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604 lines
20 KiB
604 lines
20 KiB
//===-- Analysis.cpp --------------------------------------------*- C++ -*-===//
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//
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// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
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// See https://llvm.org/LICENSE.txt for license information.
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// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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//
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//===----------------------------------------------------------------------===//
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#include "Analysis.h"
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#include "BenchmarkResult.h"
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#include "llvm/ADT/STLExtras.h"
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#include "llvm/MC/MCAsmInfo.h"
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#include "llvm/MC/MCTargetOptions.h"
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#include "llvm/Support/FormatVariadic.h"
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#include <limits>
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#include <unordered_set>
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#include <vector>
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namespace llvm {
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namespace exegesis {
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static const char kCsvSep = ',';
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namespace {
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enum EscapeTag { kEscapeCsv, kEscapeHtml, kEscapeHtmlString };
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template <EscapeTag Tag> void writeEscaped(raw_ostream &OS, const StringRef S);
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template <> void writeEscaped<kEscapeCsv>(raw_ostream &OS, const StringRef S) {
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if (!llvm::is_contained(S, kCsvSep)) {
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OS << S;
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} else {
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// Needs escaping.
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OS << '"';
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for (const char C : S) {
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if (C == '"')
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OS << "\"\"";
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else
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OS << C;
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}
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OS << '"';
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}
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}
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template <> void writeEscaped<kEscapeHtml>(raw_ostream &OS, const StringRef S) {
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for (const char C : S) {
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if (C == '<')
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OS << "<";
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else if (C == '>')
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OS << ">";
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else if (C == '&')
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OS << "&";
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else
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OS << C;
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}
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}
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template <>
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void writeEscaped<kEscapeHtmlString>(raw_ostream &OS, const StringRef S) {
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for (const char C : S) {
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if (C == '"')
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OS << "\\\"";
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else
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OS << C;
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}
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}
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} // namespace
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template <EscapeTag Tag>
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static void
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writeClusterId(raw_ostream &OS,
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const InstructionBenchmarkClustering::ClusterId &CID) {
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if (CID.isNoise())
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writeEscaped<Tag>(OS, "[noise]");
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else if (CID.isError())
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writeEscaped<Tag>(OS, "[error]");
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else
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OS << CID.getId();
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}
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template <EscapeTag Tag>
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static void writeMeasurementValue(raw_ostream &OS, const double Value) {
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// Given Value, if we wanted to serialize it to a string,
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// how many base-10 digits will we need to store, max?
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static constexpr auto MaxDigitCount =
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std::numeric_limits<decltype(Value)>::max_digits10;
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// Also, we will need a decimal separator.
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static constexpr auto DecimalSeparatorLen = 1; // '.' e.g.
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// So how long of a string will the serialization produce, max?
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static constexpr auto SerializationLen = MaxDigitCount + DecimalSeparatorLen;
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// WARNING: when changing the format, also adjust the small-size estimate ^.
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static constexpr StringLiteral SimpleFloatFormat = StringLiteral("{0:F}");
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writeEscaped<Tag>(
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OS, formatv(SimpleFloatFormat.data(), Value).sstr<SerializationLen>());
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}
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template <typename EscapeTag, EscapeTag Tag>
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void Analysis::writeSnippet(raw_ostream &OS, ArrayRef<uint8_t> Bytes,
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const char *Separator) const {
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SmallVector<std::string, 3> Lines;
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// Parse the asm snippet and print it.
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while (!Bytes.empty()) {
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MCInst MI;
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uint64_t MISize = 0;
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if (!Disasm_->getInstruction(MI, MISize, Bytes, 0, nulls())) {
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writeEscaped<Tag>(OS, join(Lines, Separator));
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writeEscaped<Tag>(OS, Separator);
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writeEscaped<Tag>(OS, "[error decoding asm snippet]");
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return;
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}
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SmallString<128> InstPrinterStr; // FIXME: magic number.
