
    Vh                        U d dl Z d dl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 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e j"                  j%                  dd      dk(  ZdZdZdZ eddd      Z ee!d<    e       Z"ee   e!d<    e       Z#ee   e!d<   dZ$ee!d<    e       Z%ee   e!d<    e       Z&ee   e!d<   e j"                  j%                  d      dk(  Z'ee!d<   dZ(ee)   e!d<   dZ*ed   e!d<   dZ+ed   e!d <   e j"                  j%                  d!d"      dk(  Z,ee!d#<   e j"                  j%                  d$d      dk(  Z-dZ.dZ/e j"                  j%                  d%d      dk(  Z0e j"                  j%                  d&      dk(  Z1e j"                  j%                  d'd      dk(  Z2dZ3dZ4dZ5e j"                  j%                  d(d"      dk(  Z6e j"                  j%                  d)      dk(  Z7e j"                  j%                  d*d+      Z8ed,   e!d-<   dZ9dZ: e       Z;dZ<dZ=dZ>dZ?e	j                  j                  j                  e!d.<   dZCe	j                  j                  j                  e!d/<   dZDeee	j                  j                  gdf      e!d0<   dZGeee	j                  j                  gdf      e!d1<   dZHeee	j                  j                  j                  gdf      e!d2<   dZJeeeKd3   geKd3   f      e!d4<   dZLdZMdZNdZOdZPi ZQeReSeReSef   f   e!d5<   i ZTeReSeReSef   f   e!d6<   dZUe j"                  j%                  d7d      dk(  ZVdZWdZXdd8d9dd:ZYeReSef   e!d;<   d<ZZed=   e!d><   dZ[g d?Z\eKeeSeeKd3   geKd3   f   f      e!d@<   dZ]dAZ^dBZ_dCZ` eddDdEF      Zaee!dG<   e j"                  j%                  dH      dk(  Zbe j"                  j%                  dI      dk(  Zce j"                  j%                  dJ      dk(  ZddKZeee)   e!dL<   dZf e       rdne j"                  j%                  dM      dk(  Zge j"                  j%                  dNdO      j                         Zie j"                  j%                  dPdQ      j                         Zje j"                  j%                  dRdS      j                         ZkedT   e!dU<   e j"                  j%                  dVd      dk(  ZldWZme j"                  j%                  dX      dk(  Zne j"                  j%                  dY      dk(  Zoe j"                  j%                  dZ      dk(  Zpd[Zqd\Zrd]Zse j"                  j%                  d^      dk(  Zte j"                  j%                  d_      dk(  Zue j"                  j%                  d`      dk(  Zv e)e j"                  j%                  dad            Zwe j"                  j%                  dbdc      Zxe j"                  j%                  ddde      ZydfeSdefdgZzdfeSdefdhZ{dfeSdefdiZ|e j"                  j%                  djdS      Z}e	j                  j                  sdnd"Ze j"                  j%                  dke      dk(  Ze j"                  j%                  dld"      dk(  Ze j"                  j%                  dmd      dk(  Ze j"                  j%                  dn      dk(  ZdoZdpZdqZdZdZdZe j"                  j%                  dr      dk(  Zee!ds<   e j"                  j%                  dt      dk(  Zee!du<   e j"                  j%                  dvdc      Ze j"                  j%                  dwd"      dk(  Zee!dx<   dKZe j"                  j%                  dyd      dk(  Zd9ZdzZdqZdZdqZdZdZdZe j"                  j%                  d{d"      dk(  ZdZdZdZdZdZdZd9Zd9ZdZdZdZe j"                  j%                  d|d"      dk(  Zd}e	jL                  v xs d~e	jL                  v Z e       xs eZe j"                  j%                  dd      dk(  ZdZeeS   e!d<   dZeeS   e!d<   deSfdZ e       ZeSe!d<   dZdCZddgZeKeed   eSf      e!d<   dZee!d<    G d d      ZdefdZde)fdZ e       rdn e       Zee)   e!d<   eeS   e!d<    e       ri	 d dlmZ erL ejr                  e jt                  jw                  ejy                  de jz                        d            Zn ejr                  d      ZndZdKZe j"                  j%                  dd      dk(  Ze j"                  j%                  dd      dk(  ZdZdZdZdZdZdZdZee!d<   e j"                  j%                  dd"      dk(  ZdZdZdZdZe j"                  j%                  ddc      Zedck7  Zedk(  rdcneZe j"                  j%                  dd      ZeeS   e!d<   e j"                  j%                  d      dk(  ZdZe j"                  j%                  dd"      dk(  Ze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%                  dd"      dk(  Ze j"                  j%                  dd"      dk(  Zee!d<    G d d      Z G d d      Z G d d      Z G d d      Z G d d      ZdZed   e!d<   dZed   e!d<    G d d      Z G d d      Zg dZeKeS   e!d<   g dZeKeS   e!d<   g ZeKee	j                  e	j                  e	j                  gdf      e!d<    G d d      Zerd dl  eej                  e          y# eef$ r dZY Rw xY w)    N)AnyCallableLiteralOptionalTYPE_CHECKINGUnion)	is_fbcode)Configget_tristate_envinstall_config_moduleTORCHINDUCTOR_INPLACE_PADDING1Freturnc                      t        d      S )N#TORCHINDUCTOR_FX_GRAPH_REMOTE_CACHEr        F/home/dcms/DCMS/lib/python3.12/site-packages/torch/_inductor/config.pyfx_graph_remote_cache_defaultr          ABBr   c                      t         j                  j                  d      dk(  ryt         j                  j                  d      dk(  ryy )NTORCHINDUCTOR_VEC_ISA_OKr   T0F)osenvirongetr   r   r   vec_isa_ok_defaultr      s7    	zz~~01S8	zz~~01S8r   c                      t        d      S )N#TORCHINDUCTOR_AUTOTUNE_REMOTE_CACHEr   r   r   r   autotune_remote_cache_defaultr!      