUCTOR_AUTO_CHUNKERr   enablei   output_size_thresholdr   amplify_ratio_threshold TORCHINDUCTOR_CHUNKER_NUM_CHUNKSN	num_chunk)r  r  r   r   r   r    r  r!  r"  r  r   r  r  r   r   r   r  r  M  sz    ::>>">?3FFDF "-3, $%S$ ::>><=I 	BJJNN=>? sTz r   r  c                      e Zd ZU dZdZej                  j                  dd      dk(  Zej                  j                  dd      dk(  Z	dZ
ee   ed<    eej                  j                  d	d
            Zdej                  j                  dej                   dk(  rdnd      fZedef   ed<   ej                  j                  dd      dk(  Zej                  j                  dd      dk(  ZdZee   ed<   dZee   ed<    ed      Zee   ed<   dZed   ed<    eej                  j                  dd            Zej                  j                  dd      dk(  Zej                  j                  dd      dk(  Zej                  j                  dd      Z ej                  j                  dd      dk(  Z!d Z" eej                  j                  d!d            Z#ej                  j                  d"d      Z$ej                  j                  d#d      Z%d$Z&d Z'ej                  j                  d%d      dk(  Z(d Z)ej                  j                  d&d      dk(  Z*ej                  j                  d'd      dk(  Z+y)(cppzu
    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_ARRAY),r  r  r   r6  threadsr   r   r    no_redundant_loopsdynamic_threadsr  r   r   r"  min_chunk_sizerE  rF  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  ^  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                   b   e Zd ZU dZej
                  j                  d      dk(  ZdZdZ	dZ
eeeeeedf   f         ed<   dZdZdZ e        Zd	Zd
Zee   ed<   dZdZ edd      Zeed<   dZeed<   dZdZdZdZ dZ!ej
                  j                  d e       sdnd      dk(  Z"eed<   dZ#ee   ed<   dZ$eed<   dZ%dZ&dZ'ee   ed<   dZ(eed<   dZ)eed<    ejT                  dd      dk(  Z+eed<   dZ,dZ-ej
                  j                  dd      dk(  Z.ej
                  j                  dd      dk(  Z/dZ0e1d   ed<   ej
                  j                  dd      dk(  Z2ej
                  j                  d d      dk(  Z3dZ4 eej
                  j                  d!d            Z5e1d"   ed#<   ej
                  j                  d$d      dk(  Z6d%Z7dZ8e9jt                  jv                  rd&nd'Z<eed(<   dZ=dZ>dZ?dZ@eeA   ed)<   dZBej
                  j                  d*d      dk(  ZCej
                  j                  d+d      dk(  ZDej
                  j                  d,d      dk(  ZEdZF eej
                  j                  d-e9jt                  jv                  rdnd.            ZG eej
                  j                  d/d0            ZHej
                  j                  d1d      dk(  ZIej
                  j                  d2 e       rdnd      dk(  ZJd3ZKdZLee   ed4<   ej
                  j                  d5d      dk(  ZMdZNej
                  j                  d6      dk(  ZOej
                  j                  d7d      dk(  ZPeed8<   i ZQeReAef   ed9<   d:ZSej
                  j                  d;d      dk(  ZTeed<<   ej
                  j                  d=      ZUeeA   ed><   ej
                  j                  d?d      dk(  ZVeed@<   ej
                  j                  dAd      dk(  ZWeedB<   ej
                  j                  dCd      dk(  ZXeedD<   y)Er}   z.
    Config specific to codegen/triton.py
    TORCHINDUCTOR_CUDAGRAPHSr   TFN.cudagraph_capture_sizesr  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TORCHINDUCTOR_NATIVE_MATMULnative_matmul!TORCHINDUCTOR_UNIQUE_KERNEL_NAMES&TORCHINDUCTOR_UNIQUE_USER_KERNEL_NAMESr  r  r  #TORCHINDUCTOR_PERSISTENT_REDUCTIONS$TORCHINDUCTOR_COOPERATIVE_REDUCTIONSTORCHINDUCTOR_MULTI_KERNEL)r   rv   r,      multi_kernelTORCHINDUCTOR_DIVISIBLE_BY_16   rA     spill_thresholdr  ENABLE_PERSISTENT_TMA_MATMULENABLE_TEMPLATE_TMA_STORETORCHINDUCTOR_SKIP_L1$TORCHINDUCTOR_NUM_DECOMPOSE_K_SPLITS10#TORCHINDUCTOR_DECOMPOSE_K_THRESHOLD32TORCHINDUCTOR_ENABLE_PDL!TORCHINDUCTOR_MIX_ORDER_REDUCTIONrv   mix_order_reduction_split_size5TORCHINDUCTOR_MIX_ORDER_REDUCTION_AUTOTUNE_SPLIT_SIZE4TORCHINDUCTOR_MIX_ORDER_REDUCTION_ALLOW_MULTI_STAGES"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_occupancy)Yr  r  r   r6  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  getenvr   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/   r3   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_size#mix_order_reduction_non_strict_mode&mix_order_reduction_allow_multi_stagesr  r  dictmax_kernel_dump_occurrencesr  r  r  r  r  r   r   r   r}   r}     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   $Ix}# #d"   04htn3
 ).- "OT!$ $"))$A3G3NM4N (,$'+$ 	