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raw_svector_ostream OSS(InstPrinterStr);
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InstPrinter_->printInst(&MI, 0, "", *SubtargetInfo_, OSS);
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Bytes = Bytes.drop_front(MISize);
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Lines.emplace_back(StringRef(InstPrinterStr).trim());
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}
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writeEscaped<Tag>(OS, join(Lines, Separator));
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}
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// Prints a row representing an instruction, along with scheduling info and
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// point coordinates (measurements).
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void Analysis::printInstructionRowCsv(const size_t PointId,
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raw_ostream &OS) const {
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const InstructionBenchmark &Point = Clustering_.getPoints()[PointId];
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writeClusterId<kEscapeCsv>(OS, Clustering_.getClusterIdForPoint(PointId));
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OS << kCsvSep;
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writeSnippet<EscapeTag, kEscapeCsv>(OS, Point.AssembledSnippet, "; ");
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OS << kCsvSep;
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writeEscaped<kEscapeCsv>(OS, Point.Key.Config);
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OS << kCsvSep;
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assert(!Point.Key.Instructions.empty());
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const MCInst &MCI = Point.keyInstruction();
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unsigned SchedClassId;
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std::tie(SchedClassId, std::ignore) = ResolvedSchedClass::resolveSchedClassId(
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*SubtargetInfo_, *InstrInfo_, MCI);
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#if !defined(NDEBUG) || defined(LLVM_ENABLE_DUMP)
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const MCSchedClassDesc *const SCDesc =
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SubtargetInfo_->getSchedModel().getSchedClassDesc(SchedClassId);
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writeEscaped<kEscapeCsv>(OS, SCDesc->Name);
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#else
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OS << SchedClassId;
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#endif
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for (const auto &Measurement : Point.Measurements) {
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OS << kCsvSep;
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writeMeasurementValue<kEscapeCsv>(OS, Measurement.PerInstructionValue);
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}
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OS << "\n";
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}
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Analysis::Analysis(const Target &Target, std::unique_ptr<MCInstrInfo> InstrInfo,
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const InstructionBenchmarkClustering &Clustering,
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double AnalysisInconsistencyEpsilon,
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bool AnalysisDisplayUnstableOpcodes)
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: Clustering_(Clustering), InstrInfo_(std::move(InstrInfo)),
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AnalysisInconsistencyEpsilonSquared_(AnalysisInconsistencyEpsilon *
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AnalysisInconsistencyEpsilon),
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AnalysisDisplayUnstableOpcodes_(AnalysisDisplayUnstableOpcodes) {
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if (Clustering.getPoints().empty())
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return;
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const InstructionBenchmark &FirstPoint = Clustering.getPoints().front();
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RegInfo_.reset(Target.createMCRegInfo(FirstPoint.LLVMTriple));
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MCTargetOptions MCOptions;
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AsmInfo_.reset(
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Target.createMCAsmInfo(*RegInfo_, FirstPoint.LLVMTriple, MCOptions));
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SubtargetInfo_.reset(Target.createMCSubtargetInfo(FirstPoint.LLVMTriple,
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FirstPoint.CpuName, ""));
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InstPrinter_.reset(Target.createMCInstPrinter(
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Triple(FirstPoint.LLVMTriple), 0 /*default variant*/, *AsmInfo_,
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*InstrInfo_, *RegInfo_));
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Context_ = std::make_unique<MCContext>(AsmInfo_.get(), RegInfo_.get(),
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&ObjectFileInfo_);
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Disasm_.reset(Target.createMCDisassembler(*SubtargetInfo_, *Context_));
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assert(Disasm_ && "cannot create MCDisassembler. missing call to "
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"InitializeXXXTargetDisassembler ?");
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}
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template <>
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Error Analysis::run<Analysis::PrintClusters>(raw_ostream &OS) const {
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if (Clustering_.getPoints().empty())
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return Error::success();
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// Write the header.
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OS << "cluster_id" << kCsvSep << "opcode_name" << kCsvSep << "config"
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<< kCsvSep << "sched_class";
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for (const auto &Measurement : Clustering_.getPoints().front().Measurements) {
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OS << kCsvSep;
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writeEscaped<kEscapeCsv>(OS, Measurement.Key);
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}
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OS << "\n";
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// Write the points.
