Vh#6UddlmZddlZddlZddlZddlZddlZddlmZddlm Z ddl m Z m Z m Z mZmZddlmZddlmZddlmZerdd lmZdadadagad ed <gZd ed <dadaejGddZ ga!ded<da"da#da$da%d5dZ&eGddZ'd6dZ(GddZ)iZ*ded<eGddZ+e+jYdgde+jYdgde+jYd gd!e+jYd"gd#e+jYd$gd%d7d&Z-d8d'Z.d9d(Z/ d:d)Z0d;d*Z1d8d+Z2dd.Z5 d?d/Z6d5d0Z7d@d1Z8e dAd2Z9dBd3Z:dCd4Z;y)D) annotationsN) dataclass) lru_cache)CallablecastOptional TYPE_CHECKINGUnion)config)get_benchmark_name) OrderedSet)BaseSchedulerNodez#list[tuple[BaseSchedulerNode, int]]nodes_num_elemz%list[tuple[BaseSchedulerNode, float]] node_runtimesc&eZdZUded<dZded<y)CppOuterLoopFusedCountintinner_kernel_numberrlocal_buffer_numberN)__name__ __module__ __qualname____annotations__rG/home/dcms/DCMS/lib/python3.12/site-packages/torch/_inductor/metrics.pyrr(s  rrzlist[CppOuterLoopFusedCount]!cpp_outer_loop_fused_inner_countscdadadatj t j dadatj da da da da y)Nr) generated_kernel_countgenerated_cpp_vec_kernel_countnum_bytes_accessedrclearrir_nodes_pre_fusioncpp_to_dtype_countrnum_comprehensive_padding)num_matches_for_scatter_upon_const_tensornum_loop_reorderingparallel_reduction_countrrrresetr);s^%&"%++- !01- rcNeZdZUdZded<ded<ded<ded<ded<ded<y ) CachedMetricsDeltasz] The subset of metrics we want update across cache hits, e.g., the FxGraphCache. rrr r#r$r!r&N)rrr__doc__rrrrr+r+Us-  $''/22rr+cntjtDcgc]}|jc}Scc}wN) dataclassesfieldsr+name)fields rget_metric_fieldsr3ds&$/$6$67J$K L5EJJ LL Ls2c2eZdZdZddZddZeddZy) 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. cdi|_tD]}t||j|<yr.)cached_metricsr3globals)selfmetrics r__init__zCachedMetricsHelper.__init__os3 ') staticmethodrBrrrr5r5hs% < 488rr5zdict[str, MetricTable]REGISTERED_METRIC_TABLEScjeZdZUded<ded<dZded< ddZdd Zdd Zdd Ze dd Z y ) MetricTablestr table_name list[str] column_namesrrnum_rows_addedcp|jtvry|}t|jt|k(s(Jt|jdt|t |jt |j k(s6Jt |jdt |j t }|g|jDcgc]}|| c}z}td|DsJ|jttt|ycc}w)Nz v.s. c3<K|]}t|tywr.) isinstancerJ).0is r z&MetricTable.add_row..s3!:a%3s) rKenabled_metric_tableslenrMr keysr all _write_rowrlistrJ)r9row_fnrow_dictbn column_namerows radd_rowzMetricTable.add_rows ??"7"9 9 84$$%X6 4$$%&fS]O < 6$++, 8==?0KK $++,-VJx}}4O3P Q K !dt?P?PQ h{+QQ3s3333 T#Y,-Rs' D3c"d|jdS)N metric_table_z.csv)rK)r9s routput_filenamezMetricTable.output_filenamest/t44rc|j}t|d5}tj|d}|j dg|j zdddy#1swYyxYw)Nw lineterminator model_name)rcopencsvwriterwriterowrM)r9filenamefdrls r write_headerzMetricTable.write_headers^'') (C  @BZZ48F OO\NT->->> ? @ @ @s 7AA&c|j}|jdk(r/tjj |s|j |xjdz c_t |D]&\}}t|tr|d}n|d}n|}|||<(t|d5}tj|d}|j|dddy#1swYyxYw)Nrz.6farfrg) rcrNospathexistsrp enumeraterQfloatrjrkrlrm)r9r_rnidxorig_valnew_valrorls rrYzMetricTable._write_rows'')   ! #BGGNN8,D     q &s^ MC(E*%cN!"CH (C  !BZZ48F OOC  ! ! !s $)CCc.t||}|t|<yr.)rIrG)r1rMtables rregister_tablezMetricTable.register_tablesD,/). &rN)r[z4Callable[[], dict[str, Optional[Union[str, float]]]]rDrE)rDrJrC)r_rLrDrE)r1rJrMrLrDrE) rrrrrNr`rcrprYrFrrrrrIrIsPONC.J. .(5@ !