: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	 , +0' 	

MNRUU +
 	

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

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

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

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

FLPSS d r   r}   c                      e Zd ZU dZdZej                  j                  dd      dk(  Zej                  j                  dd      dk(  Z	ej                  j                  dd      Z
ej                  j                  d	d      Zed
   ed<   ej                  j                  dd      ZdZdZdZeed<   dZeed<   dZdZeed<   dZee   ed<   dZeed<   i Zeeef   ed<   ej                  j                  dd      dk(  Zeed<   dZeed<   ej                  j                  dd      dk(  Zeed<    eej                  j                  dd            Z eed<   i Z!eee"f   ed<   dZ#eed<   dZ$eed <   ej                  j                  d!d      dk(  Z%eed"<   dZ&eed#<   dZ'ee   ed$<    e(        Z)eed%<   dZ*ee   ed&<   dZ+ee   ed'<   dZ,ee   ed(<   i Z-ee.j^                  j`                  e1e   f   ed)<   dZ2ee1e      ed*<   ej                  j                  d+d      dk(  Z3dZ4eed,<   dZ5ee   ed-<   dZ6eee1e   z     ed.<   dZ7ee   ed/<   y)0aot_inductorz9
    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_path)8r  r  r   r6  output_pathr   r   r    debug_compiledebug_symbolscompile_wrapper_opt_levelr-  r   r"  filtered_kernel_namesserialized_in_specserialized_out_specr/  r!  r0  use_consts_asm_buildr1  r2  r   r3  r4  r"  r  r6  r7  r9  r   r;  r<  r   r=  r>  r@  rA  rB  r
   rC  rD  rE  rF  rG  r/   _ops
OpOverloadlistrH  
enable_ltorJ  rK  rL  rM  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                       e Zd ZU dZeed<   y)aot_inductor_modeFcompile_standaloneN)r  r  r   r\  r!  r"  r   r   r   r[  r[    s      %$r   r[  c                      e Zd ZU dZdZed   ed<   dZdZe	j                  j                  e	j                  j                  de	j                  j                  e	j                  j                  ej"                        d                  ZdZee   ed	<   g d
Zee   ed<    eeeeef    ed e	j                  j                  dd      j5                  d      D                    Zeeeef   ed<    eeeeef    ed e	j                  j                  ddj                  d eD                    j5                  d      D                    Zeeeef   ed<   e	j                  j                  dd      dk(  ZdZdZeed<   e	j                  j                  dd      dk(  Z e!ed<   e	j                  j                  d      Z"ee#   ed<   e	j                  j                  d      Z$ee#   ed<   e	j                  j                  d d      Z%e#ed!<   e	j                  j                  d"d      dk(  Z&e!ed#<   e	j                  j                  d$d      dk(  Z'e!ed%<   e	j                  j                  d&d'      Z(e#ed(<   d)Z)e!ed*<   dZ*e!ed+<   dZ+e!ed,<   d)Z,e!ed-<   y).cutlassz-
    Config specific to cutlass backend.
    -O1)-O0r_  -O2-O3z-OScompile_opt_levelFTORCHINDUCTOR_CUTLASS_DIRz../third_party/cutlass/Ncutlass_max_profiling_configs)rv   r,   r   r   %cutlass_max_profiling_swizzle_optionsc              #   2   K   | ]  }t        |        y wr   r   .0xs     r   	<genexpr>zcutlass.<genexpr>  s      
 F
   +TORCHINDUCTOR_CUTLASS_DYNAMIC_CLUSTER_SHAPEz2,1,1r   cutlass_dynamic_cluster_shapec              #   2   K   | ]  }t        |        y wr   rh  ri  s     r   rl  zcutlass.<genexpr>  s      
 F
rm  .TORCHINDUCTOR_CUTLASS_DYNAMIC_CLUSTER_FALLBACKc              #   2   K   | ]  }t        |        y wr   )r  )rj  vs     r   rl  zcutlass.<genexpr>  s     GAQGrm   cutlass_dynamic_cluster_fallbackCUTLASS_EPILOGUE_FUSIONr   r   rv   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_codegen)-r  r  r   r6  rc  r   r"  enable_debug_infouse_fast_mathr   pathrealpathr   r    joindirnamer/   __file__cutlass_dirre  r   r   rf  rX  r   r  r   ro  rt  cutlass_epilogue_fusion_enabledcutlass_tma_onlyrv  rx  r!  rz  r  r|  r~  r  r  r  r  r  r  r  r   r   r   r^  r^    s    EJw@AI  M ''""