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const auto &Clusters = Clustering_.getValidClusters();
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for (size_t I = 0, E = Clusters.size(); I < E; ++I) {
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for (const size_t PointId : Clusters[I].PointIndices) {
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printInstructionRowCsv(PointId, OS);
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}
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OS << "\n\n";
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}
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return Error::success();
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}
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Analysis::ResolvedSchedClassAndPoints::ResolvedSchedClassAndPoints(
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ResolvedSchedClass &&RSC)
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: RSC(std::move(RSC)) {}
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std::vector<Analysis::ResolvedSchedClassAndPoints>
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Analysis::makePointsPerSchedClass() const {
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std::vector<ResolvedSchedClassAndPoints> Entries;
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// Maps SchedClassIds to index in result.
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std::unordered_map<unsigned, size_t> SchedClassIdToIndex;
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const auto &Points = Clustering_.getPoints();
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for (size_t PointId = 0, E = Points.size(); PointId < E; ++PointId) {
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const InstructionBenchmark &Point = Points[PointId];
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if (!Point.Error.empty())
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continue;
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assert(!Point.Key.Instructions.empty());
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// FIXME: we should be using the tuple of classes for instructions in the
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// snippet as key.
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const MCInst &MCI = Point.keyInstruction();
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unsigned SchedClassId;
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bool WasVariant;
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std::tie(SchedClassId, WasVariant) =
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ResolvedSchedClass::resolveSchedClassId(*SubtargetInfo_, *InstrInfo_,
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MCI);
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const auto IndexIt = SchedClassIdToIndex.find(SchedClassId);
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if (IndexIt == SchedClassIdToIndex.end()) {
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// Create a new entry.
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SchedClassIdToIndex.emplace(SchedClassId, Entries.size());
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ResolvedSchedClassAndPoints Entry(
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ResolvedSchedClass(*SubtargetInfo_, SchedClassId, WasVariant));
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Entry.PointIds.push_back(PointId);
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Entries.push_back(std::move(Entry));
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} else {
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// Append to the existing entry.
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Entries[IndexIt->second].PointIds.push_back(PointId);
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}
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}
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return Entries;
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}
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// Parallel benchmarks repeat the same opcode multiple times. Just show this
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// opcode and show the whole snippet only on hover.
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static void writeParallelSnippetHtml(raw_ostream &OS,
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const std::vector<MCInst> &Instructions,
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const MCInstrInfo &InstrInfo) {
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if (Instructions.empty())
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return;
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writeEscaped<kEscapeHtml>(OS, InstrInfo.getName(Instructions[0].getOpcode()));
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if (Instructions.size() > 1)
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OS << " (x" << Instructions.size() << ")";
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}
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// Latency tries to find a serial path. Just show the opcode path and show the
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// whole snippet only on hover.
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static void writeLatencySnippetHtml(raw_ostream &OS,
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const std::vector<MCInst> &Instructions,
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const MCInstrInfo &InstrInfo) {
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bool First = true;
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for (const MCInst &Instr : Instructions) {
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if (First)
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First = false;
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else
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OS << " → ";
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writeEscaped<kEscapeHtml>(OS, InstrInfo.getName(Instr.getOpcode()));
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}
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}
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void Analysis::printPointHtml(const InstructionBenchmark &Point,
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llvm::raw_ostream &OS) const {
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OS << "<li><span class=\"mono\" title=\"";
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writeSnippet<EscapeTag, kEscapeHtmlString>(OS, Point.AssembledSnippet, "\n");
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OS << "\">";
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switch (Point.Mode) {
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case InstructionBenchmark::Latency:
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writeLatencySnippetHtml(OS, Point.Key.Instructions, *InstrInfo_);
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break;
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case InstructionBenchmark::Uops:
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case InstructionBenchmark::InverseThroughput:
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writeParallelSnippetHtml(OS, Point.Key.Instructions, *InstrInfo_);
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break;
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default:
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llvm_unreachable("invalid mode");
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}
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OS << "</span> <span class=\"mono\">";