r   r   c                      t        d      S )N+TORCHINDUCTOR_BUNDLED_AUTOTUNE_REMOTE_CACHEr   r   r   r   %bundled_autotune_remote_cache_defaultr$      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&d}t        j
                  j                  |      }|| k  S y)Nr   TORCHINDUCTOR_PROLOGUE_FUSIONr   z(pytorch/inductor:prologue_fusion_versionT)r   r   r   r	   torch_utils_internaljustknobs_getval_int)ENABLE_PROLOGUE_FUSION_VERSIONjk_nameversions      r   prologue_fusion_enabledr0   *   s\    %&"&"**4zz~~=>#EE	<''<<WE888r   "TORCHDYNAMO_AUTO_FUNCTIONALIZED_V2Tz0pytorch/remote_cache:enable_local_fx_graph_cacheTORCHINDUCTOR_FX_GRAPH_CACHE)justknobenv_name_forcedefaultfx_graph_cachefx_graph_remote_cache!bundle_triton_into_fx_graph_cacheautotune_local_cacheautotune_remote_cachebundled_autotune_remote_cache"TORCHINDUCTOR_FORCE_DISABLE_CACHESforce_disable_cachessleep_sec_TESTING_ONLYneeds_fixed_stride_order)r?   flexible_layout#custom_op_default_layout_constraint'triton_kernel_default_layout_constraintTORCHINDUCTOR_CPP_WRAPPERr   cpp_wrapperTORCHINDUCTOR_ONLINE_SOFTMAXTORCHINDUCTOR_SIZE_ASSERTSTORCHINDUCTOR_NAN_ASSERTSTORCHINDUCTOR_SCALAR_ASSERTSTORCHINDUCTOR_MEMORY_PLANNINGTORCHINDUCTOR_USE_FAST_MATHTORCHINDUCTOR_MEMORY_POOLintermediates)nonerL   outputscombinedmemory_poolpost_grad_custom_pre_passpost_grad_custom_post_passjoint_custom_pre_passjoint_custom_post_passpre_grad_custom_passz+torch._inductor.scheduler.BaseSchedulerNode_pre_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)r5   tritonatenr`   mixed_mm_choice)reorder_compute_for_overlap
sink_waitsraise_comms'reorder_for_compute_comm_overlap_passesr5   i,     *TORCHINDUCTOR_USE_EXPERIMENTAL_BENCHMARKERz-pytorch/inductor:use_experimental_benchmarker)r5   r4   r3   use_experimental_benchmarkerTORCHINDUCTOR_MAX_AUTOTUNE$TORCHINDUCTOR_MAX_AUTOTUNE_POINTWISETORCHINDUCTOR_MAX_AUTOTUNE_GEMM
   autotune_num_choices_displayed"TORCHINDUCTOR_FORCE_SAME_PRECISION(TORCHINDUCTOR_MAX_AUTOTUNE_GEMM_BACKENDSzATEN,TRITON,CPP(TORCHINDUCTOR_MAX_AUTOTUNE_CONV_BACKENDSzATEN,TRITON,TORCHINDUCTOR_MAX_AUTOTUNE_GEMM_SEARCH_SPACEDEFAULT)rt   
EXHAUSTIVEmax_autotune_gemm_search_space'TORCHINDUCTOR_AUTOTUNE_FALLBACK_TO_ATENi    #TORCHINDUCTOR_SEARCH_AUTOTUNE_CACHETORCHINDUCTOR_SAVE_ARGS!TORCHINDUCTOR_AUTOTUNE_IN_SUBPROCg      N@g      ?g       @#TORCHINDUCTOR_AUTOTUNE_MULTI_DEVICE'TORCHINDUCTOR_COORDINATE_DESCENT_TUNING5TORCHINDUCTOR_COORDINATE_DESCENT_CHECK_ALL_DIRECTIONS'TORCHINDUCTOR_COORDINATE_DESCENT_RADIUS#TORCHINDUCTOR_AUTOHEURISTIC_COLLECT TORCHINDUCTOR_AUTOHEURISTIC_USEmixed_mmnamec                 2    t        |       xs t        |       S )N)collect_autoheuristicuse_autoheuristicr   s    r   run_autoheuristicr     s     &A*;D*AAr   c                 l    | t         j                  j                  j                  j	                  d      v S N,)r*   	_inductorconfigautoheuristic_collectsplitr   s    r   r   r     s(    5??))??EEcJJJr   c                 l    | t         j                  j                  j                  j	                  d      v S r   )r*   r   r   autoheuristic_user   r   s    r   r   r     s(    5??));;AA#FFFr   $TORCHINDUCTOR_AUTOHEURISTIC_LOG_PATH!TORCHINDUCTOR_LAYOUT_OPTIMIZATIONTORCHINDUCTOR_FORCE_LAYOUT_OPT TORCHINDUCTOR_KEEP_OUTPUT_STRIDETORCHINDUCTOR_WARN_MIX_LAYOUT         TORCHINDUCTOR_DEBUG_FUSIONdebug_fusionTORCHINDUCTOR_BENCHMARK_FUSIONbenchmark_fusion#TORCHINDUCTOR_ENABLED_METRIC_TABLES(TORCHINDUCTOR_LOOP_ORDERING_AFTER_FUSIONloop_ordering_after_fusion'TORCHINDUCTOR_BENCHMARK_EPILOGUE_FUSION@   TORCHINDUCTOR_BENCHMARK_KERNEL%TORCHINDUCTOR_EMULATE_PRECISION_CASTSdevgit0TORCHINDUCTOR_OPTIMIZE_SCATTER_UPON_CONST_TENSORadd_pre_grad_passesremove_pre_grad_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   o  sR    #rzz1zz">?#   / 
 ~.	/ 
 r   worker_start_methodfuse_ddp_with_concat_opschedule_comm_wait).N_fuse_ddp_communication_passes_micro_pipeline_tpc                   *    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   intr   r   r   r   r     s    K/9'9r   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.
    rZ   z0pytorch/inductor:enable_parallel_compile_version)r*   r+   r,   )ENABLE_PARALLEL_COMPILE_VERSIONr.   r/   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win32rZ   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)r   logcompile_threadsr   s       r   decide_compile_threadsr     s      