'GGLL/)	
K 48!8C=7 8D)49C:>c3m 
ZZ^^=weCj	
 	
;!5c3#7  >Bc3m 
ZZ^^@G)FGG eCj
 	
	>$eCcM&: 	 	

0#6#= $
  *+!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   r^  c                   f    e Zd ZU dZee   ed<   dZee   ed<   dZee   ed<   dZ	dZ
dZee   ed<   y)cudaNarchr3   cuda_cxxF   r   )r  r  r   r  r   r  r"  r3   r  enable_cuda_ltoenable_ptxas_infor   r   r   r   r   r  r  l  sR    
 D(3-
 "GXc]! #Hhsm" O  34 (3-3r   r  c                   6    e Zd ZU dZee   ed<   dZee   ed<   y)xpuNr  r3   )r  r  r   r  r   r  r"  r3   r   r   r   r  r    s"     D(3- "GXc]!r   r  c                   z   e Zd ZU g Zee   ed<   g dZeed      ed<   dZ	ed   ed<   dZ
dZdZdZdZd	Zee   ed
<   ej$                  j'                  d      Zej$                  j'                  dd      dk(  Zeed<   d	Zee   ed<   d	Zee   ed<   d	Zee   ed<   dZeed<   d	Zeee      ed<   dZeed<   dZeed<   y	)rocmr  )gfx90agfx942gfx950ck_supported_archra  )	r`  r_  ra  rb  z-Osz-Ozz-Ominz-Ofastz-Omaxrc  FTN	rocm_homeTORCHINDUCTOR_CK_DIR-INDUCTOR_CK_BACKEND_GENERATE_TEST_RUNNER_CODEr   r   rx  n_max_profiling_configsck_max_profiling_configsck_tile_max_profiling_configsuse_preselected_instanceskBatch_sweepr  split_k_thresholdcontiguous_threshold)r  r  r   r  rX  r  r"  r  r   rc  is_debug
save_tempsr  flush_denormalsprint_kernel_resource_usager  r   r   r   r    ck_dirrx  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  r}   halidepallascpu_backend)r}   r  r  cuda_backendr  tpu_backendxpu_backendc                   J    e Zd ZU dZdZdZed   ed<   dZed   ed<   dZ	dZ
dZy	)
r  hostz	host-cudaAnderson2021)r  Li2018	Adams2019Mullapudi2016scheduler_cudar  scheduler_cpuFN)r  r  r   
cpu_target
gpu_targetr  r   r"  r  assertsdebugscan_kernelsr   r   r   r  r    sQ    J J
 	 GRS  	 7QR 
 G E Lr   r  c            	          e Zd ZU ej                  j                  dd      dk(  Zej                  j                  dd      dk(  ZdZe	e
   ed<   dZdZdZdZdZdZdZej                  j                  d	d      dk(  Zej                  j                  d
d      dk(  Zej                  j                  dd      Zej                  j                  dd      ZdZdZe	ee