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writeEscaped<kEscapeHtml>(OS, Point.Key.Config);
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OS << "</span></li>";
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}
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void Analysis::printSchedClassClustersHtml(
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const std::vector<SchedClassCluster> &Clusters,
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const ResolvedSchedClass &RSC, raw_ostream &OS) const {
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const auto &Points = Clustering_.getPoints();
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OS << "<table class=\"sched-class-clusters\">";
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OS << "<tr><th>ClusterId</th><th>Opcode/Config</th>";
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assert(!Clusters.empty());
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for (const auto &Measurement :
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Points[Clusters[0].getPointIds()[0]].Measurements) {
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OS << "<th>";
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writeEscaped<kEscapeHtml>(OS, Measurement.Key);
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OS << "</th>";
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}
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OS << "</tr>";
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for (const SchedClassCluster &Cluster : Clusters) {
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OS << "<tr class=\""
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<< (Cluster.measurementsMatch(*SubtargetInfo_, RSC, Clustering_,
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AnalysisInconsistencyEpsilonSquared_)
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? "good-cluster"
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: "bad-cluster")
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<< "\"><td>";
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writeClusterId<kEscapeHtml>(OS, Cluster.id());
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OS << "</td><td><ul>";
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for (const size_t PointId : Cluster.getPointIds()) {
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printPointHtml(Points[PointId], OS);
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}
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OS << "</ul></td>";
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for (const auto &Stats : Cluster.getCentroid().getStats()) {
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OS << "<td class=\"measurement\">";
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writeMeasurementValue<kEscapeHtml>(OS, Stats.avg());
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OS << "<br><span class=\"minmax\">[";
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writeMeasurementValue<kEscapeHtml>(OS, Stats.min());
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OS << ";";
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writeMeasurementValue<kEscapeHtml>(OS, Stats.max());
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OS << "]</span></td>";
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}
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OS << "</tr>";
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}
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OS << "</table>";
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}
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void Analysis::SchedClassCluster::addPoint(
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size_t PointId, const InstructionBenchmarkClustering &Clustering) {
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PointIds.push_back(PointId);
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const auto &Point = Clustering.getPoints()[PointId];
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if (ClusterId.isUndef())
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ClusterId = Clustering.getClusterIdForPoint(PointId);
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assert(ClusterId == Clustering.getClusterIdForPoint(PointId));
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Centroid.addPoint(Point.Measurements);
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}
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bool Analysis::SchedClassCluster::measurementsMatch(
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const MCSubtargetInfo &STI, const ResolvedSchedClass &RSC,
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const InstructionBenchmarkClustering &Clustering,
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const double AnalysisInconsistencyEpsilonSquared_) const {
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assert(!Clustering.getPoints().empty());
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const InstructionBenchmark::ModeE Mode = Clustering.getPoints()[0].Mode;
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if (!Centroid.validate(Mode))
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return false;
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const std::vector<BenchmarkMeasure> ClusterCenterPoint =
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Centroid.getAsPoint();
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const std::vector<BenchmarkMeasure> SchedClassPoint =
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RSC.getAsPoint(Mode, STI, Centroid.getStats());
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if (SchedClassPoint.empty())
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return false; // In Uops mode validate() may not be enough.
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assert(ClusterCenterPoint.size() == SchedClassPoint.size() &&
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"Expected measured/sched data dimensions to match.");
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return Clustering.isNeighbour(ClusterCenterPoint, SchedClassPoint,
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AnalysisInconsistencyEpsilonSquared_);
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}
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void Analysis::printSchedClassDescHtml(const ResolvedSchedClass &RSC,
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raw_ostream &OS) const {
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OS << "<table class=\"sched-class-desc\">";
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OS << "<tr><th>Valid</th><th>Variant</th><th>NumMicroOps</th><th>Latency</"
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"th><th>RThroughput</th><th>WriteProcRes</th><th title=\"This is the "
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"idealized unit resource (port) pressure assuming ideal "
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"distribution\">Idealized Resource Pressure</th></tr>";
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if (RSC.SCDesc->isValid()) {
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const auto &SM = SubtargetInfo_->getSchedModel();
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OS << "<tr><td>✔</td>";
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OS << "<td>" << (RSC.WasVariant ? "✔" : "✕") << "</td>";
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OS << "<td>" << RSC.SCDesc->NumMicroOps << "</td>";
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// Latencies.
