1 //===-- Analysis.cpp --------------------------------------------*- C++ -*-===//
2 //
3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
4 // See https://llvm.org/LICENSE.txt for license information.
5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
6 //
7 //===----------------------------------------------------------------------===//
8 
9 #include "Analysis.h"
10 #include "BenchmarkResult.h"
11 #include "llvm/ADT/STLExtras.h"
12 #include "llvm/MC/MCAsmInfo.h"
13 #include "llvm/MC/MCTargetOptions.h"
14 #include "llvm/Support/FormatVariadic.h"
15 #include <limits>
16 #include <unordered_set>
17 #include <vector>
18 
19 namespace llvm {
20 namespace exegesis {
21 
22 static const char kCsvSep = ',';
23 
24 namespace {
25 
26 enum EscapeTag { kEscapeCsv, kEscapeHtml, kEscapeHtmlString };
27 
28 template <EscapeTag Tag> void writeEscaped(raw_ostream &OS, const StringRef S);
29 
writeEscaped(raw_ostream & OS,const StringRef S)30 template <> void writeEscaped<kEscapeCsv>(raw_ostream &OS, const StringRef S) {
31   if (!llvm::is_contained(S, kCsvSep)) {
32     OS << S;
33   } else {
34     // Needs escaping.
35     OS << '"';
36     for (const char C : S) {
37       if (C == '"')
38         OS << "\"\"";
39       else
40         OS << C;
41     }
42     OS << '"';
43   }
44 }
45 
writeEscaped(raw_ostream & OS,const StringRef S)46 template <> void writeEscaped<kEscapeHtml>(raw_ostream &OS, const StringRef S) {
47   for (const char C : S) {
48     if (C == '<')
49       OS << "&lt;";
50     else if (C == '>')
51       OS << "&gt;";
52     else if (C == '&')
53       OS << "&amp;";
54     else
55       OS << C;
56   }
57 }
58 
59 template <>
writeEscaped(raw_ostream & OS,const StringRef S)60 void writeEscaped<kEscapeHtmlString>(raw_ostream &OS, const StringRef S) {
61   for (const char C : S) {
62     if (C == '"')
63       OS << "\\\"";
64     else
65       OS << C;
66   }
67 }
68 
69 } // namespace
70 
71 template <EscapeTag Tag>
72 static void
writeClusterId(raw_ostream & OS,const InstructionBenchmarkClustering::ClusterId & CID)73 writeClusterId(raw_ostream &OS,
74                const InstructionBenchmarkClustering::ClusterId &CID) {
75   if (CID.isNoise())
76     writeEscaped<Tag>(OS, "[noise]");
77   else if (CID.isError())
78     writeEscaped<Tag>(OS, "[error]");
79   else
80     OS << CID.getId();
81 }
82 
83 template <EscapeTag Tag>
writeMeasurementValue(raw_ostream & OS,const double Value)84 static void writeMeasurementValue(raw_ostream &OS, const double Value) {
85   // Given Value, if we wanted to serialize it to a string,
86   // how many base-10 digits will we need to store, max?
87   static constexpr auto MaxDigitCount =
88       std::numeric_limits<decltype(Value)>::max_digits10;
89   // Also, we will need a decimal separator.
90   static constexpr auto DecimalSeparatorLen = 1; // '.' e.g.
91   // So how long of a string will the serialization produce, max?
92   static constexpr auto SerializationLen = MaxDigitCount + DecimalSeparatorLen;
93 
94   // WARNING: when changing the format, also adjust the small-size estimate ^.
95   static constexpr StringLiteral SimpleFloatFormat = StringLiteral("{0:F}");
96 
97   writeEscaped<Tag>(
98       OS, formatv(SimpleFloatFormat.data(), Value).sstr<SerializationLen>());
99 }
100 
101 template <typename EscapeTag, EscapeTag Tag>
writeSnippet(raw_ostream & OS,ArrayRef<uint8_t> Bytes,const char * Separator) const102 void Analysis::writeSnippet(raw_ostream &OS, ArrayRef<uint8_t> Bytes,
103                             const char *Separator) const {
104   SmallVector<std::string, 3> Lines;
105   // Parse the asm snippet and print it.
106   while (!Bytes.empty()) {
107     MCInst MI;
108     uint64_t MISize = 0;
109     if (!Disasm_->getInstruction(MI, MISize, Bytes, 0, nulls())) {
110       writeEscaped<Tag>(OS, join(Lines, Separator));
111       writeEscaped<Tag>(OS, Separator);
112       writeEscaped<Tag>(OS, "[error decoding asm snippet]");
113       return;
114     }
115     SmallString<128> InstPrinterStr; // FIXME: magic number.
116     raw_svector_ostream OSS(InstPrinterStr);
117     InstPrinter_->printInst(&MI, 0, "", *SubtargetInfo_, OSS);
118     Bytes = Bytes.drop_front(MISize);
119     Lines.emplace_back(InstPrinterStr.str().trim());
120   }
121   writeEscaped<Tag>(OS, join(Lines, Separator));
122 }
123 
124 // Prints a row representing an instruction, along with scheduling info and
125 // point coordinates (measurements).