gdf      ed<   ej                  j                  dd      dk(  Z eej                  j                  dej                  j                  dd                  Zeed<   y)trace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_level)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  	  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_tarrn   ro   rp   zaot_inductor.repro_levelzaot_inductor.dump_aoti_minifierrk   rl   r  rq   _save_config_ignore)r  zcuda.cutlass_dirzcutlass.cutlass_dirzxpu.cutlass_dirr  rL  rl   rk   rn   ro   r  rq   rn  rD   rF   rJ   rK   _cache_config_ignore_prefixexternal_matmul8TORCHINDUCTOR_WRITE_ARE_DETERMINISTIC_ALGORITHMS_ENABLEDc                   J    e Zd ZU dZeeeeeeef      f      e	d<   dZ
ee	d<   y)lookup_tableNtableTcheck_src_hash)r  r  r   r  r   r"  r  rX  r   r"  r  r!  r   r   r   r  r  	  s4    7;E8Dd4S>2234;  NDr   r  c                   P   e Zd ZU dZeed<   dZee   ed<   dZ	dZ
dZej                  j                  d      Zee   ed<   ej                  j                  d      Zee   ed<   dZdZeed	      ed
<   dZdZeed<    ej.                  d      dk(  Z ej.                  dd      ZdZdZy)test_configsF%force_extern_kernel_in_multi_templateNmax_mm_configs(TORCHINDUCTOR_AUTOTUNE_CHOICE_NAME_REGEXautotune_choice_name_regex(TORCHINDUCTOR_AUTOTUNE_CHOICE_DESC_REGEXautotune_choice_desc_regex)assertrK  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   runtime_triton_dtype_assertruntime_triton_shape_assertstatic_cpp_dtype_assertr   r   r    r  r  r  *graphsafe_rng_func_ignores_fallback_randomr  r   use_libtorchr  r  force_filter_reduction_configsdistort_benchmarking_resultbisect_pre_grad_graph'bisect_keep_custom_backend_for_inductorr   r   r   r  r  	  s    27)47$(NHSM("'"'# 13

21  13

21  27.AEHW_%=>E L .2$d1 			@ASH # #,"))3R# ".3+r   r  )*c                   d    e Zd ZU ej                  j                  dd      dk(  Zeed<   dZ	eed<   y)eager_numerics'TORCHINDUCTOR_EMULATE_DIVISION_ROUNDINGr   r   division_roundingFdisable_ftzN)
r  r  r   r   r   r    r  r!  r"  r  r   r   r   r   r   	  s4    
 	