H
%C&"**4bjj)HIJ4oF" ! 
	 56  
@B56  r./ $$Q'( 	
 yb),,o>r   r   global_cache_dir)parutil.zfb/cacheTORCHINDUCTOR_SHAPE_PADDING#TORCHINDUCTOR_COMPREHENSIVE_PADDING   i   force_shape_padTORCHINDUCTOR_PERMUTE_FUSIONTORCHINDUCTOR_PROFILETORCHINDUCTOR_PROFILE_OUTPUTprofile_bandwidth_output3TORCHINDUCTOR_PROFILE_WITH_DO_BENCH_USING_PROFILINGTORCHINDUCTOR_FREEZINGfreezingfreezing_discard_parametersdecompose_mem_bound_mmassume_aligned_inputs.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_trainingc                   6   e Zd ZU 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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eed   f   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$ej
                  j                  d"d      Z%d#Z&dZ'y)$cpp$TORCHINDUCTOR_CPP_NO_REDUNDANT_LOOPSr   !TORCHINDUCTOR_CPP_DYNAMIC_THREADSr   Nsimdlen TORCHINDUCTOR_CPP_MIN_CHUNK_SIZE4096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)(r   r   r   threadsr   r   r   no_redundant_loopsdynamic_threadsr   r   r   r   min_chunk_sizer   r   r   tupler   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_linearr   r   r   r   r   g  sB   G
 	

