tj:UddlmZddlZddlZddlZddlZddlZddlmZddlm Z ddl m Z ddl m Z ddlmZddlmZe rdd lmZdd lmZdd lmZdadadagad ed <gZded<dadaejGddZ ga!ded<da"da#da$da%ded<da&da'ded<da(ded<da)ded<dVdZ*eGddZ+dWdZ,Gd d!Z-iZ.d"ed#<eGd$d%Z/e/0d&gd'e/0d(gd)e/0d*gd+e/0d,gd-e/0d.gd/dXd2Z1dYd4Z2dZd7Z3d[d8Z4d\d:Z5dYd;Z6d]d=Z7d^d@Z8d_dBZ9d`dEZ:dVdFZ;dadHZdddNZ?e/0dOgdPdedUZ@dS)f) annotationsN) dataclass) lru_cache) TYPE_CHECKING)config)get_benchmark_name) OrderedSet)Callable)Config)BaseSchedulerNodez#list[tuple[BaseSchedulerNode, int]]nodes_num_elemz%list[tuple[BaseSchedulerNode, float]] node_runtimesc(eZdZUded<dZded<dS)CppOuterLoopFusedCountintinner_kernel_numberrlocal_buffer_numberN)__name__ __module__ __qualname____annotations__rU/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/torch/_inductor/metrics.pyrr+s0       rrzlist[CppOuterLoopFusedCount]!cpp_outer_loop_fused_inner_countsrnum_auto_chunkingcodegen_mix_order_reduction#rejected_mix_order_reduction_fusioncodegen_nested_reductionreturnNonecdadadatt dadatda da da da da dadadadS)Nr)generated_kernel_countgenerated_cpp_vec_kernel_countnum_bytes_accessedr clearrir_nodes_pre_fusioncpp_to_dtype_countrnum_comprehensive_padding)num_matches_for_scatter_upon_const_tensornum_loop_reorderingparallel_reduction_countrrrrrrrresetr-Cs %&"%++--- !01- "#*+' rcPeZdZUdZded<ded<ded<ded<ded<ded<d S) CachedMetricsDeltasz] The subset of metrics we want update across cache hits, e.g., the FxGraphCache. rr#r$r'r(r%r*N)rrr__doc__rrrrr/r/esf  ''''222222rr/ list[str]cHdtjtDS)Ncg|] }|j Srname).0fields r z%get_metric_fields..us L L L5EJ L L Lr) dataclassesfieldsr/rrrget_metric_fieldsr;ts" L LK$67J$K$K L L LLrc:eZdZdZd dZd dZed dZd S) CachedMetricsHelperz A helper class to help calculate and apply counter deltas for those metrics we want to save with cache entries (e.g., FxGraphCache) and apply on a cache hit. r r!cni|_tD]}t||j|<dSN)cached_metricsr;globals)selfmetrics r__init__zCachedMetricsHelper.__init__sB ')) < .sQQQ h{+QQQrc 3jK|].}t|tttdfV/dSr?) isinstancerQfloattype)r6is r z&MetricTable.add_row..s9HHq:a#ud4jj!9::HHHHHHr) rRenabled_metric_tableslenrSr keysrall _write_row)rBrUbnrowrZs @radd_rowzMetricTable.add_rowsB ?"7"9"9 9 9 F6884$%%X6664$%% < > ? ? ? @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @ @s5A''A+.A+rglist[str | float | None]c|}|jdkr3tj|s||xjdz c_t |D]+\}}t|tr|d}n|d}n|}|||<,t|d5}tj |d}| |ddddS#1swxYwYdS)Nrz.6farnro) rkrTospathexistsrx enumerater\r]rrrsrtru)rBrgrvidxorig_valnew_valrwrts rrezMetricTable._write_rowsF''))  ! # #BGNN8,D,D #       q &s^^  MC(E** #%++!"CHH (C  !BZ4888F OOC  ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! ! !s.,C''C+.C+r5c:t||}|t|<dSr?)rPrN)r5rStables rregister_tablezMetricTable.register_tables"D,//). &&&rN)rUrVr r!)r rQrL)rgryr r!)r5rQrSr1r r!) rrrrrTrhrkrxrerMrrrrrPrPsOOON$5555@@@@ !!!!