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OS << "<td><ul>";
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for (int I = 0, E = RSC.SCDesc->NumWriteLatencyEntries; I < E; ++I) {
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const auto *const Entry =
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SubtargetInfo_->getWriteLatencyEntry(RSC.SCDesc, I);
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OS << "<li>" << Entry->Cycles;
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if (RSC.SCDesc->NumWriteLatencyEntries > 1) {
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// Dismabiguate if more than 1 latency.
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OS << " (WriteResourceID " << Entry->WriteResourceID << ")";
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}
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OS << "</li>";
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}
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OS << "</ul></td>";
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// inverse throughput.
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OS << "<td>";
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writeMeasurementValue<kEscapeHtml>(
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OS,
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MCSchedModel::getReciprocalThroughput(*SubtargetInfo_, *RSC.SCDesc));
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OS << "</td>";
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// WriteProcRes.
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OS << "<td><ul>";
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for (const auto &WPR : RSC.NonRedundantWriteProcRes) {
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OS << "<li><span class=\"mono\">";
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writeEscaped<kEscapeHtml>(OS,
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SM.getProcResource(WPR.ProcResourceIdx)->Name);
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OS << "</span>: " << WPR.Cycles << "</li>";
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}
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OS << "</ul></td>";
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// Idealized port pressure.
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OS << "<td><ul>";
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for (const auto &Pressure : RSC.IdealizedProcResPressure) {
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OS << "<li><span class=\"mono\">";
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writeEscaped<kEscapeHtml>(OS, SubtargetInfo_->getSchedModel()
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.getProcResource(Pressure.first)
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->Name);
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OS << "</span>: ";
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writeMeasurementValue<kEscapeHtml>(OS, Pressure.second);
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OS << "</li>";
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}
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OS << "</ul></td>";
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OS << "</tr>";
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} else {
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OS << "<tr><td>✕</td><td></td><td></td></tr>";
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}
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OS << "</table>";
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}
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void Analysis::printClusterRawHtml(
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const InstructionBenchmarkClustering::ClusterId &Id, StringRef display_name,
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llvm::raw_ostream &OS) const {
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const auto &Points = Clustering_.getPoints();
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const auto &Cluster = Clustering_.getCluster(Id);
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if (Cluster.PointIndices.empty())
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return;
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OS << "<div class=\"inconsistency\"><p>" << display_name << " Cluster ("
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<< Cluster.PointIndices.size() << " points)</p>";
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OS << "<table class=\"sched-class-clusters\">";
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// Table Header.
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OS << "<tr><th>ClusterId</th><th>Opcode/Config</th>";
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for (const auto &Measurement : Points[Cluster.PointIndices[0]].Measurements) {
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OS << "<th>";
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writeEscaped<kEscapeHtml>(OS, Measurement.Key);
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OS << "</th>";
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}
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OS << "</tr>";
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// Point data.
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for (const auto &PointId : Cluster.PointIndices) {
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OS << "<tr class=\"bad-cluster\"><td>" << display_name << "</td><td><ul>";
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printPointHtml(Points[PointId], OS);
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OS << "</ul></td>";
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for (const auto &Measurement : Points[PointId].Measurements) {
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OS << "<td class=\"measurement\">";
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writeMeasurementValue<kEscapeHtml>(OS, Measurement.PerInstructionValue);
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}
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OS << "</tr>";
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}
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OS << "</table>";
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OS << "</div>";
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} // namespace exegesis
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static constexpr const char kHtmlHead[] = R"(
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<head>
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<title>llvm-exegesis Analysis Results</title>
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<style>
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body {
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font-family: sans-serif
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}
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span.sched-class-name {
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font-weight: bold;
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font-family: monospace;
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}
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span.opcode {
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font-family: monospace;
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}
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span.config {
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font-family: monospace;
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}
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div.inconsistency {
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margin-top: 50px;
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}
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table {
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margin-left: 50px;
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border-collapse: collapse;
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}
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table, table tr,td,th {
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border: 1px solid #444;
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}
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table ul {
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padding-left: 0px;
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margin: 0px;
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list-style-type: none;
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}
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table.sched-class-clusters td {
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padding-left: 10px;
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padding-right: 10px;
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padding-top: 10px;
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padding-bottom: 10px;
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}
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table.sched-class-desc td {
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padding-left: 10px;
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padding-right: 10px;
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padding-top: 2px;
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padding-bottom: 2px;
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}
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span.mono {
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font-family: monospace;
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}
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td.measurement {
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text-align: center;
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}
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tr.good-cluster td.measurement {
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color: #292
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}
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tr.bad-cluster td.measurement {
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color: #922
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}
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tr.good-cluster td.measurement span.minmax {
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color: #888;
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}
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tr.bad-cluster td.measurement span.minmax {
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color: #888;
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}
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</style>
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</head>
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)";
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template <>
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Error Analysis::run<Analysis::PrintSchedClassInconsistencies>(
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raw_ostream &OS) const {
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const auto &FirstPoint = Clustering_.getPoints()[0];
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// Print the header.