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


u3<<8+CiO&Cwt}c!	"  	

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


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

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

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

BCHCO 
 $)  BJJNN+PRUVW **..)PRVW **..)PRVW   !r   r   c                      e Zd ZU ej                  j                  d      dk(  ZdZdZdZ	dZ
 e       rdndZdZdZee   ed<   dZdZdZdZdZdZdZdZdZeed	<   dZdZd
Zee   ed<   dZeed<   dZ dZ!ej                  j                  dd      dk(  Z"ej                  j                  dd      dk(  Z#dZ$e%ee&d   f   ed<   ej                  j                  dd      dk(  Z'ej                  j                  dd      dk(  Z(dZ) eej                  j                  dd            Z*e&d   ed<   dZ+dZ,dZ-dZ.eed<   dZ/d
Z0ee1   ed<   dZ2ej                  j                  dd      dk(  Z3ej                  j                  dd      dk(  Z4dZ5y
)ra   TORCHINDUCTOR_CUDAGRAPHSr   TFr   2   "cudagraph_dynamic_shape_warn_limit   prefer_nd_tilingNautotune_at_compile_timetile_reductions!TORCHINDUCTOR_UNIQUE_KERNEL_NAMES&TORCHINDUCTOR_UNIQUE_USER_KERNEL_NAMESr   r   r   r   #TORCHINDUCTOR_PERSISTENT_REDUCTIONS$TORCHINDUCTOR_COOPERATIVE_REDUCTIONSTORCHINDUCTOR_MULTI_KERNEL)r   rZ   r      multi_kernel      spill_thresholdr   ENABLE_PERSISTENT_TMA_MATMULTORCHINDUCTOR_SKIP_L1)6r   r   r   r   r   r   
cudagraphscudagraph_treescudagraph_skip_dynamic_graphsslow_path_cudagraph_asserts!cudagraph_trees_history_recordingr	    cudagraph_support_input_mutation#cudagraph_unexpected_rerecord_limitr  r   r   r   force_cudagraph_syncforce_cudagraphs_warmupfast_path_cudagraph_assertsskip_cudagraph_warmupdebug_sync_graphdebug_sync_kerneldense_indexing	max_tilesr!  r   autotune_pointwiseautotune_cublasLtr"  r#   tiling_prevents_pointwise_fusion tiling_prevents_reduction_fusionunique_kernel_namesunique_user_kernel_namesr   r   r   persistent_reductionscooperative_reductionsforce_cooperative_reductionsr*  divisible_by_16min_split_scan_rblockstore_cubinr-  use_block_ptrr   r  codegen_upcast_to_fp32enable_persistent_tma_matmulskip_l1_cache.disallow_failing_autotune_kernels_TESTING_ONLYr   r   r   ra   ra     s>    :;sBJ O %*! #' ).% 1:u$ +.' 9;&: ! $ #( "   N I #d"   04htn3 "OT! (,$'+$ 	

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

?EL  	 ug?@@  	

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

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


3S9)L'*% 
 O   K OS M
 37 (3-6 "
 	

5s;sB ! JJNN#:C@CGM 6;2r   ra   c                      e Zd ZU 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
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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<   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<   dZeed<   y
)aot_inductorr   AOT_INDUCTOR_DEBUG_COMPILEr   r   $AOT_INDUCTOR_COMPILE_WRAPPER_WITH_O0-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_weightspackagepackage_cpp_onlymetadata/AOTINDUCTOR_RAISE_ERROR_ON_IGNORED_OPTIMIZATION#raise_error_on_ignored_optimizationDUMP_AOTI_MINIFIERdump_aoti_minifierAOTINDUCTOR_REPRO_LEVELr   repro_levelpresetsallow_stack_allocationuse_minimal_arrayref_interfaceTpackage_constants_in_so) r   r   r   output_pathr   r   r   debug_compilecompile_wrapper_with_O0rW  r   r   filtered_kernel_namesserialized_in_specserialized_out_specrY  r   rZ  r[  r\  r]  dictr  r_  ra  r   rc  rd  r   re  rf  rg  r   r   r   rQ  rQ    s~    KJJNN#?ELM
 	

=sCsJ  EGJJNN7E$g.@&A 
 JJNN0$   */ $.  %$GT"d"  "Hd38n! 	