(//rrI 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_gbcddlm}ddlm}|j |}||}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 rr) PyCodeCache)get_triton_kernel) codecacherwrapper_benchmarkrloadinspect getsourcefn)kernel_module_coderrmodkernels r_parse_kernel_fn_coders@ '4   - .C s #F   VYY\\ **rc4t|jS)zJ Return the line of code for the kernel excluding the decorators. )rV splitlines)proper_kernel_fn_codes r_parse_kernel_line_of_coder&s $//1 22rcn|dk(rytjd|}|sJd|jdS)Nforeachzsize_hints=(\[[0-9, ]*\]),zsize_hints missing!rrresearchgroup)rrms r_parse_size_hintsr-s;)# /1CDA ###1 771:rcl|dvrytjd|}|sJd|jdS)N) reductionpersistent_reductionz$reduction_hint=ReductionHint\.(\w*),z/reduction_hint not found in kernel source code!rrr)rrrs r_parse_reduction_hintr6s>CC 9;MNA ???1 771:rc$|j|Sr.)count)rpatterns r_count_patternr@s & &w //rc|jd}|jdsJ|jd}|jd}||dz|}|jd}t |S)Nrdef (z):rr,)r startswithindexsplitrV)rdef_line start_idxend_idxdecl_csvcompss r _count_argsrDsm$//1!4H   v && &s#InnT"G A 0H NN3 E u:rc.|jd}||dS)z Skip decorators. rN)r)kernel_fn_code start_poss r_parse_proper_kernel_fn_coderNs!$$V,I )* %%rcntj|d|}|rt|jdSy)Nz = ([\d]+)rr)rrrr)rnumel_arg_namers r _parse_numelrVs3 ^$K02GHA1771:rcjtjd|}|rt|jdS y)z inductor meta looks like: inductor_meta={... 'mutated_arg_names': [], 'no_x_dim': False, 'kernel_num_gb': 2.0}, z.kernel_num_gb.:\s*([0-9.]+)rrN)rrryr)rrrs r_parse_kernel_args_num_gbr^s5 1>BAQWWQZ   rc  ddlm}||t|t| t |t t tdj fdy)z An utility to log kernel metadata. We may parse metadata from kernel source code here. It's fine to parse the generated kernel code here since the logging is disabled by default. It would hurt compilation time. rr)"get_kernel_category_by_source_coderctdtdtdtdttdtdtdtdS) Nztl.loadztl.storezfor z tl.atomic_addrrrr)rrrr)rrkernel_line_of_coderrrrrsrz%log_kernel_metadata..s&&.$,/&'N8H55JK&'//  rctjD]f\}}|tvs|j}tj j |rt j||jhy)z Purge the old log file at the beginning when the benchmark script runs. Should do it in the parent process rather than the child processes running each individual model. N) rGitemsrUrcrurvrwunlinkrp)r1r~rns rpurge_old_log_filesrsb 0557! e (* *,,.Hww~~h' (#    !rc4ttjSr.)enabled_metric_tables_implr rUrrrrUrUs %f&B&B CCrctt}|jdD]9}|j}|s|tvs Jd|d|j |;|S)NrzMetric table name z is not registered)r rJrstriprGadd) config_strenabledr1s rrrsqoG  %zz| //  &8 9 /  D Nrc|tvSr.)rUr1s ris_metric_table_enabledrs (* **rc:|tvs Jd|dt|S)Nz Metric table z is not defined)rGrs rrrs* + +R}TF/-RR + #D ))rrC)rDrL)rrJrDrJ)rrJrDr)rrJrrJrD Optional[str])rrJrrJrDr)rrJrrJrDr)rrJrDrJ)rrJrrJrDz Optional[int])rrJrrJrDzOptional[float])rrJrrJrrJrDrE)rDOrderedSet[str])rrJrDr)r1rJrDbool)r1rJrDrI)< __future__rrkr/rrurr functoolsrtypingrrrr r torch._inductorr torch._inductor.utilsr torch.utils._ordered_setr torch._inductor.schedulerrrr r!rrrr#r$rrr%r&r'r(r)r+r3r5rGrIrrrrrrrrrrrrrUrrrrrrrs<"  !AA"4/;!"   8: 49 !!! CE!#?D,-)!4  3 3  3M8824605 :/:/ :/z     " -   6 + 3.10&*-*))#&)