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OS << "<!DOCTYPE html><html>" << kHtmlHead << "<body>";
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OS << "<h1><span class=\"mono\">llvm-exegesis</span> Analysis Results</h1>";
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OS << "<h3>Triple: <span class=\"mono\">";
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writeEscaped<kEscapeHtml>(OS, FirstPoint.LLVMTriple);
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OS << "</span></h3><h3>Cpu: <span class=\"mono\">";
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writeEscaped<kEscapeHtml>(OS, FirstPoint.CpuName);
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OS << "</span></h3>";
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for (const auto &RSCAndPoints : makePointsPerSchedClass()) {
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if (!RSCAndPoints.RSC.SCDesc)
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continue;
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// Bucket sched class points into sched class clusters.
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std::vector<SchedClassCluster> SchedClassClusters;
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for (const size_t PointId : RSCAndPoints.PointIds) {
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const auto &ClusterId = Clustering_.getClusterIdForPoint(PointId);
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if (!ClusterId.isValid())
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continue; // Ignore noise and errors. FIXME: take noise into account ?
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if (ClusterId.isUnstable() ^ AnalysisDisplayUnstableOpcodes_)
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continue; // Either display stable or unstable clusters only.
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auto SchedClassClusterIt =
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std::find_if(SchedClassClusters.begin(), SchedClassClusters.end(),
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[ClusterId](const SchedClassCluster &C) {
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return C.id() == ClusterId;
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});
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if (SchedClassClusterIt == SchedClassClusters.end()) {
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SchedClassClusters.emplace_back();
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SchedClassClusterIt = std::prev(SchedClassClusters.end());
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}
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SchedClassClusterIt->addPoint(PointId, Clustering_);
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}
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// Print any scheduling class that has at least one cluster that does not
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// match the checked-in data.
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if (all_of(SchedClassClusters, [this,
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|
&RSCAndPoints](const SchedClassCluster &C) {
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return C.measurementsMatch(*SubtargetInfo_, RSCAndPoints.RSC,
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|
Clustering_,
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|
AnalysisInconsistencyEpsilonSquared_);
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}))
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continue; // Nothing weird.
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|
|
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OS << "<div class=\"inconsistency\"><p>Sched Class <span "
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|
"class=\"sched-class-name\">";
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#if !defined(NDEBUG) || defined(LLVM_ENABLE_DUMP)
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writeEscaped<kEscapeHtml>(OS, RSCAndPoints.RSC.SCDesc->Name);
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#else
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OS << RSCAndPoints.RSC.SchedClassId;
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#endif
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OS << "</span> contains instructions whose performance characteristics do"
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|
" not match that of LLVM:</p>";
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|
printSchedClassClustersHtml(SchedClassClusters, RSCAndPoints.RSC, OS);
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OS << "<p>llvm SchedModel data:</p>";
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|
printSchedClassDescHtml(RSCAndPoints.RSC, OS);
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OS << "</div>";
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}
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printClusterRawHtml(InstructionBenchmarkClustering::ClusterId::noise(),
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"[noise]", OS);
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OS << "</body></html>";
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return Error::success();
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|
}
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} // namespace exegesis
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} // namespace llvm
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