H#NRUU ( 
  "zz~~.BCHCOO 2::>>*CQGHKH !GT#s(^  $)D( ,1"D0 %)T(r   rQ  c            
          e Zd ZU dZee   ed<   dZee   ed<   dZe	d   ed<   dZ
dZdZdZej                  j!                  dej"                  j%                  ej"                  j'                  ej"                  j)                  ej,                        d	                  ZdZee   ed
<   g dZee   ed<   dZee   ed<   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<   y)cudaNarchr/   -O1)-O0rr  -O2-O3z-OScompile_opt_levelFTORCHINDUCTOR_CUTLASS_DIRz../third_party/cutlass/cutlass_max_profiling_configs)rZ   r   r   %cutlass_max_profiling_swizzle_optionscuda_cxxrZ   cutlass_backend_min_gemm_size/INDUCTOR_CUDA_BACKEND_GENERATE_TEST_RUNNER_CODEr   r   generate_test_runnerTORCHINDUCTOR_CUTLASS_ALLOWLISTcutlass_op_allowlist_regexTORCHINDUCTOR_CUTLASS_DENYLISTcutlass_op_denylist_regex)TORCHINDUCTOR_CUTLASS_INSTANTIATION_LEVELcutlass_instantiation_level)#r   r   r   rq  r   r  r   r/   rv  r   enable_cuda_ltoenable_ptxas_infoenable_debug_infouse_fast_mathr   r   r   pathabspathjoindirnamer*   __file__cutlass_dirrx  r   ry  listrz  r{  r}  r   r  r  r  r   r   r   rp  rp    sn    D(3-
 "GXc]! EJw@AI O   M **..#
GGLL8:ST	
K 48!8C=7 8A)49@ #Hhsm" *+!3*
 	

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

)1  02zz~~(0x}  (*zz~~3S( r   rp  c                   >   e Zd ZU g Zee   ed<   ddgZee   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d<   d
Zeee      ed<   dZeed<   y
)rocmrq  gfx90agfx942ck_supported_archrt  )	rs  rr  rt  ru  z-Osz-Ozz-Ominz-Ofastz-Omaxrv  FTN	rocm_homeTORCHINDUCTOR_CK_DIR-INDUCTOR_CK_BACKEND_GENERATE_TEST_RUNNER_CODEr   r   r}  n_max_profiling_configsuse_preselected_instanceskBatch_sweepr,  split_k_threshold)r   r   r   rq  r  r  r   r  rv  r   is_debug
save_tempsr  flush_denormalsprint_kernel_resource_usager  r   r   r   r   ck_dirr}  r   r  r   r  r  r  r   r   r   r  r  ;  s     D$s) %-h#7tCy7 	 wL 
 H J M O #(  $Ix}# ZZ^^23F 	

FLPSS $ 
 .2Xc]1 ',t+ )-L(49%,  sr   r  )r   ra   halidecpu_backend)ra   r  cuda_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<   dZee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_autotuning_results1log_inductor_triton_kernel_to_post_grad_node_info)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   r  r   r  r   r   r   r  r    s!   jjnn2C8C?G 