@#F#M t  Kr   r   %TORCHINDUCTOR_EMULATE_PRECISION_CASTSemulate_precision_casts(Z  r   rE  collections.abcr   typingr   r   r   r   r   r	   r/   !torch._inductor.custom_graph_passtorch._environmentr
   torch.utils._config_moduler   r   r   r   torch._inductor.choicesr   r   r    inplace_paddingcan_inplace_pad_graph_inputr!  r   r!   r$   r'   r*   r4   r9   enable_auto_functionalized_v2r  disable_progressverbose_progressworker_log_pathr   r=   r"  rD   rE   rF   rG   rI   rJ   rK   rL   rN   rO   rP   r"  r  rQ   rT   rV   rX   rZ   r[   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_planningr  rj   benchmark_harnessepilogue_fusionprologue_fusionepilogue_fusion_firstpattern_matcherb2b_gemm_passrk   r   custom_graph_passCustomGraphPassTyperl   rm   CustomPartitionerFnTypern   ro   rp   r8  graphGraphrq   rX  rr   split_cat_fx_passes efficient_conv_bn_eval_fx_passesis_predispatchgroup_fusionbatch_fusionrs   rt   reorder_for_localitydynamic_scale_rblockforce_fuse_int_mm_with_muluse_mixed_mmr{   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   r   uppermax_autotune_gemm_backendsr   r   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_nrunsr7  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_pathr3   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!combo_kernel_per_subkernel_blockscombo_kernels_pointwise_onlyjoint_graph_constant_foldingdebug_index_asserts__version__is_nightly_or_sourcedeveloper_warnings"optimize_scatter_upon_const_tensorr   r   r  r
  r  r  r  r  _fuse_ddp_communication_fuse_ddp_bucket_sizer  r  partitioned_scatter_enabledr  r  r  r  r$  r<  rM  rL  rO  rQ  rR  rS  rU  rW  rX  libfb.pyrZ  __package__get_dir_pathr  r  replaceseprY  
ValueErrorImportErrorkernel_name_max_opsshape_paddingcomprehensive_paddingpad_channels_lastpad_dynamic_shapesdisable_padding_cpu$expand_dimension_for_pointwise_nodespadding_alignment_bytespadding_stride_thresholdpad_outputsbw_outputs_user_visibler^  permute_fusionprofiler_mark_wrapper_callgenerate_intermediate_hooksdebug_ir_traceback_raise_error_for_testingr`  _profile_varprofile_bandwidthprofile_bandwidth_regexrc  /profile_bandwidth_with_do_bench_using_profilingdisable_cpp_codegenrf  rg  rh  ri  rj  rk  rl  rm  rn  enable_linear_binary_foldingrq  rr  rs  rv  rw  r~  r  r  r  r}   r%  r[  r^  r  r  r  r  r  r  r  r  r  r  r  r  Tensor*write_are_deterministic_algorithms_enabledr  r  torch.utils._config_typingr   r  modulesr  r   r   r   <module>r     s   	 
 $ E E  ( (  7**..!@#F#M# Cx~ CHTN Cx~ CKx~ K8D> d 
 
 JJNN7=D 
 	     8A{3 
 '*JJNNA6J'  
 ?;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 $)  .  (	?@A>?A	
	*  )-  ,   %  /0 & / >D w9: CQU .3%*9M0N U4: 7=1 : 	 3HXseSj=Q4R  17 w}- 6QU .3%*9M0N U   */ !4 /   
 &,?<& d  JJNN@ASH  JJNN;<C 
 zz~~:;sB (NOSVV  JJNN#DEL #&BII5r:$   !$BII2C8! #  ,-   JJNNDcJcQ " JJNNQSVW
 / JJNNBCHCO   JJNN2y{CPST
   *, T#Y + ,. tCy - -2 #T 1 $47 d  !# DI "  ZZ^^.0A%' x}  /T.U hsm U  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 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          299=sCsJ  		78C? BJJNN#@!DE::>>"BCHCO  "&   %           "# &* #  %* !$   $     1 11OUe>O>O5O [8$8  JJNNEsKsR #
 &* Xc] )(,  , 2 
C 
 67 S 7 &. s - !'7:!    T       I U8I+>+C%D E 
 ! D   JJNN>DK 
 +, "C + +. "C - ,0 !5 /: :
58 58p6T 6! !J *3:P:R# R $*:=$ D  #)# C  ">!? $ ? $*
;$ D  39IL3 )4  JJNN>DK T 
 '-
>' t 
 3- ;
 $$3w33[00bff=zJ   4w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 %  %	Xc] 	 %+1% c  "@ @FH HV
o1 o1j% %( (D W47 4 4< W"' " "F# F#T =BW89 A 7?g23 > "*WX ) "*WX ) 8K K\" T#Y * T#Y 6 UWhellELLI4OPQ V BIIH#NRUU +
   .4 .4b , ( JJNN:C@CG  
 ckk(+ ,S* $   s   A2AI IAIIAI