(///\///rrP slow_fusion) kernel1_pathkernel1_latency kernel2_pathkernel2_latencyfused_kernel_pathfused_kernel_latencyslow_down_ratio graph_stats)graph_idnum_nodes_before_fusionnum_nodes_after_fusionpersistent_red_perf) kernel0_pathrr kernel3_pathkernel0_latencyrrkernel3_latency size_hintsreduction_hint'fusion_failure_due_to_indexing_mismatch)pre_grad_graph_idpost_grad_graph_id node1_name node2_namenode1_debug_strnode2_debug_strcommon_buffer_namesfailure_reasonkernel_metadata kernel_name kernel_pathkernel_categoryrr line_of_codenum_load num_store num_for_loopnum_atomic_addnum_argsxnumelynumelrnumelkernel_args_num_gbkernel_module_coderQcddlm}ddlm}||}||}t j|jjS)z The kernel_module_code is the python module that contains kernel function code. kernel function is the proper triton kernel function annotated with @triton.jit r{) PyCodeCache)get_triton_kernel) codecacherwrapper_benchmarkrloadinspect getsourcefn)rrrmodkernels r_parse_kernel_fn_coder$sc '&&&&&444444   - . .C  s # #F  VY\ * **rproper_kernel_fn_codecDt|S)zJ Return the line of code for the kernel excluding the decorators. )rb splitlines)rs r_parse_kernel_line_of_coder4s $//11 2 22rr str | Nonec~|dkrdStjd|}|s Jd|dS)Nforeachzsize_hints=(\[[0-9, ]*\]),zsize_hints missing!r{researchgroup)rrms r_parse_size_hintsr;sI)##t /1CDDA #####1 771::rcz|dvrdStjd|}|s Jd|dS)N) reductionpersistent_reductionz$reduction_hint=ReductionHint\.(\w*),z/reduction_hint not found in kernel source code!r{r)rrrs r_parse_reduction_hintrDsJCCCt 9;MNNA ?????1 771::rpatternc,||Sr?)count)rrs r_count_patternrLs & &w / //rc|d}|dsJ|d}|d}||dz|}|d}t |S)Nrdef (z):r{,)r startswithindexsplitrb)rdef_line start_idxend_idxdecl_csvcompss r _count_argsrPs$//11!4H   v & &&& &s##InnT""G A /0H NN3  E u::rkernel_fn_codec@|d}||dS)z Skip decorators. rN)r)r start_poss r_parse_proper_kernel_fn_coderZs&$$V,,I )** %%rnumel_arg_name int | Nonec~tj|d|}|r"t|dSdS)Nz = ([\d]+)r{)rrrr)rrrs r _parse_numelrbs@ ^0002GHHA1771::tr float | Nonecztjd|}|r"t|dS dS)z inductor meta looks like: inductor_meta={... 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N) rNitemsrarkr~rrunlinkrx)r5rrvs rpurge_old_log_filesrs 05577!! e (** * *,,..Hw~~h'' $ (###    !!rOrderedSet[str]c4ttjSr?)enabled_metric_tables_implrrarrrraras %f&B C CCr config_strct}|dD]E}|}|s|tvsJd|d||F|S)NrzMetric table name z is not registered)r rstriprNadd)renabledr5s rrrs)||G  %%zz||  //// 9 9 9 90//  D Nrr5boolc"|tvSr?)rar4s ris_metric_table_enabledrs (** **rcJ|tvsJd|dt|S)Nz Metric table z is not defined)rNr4s rrrs3 + + + +-RT-R-R-R + + + #D ))rkernel_autotunerr triton_config latency_msrr latencyr]c^tdfddS)Nrc,tdS)Nr)rQ)rrrrsrrz,log_kernel_autotune_result..s!&& [[!   r)rrh)rrrrs````rlog_kernel_autotune_resultr sV&''//       rrL)r r1)rrQr rQ)rrQr r)rrQrrQr r)rrQrrQr r)rrQrrQr r)rrQr rQ)rrQrrQr r)rrQrrQr r)rrQrrQrrQr r!)r r)rrQr r)r5rQr r)r5rQr rP) rrQrrQrr rr]r r!)A __future__rrsr9rr~rr functoolsrtypingrtorch._inductorrtorch._inductor.utilsrtorch.utils._ordered_setr collections.abcr %torch._inductor.runtime.triton_compatr torch._inductor.schedulerr r#r$r%r rrr'r(rrr)r*r+rr,rrrr-r/r;r=rNrPrrrrrrrrrrrrrarrrr rrrrs0"""""""  !!!!!! 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