'FLPSS  $Ix}# I H H   M N K JJNN#=sCsJM (>DK jjnn%CTJO !jjnn-OQUV O 37J3%+./6#(D( ?C5tBr   r  )ztrace.upload_tarrS   rT   rU   zaot_inductor.repro_levelzaot_inductor.dump_aoti_minifier_save_config_ignore)r  zcuda.cutlass_dirr   r   rR   rQ   r   _cache_config_ignore_prefixexternal_matmulc                   `    e Zd ZU dZeed<   dZee   ed<   dZ	dZ
ee   ed<   dZee   ed<   dZy)test_configsF%force_extern_kernel_in_multi_templateNmax_mm_configsautotune_choice_name_regexautotune_choice_desc_regex)r   r   r   r  r   r   r  r   r   runtime_triton_dtype_assertr  r  r  *graphsafe_rng_func_ignores_fallback_randomr   r   r   r  r    sG    27)47$(NHSM("' 15404416.r   r  )*)r   r   typingr   r   r   r   r   r   r*   !torch._inductor.custom_graph_passtorch._environmentr	   torch.utils._config_moduler
   r   r   r   r   inplace_paddingcan_inplace_pad_graph_inputr   r   r   r!   r$   r'   r0   enable_auto_functionalized_v2r  disable_progressverbose_progressr6   r   r7   r8   r9   r:   r;   r=   r>   r   rA   rB   rD   online_softmaxdcestatic_weight_shapessize_assertsnan_assertsscalar_assertspick_loop_ordersinplace_buffersallow_buffer_reusememory_planningr  rP   benchmark_harnessepilogue_fusionprologue_fusionepilogue_fusion_firstpattern_matcherb2b_gemm_passrQ   r   custom_graph_passCustomGraphPassTyperR   rS   fxGraphrT   rU   graphrV   r  split_cat_fx_passes efficient_conv_bn_eval_fx_passesis_predispatchgroup_fusionbatch_fusionrW   rn  r  rX   reorder_for_localitydynamic_scale_rblockforce_fuse_int_mm_with_muluse_mixed_mmr_   rc    reorder_for_compute_comm_overlaprg   reorder_for_peak_memoryestimate_op_runtimeintra_node_bwinter_node_bwrj   max_autotunemax_autotune_pointwisemax_autotune_gemmro   graph_partitionforce_same_precisionuppermax_autotune_gemm_backendsmax_autotune_conv_backendsrv   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coordinate_descent_tuning'coordinate_descent_check_all_directions coordinate_descent_search_radiusr   r   r   r   r   autoheuristic_log_pathr/   hiplayout_opt_defaultlayout_optimizationforce_layout_optimizationkeep_output_stridewarn_mix_layoutrealize_reads_thresholdrealize_opcount_thresholdrealize_acc_reads_thresholdfallback_randomimplicit_fallbacksaggressive_fusionr   r   enabled_metric_tablesr   score_fusion_memory_thresholdbenchmark_epilogue_fusion max_epilogue_benchmarked_choicesmax_fusion_sizemax_pointwise_cat_inputsforce_pointwise_catunroll_reductions_thresholdcomment_originconv_1x1_as_mmsplit_reductions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joint_graph_constant_foldingdebug_index_assertsemulate_precision_casts__version__is_nightly_or_sourcedeveloper_warnings"optimize_scatter_upon_const_tensorr   r   r   r   _fuse_ddp_communication_fuse_ddp_bucket_sizer   r   r   r   r   r   libfb.pyr   __package__get_dir_pathr  r  replacesepr   
ValueErrorImportErrorkernel_name_max_opsshape_paddingcomprehensive_paddingpad_channels_lastdisable_padding_cpu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_testing_profile_varprofile_bandwidthprofile_bandwidth_regexr   /profile_bandwidth_with_do_bench_using_profilingdisable_cpp_codegenr   r   r   r   r   r   r   enable_linear_binary_foldingr   r   ra   rQ  rp  r  r  r  r  r  r  r  r  Tensorr  torch.utils._config_typingmodulesr   r   r   r   <module>r_     so   	 
 I I  ( ( V V **..!@#F#M# Cx~ CHTN Cx~ CKx~ K8D> 
 
 JJNN7=D 
 	     ?1  )F(G x~ G ./ "8D>  " d ! )F(G x~ G 1V0W x~ W  ZZ^^,PQUXX d X )-  ,  $W1&   (1*  JJNN#>DKT K >DK    zz~~:C@CGjjnn89S@ >DK      **..!@#F#M 

<=D HJzz~~HWCD 
    *+     TX 5??<<PP WTX EOO==QQ X EI x%((..)94)? @A HEI 588>>*:D*@!AB I
 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	
	*         &,?<& d  zz~~:;sB (NOSVV  JJNN#DEL  13  2  KDRZZ^^,PQUXX   ZZ^^.0A%'   ZZ^^.%'  DF::>>2ID%' (? @ 
 JJNN<cBcI     

'LMQTT JJNN45<	 jjnn%HISP 
 /3 +03 -14 . 

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

'LbQ JJNN#DjQ 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^^$FLPSS  **..!@ASH
            ZZ^^$@ASHd H(HISP $ P

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

<cBcI JJNN8#>#E       (          >DK # 
 $    ! zz~~5r: B&  , 3"  +-**.."D+ (3- 
 JJNNHISP 0    8#>#E$ E %* T )  %  $
 $ t # 8= . < ,1 "D 0 49 *D 8 JJNN?EL  **..)JCPTWW 4 Wi! i!Zp; p;fW) W)tW Wt7  7 v 38W./ 7 -5g() 4 8@C @CF" T#Y * T#Y   UWhellELLI4OPQ V7 7 , ckk(+ ,] $   s   A'm8 8	nn