printInstructionRowCsv(const size_t PointId,raw_ostream & OS) const126 void Analysis::printInstructionRowCsv(const size_t PointId,
127                                       raw_ostream &OS) const {
128   const InstructionBenchmark &Point = Clustering_.getPoints()[PointId];
129   writeClusterId<kEscapeCsv>(OS, Clustering_.getClusterIdForPoint(PointId));
130   OS << kCsvSep;
131   writeSnippet<EscapeTag, kEscapeCsv>(OS, Point.AssembledSnippet, "; ");
132   OS << kCsvSep;
133   writeEscaped<kEscapeCsv>(OS, Point.Key.Config);
134   OS << kCsvSep;
135   assert(!Point.Key.Instructions.empty());
136   const MCInst &MCI = Point.keyInstruction();
137   unsigned SchedClassId;
138   std::tie(SchedClassId, std::ignore) = ResolvedSchedClass::resolveSchedClassId(
139       *SubtargetInfo_, *InstrInfo_, MCI);
140 #if !defined(NDEBUG) || defined(LLVM_ENABLE_DUMP)
141   const MCSchedClassDesc *const SCDesc =
142       SubtargetInfo_->getSchedModel().getSchedClassDesc(SchedClassId);
143   writeEscaped<kEscapeCsv>(OS, SCDesc->Name);
144 #else
145   OS << SchedClassId;
146 #endif
147   for (const auto &Measurement : Point.Measurements) {
148     OS << kCsvSep;
149     writeMeasurementValue<kEscapeCsv>(OS, Measurement.PerInstructionValue);
150   }
151   OS << "\n";
152 }
153 
Analysis(const Target & Target,std::unique_ptr<MCInstrInfo> InstrInfo,const InstructionBenchmarkClustering & Clustering,double AnalysisInconsistencyEpsilon,bool AnalysisDisplayUnstableOpcodes,const std::string & ForceCpuName)154 Analysis::Analysis(const Target &Target, std::unique_ptr<MCInstrInfo> InstrInfo,
155                    const InstructionBenchmarkClustering &Clustering,
156                    double AnalysisInconsistencyEpsilon,
157                    bool AnalysisDisplayUnstableOpcodes,
158                    const std::string &ForceCpuName)
159     : Clustering_(Clustering), InstrInfo_(std::move(InstrInfo)),
160       AnalysisInconsistencyEpsilonSquared_(AnalysisInconsistencyEpsilon *
161                                            AnalysisInconsistencyEpsilon),
162       AnalysisDisplayUnstableOpcodes_(AnalysisDisplayUnstableOpcodes) {
163   if (Clustering.getPoints().empty())
164     return;
165 
166   const InstructionBenchmark &FirstPoint = Clustering.getPoints().front();
167   const std::string CpuName =
168       ForceCpuName.empty() ? FirstPoint.CpuName : ForceCpuName;
169   RegInfo_.reset(Target.createMCRegInfo(FirstPoint.LLVMTriple));
170   MCTargetOptions MCOptions;
171   AsmInfo_.reset(
172       Target.createMCAsmInfo(*RegInfo_, FirstPoint.LLVMTriple, MCOptions));
173   SubtargetInfo_.reset(
174       Target.createMCSubtargetInfo(FirstPoint.LLVMTriple, CpuName, ""));
175   InstPrinter_.reset(Target.createMCInstPrinter(
176       Triple(FirstPoint.LLVMTriple), 0 /*default variant*/, *AsmInfo_,
177       *InstrInfo_, *RegInfo_));
178 
179   Context_ =
180       std::make_unique<MCContext>(Triple(FirstPoint.LLVMTriple), AsmInfo_.get(),
181                                   RegInfo_.get(), SubtargetInfo_.get());
182   Disasm_.reset(Target.createMCDisassembler(*SubtargetInfo_, *Context_));
183   assert(Disasm_ && "cannot create MCDisassembler. missing call to "
184                     "InitializeXXXTargetDisassembler ?");
185 }
186 
187 template <>
run(raw_ostream & OS) const188 Error Analysis::run<Analysis::PrintClusters>(raw_ostream &OS) const {
189   if (Clustering_.getPoints().empty())
190     return Error::success();
191 
192   // Write the header.
193   OS << "cluster_id" << kCsvSep << "opcode_name" << kCsvSep << "config"
194      << kCsvSep << "sched_class";
195   for (const auto &Measurement : Clustering_.getPoints().front().Measurements) {
196     OS << kCsvSep;
197     writeEscaped<kEscapeCsv>(OS, Measurement.Key);
198   }
199   OS << "\n";
200 
201   // Write the points.
202   for (const auto &ClusterIt : Clustering_.getValidClusters()) {
203     for (const size_t PointId : ClusterIt.PointIndices) {
204       printInstructionRowCsv(PointId, OS);
205     }
206     OS << "\n\n";
207   }
208   return Error::success();
209 }
210 
ResolvedSchedClassAndPoints(ResolvedSchedClass && RSC)211 Analysis::ResolvedSchedClassAndPoints::ResolvedSchedClassAndPoints(
212     ResolvedSchedClass &&RSC)
213     : RSC(std::move(RSC)) {}
214 
215 std::vector<Analysis::ResolvedSchedClassAndPoints>
makePointsPerSchedClass() const216 Analysis::makePointsPerSchedClass() const {
217   std::vector<ResolvedSchedClassAndPoints> Entries;
218   // Maps SchedClassIds to index in result.
219   std::unordered_map<unsigned, size_t> SchedClassIdToIndex;
220   const auto &Points = Clustering_.getPoints();
221   for (size_t PointId = 0, E = Points.size(); PointId < E; ++PointId) {
222     const InstructionBenchmark &Point = Points[PointId];
223     if (!Point.Error.empty())
224       continue;
225     assert(!Point.Key.Instructions.empty());
226     // FIXME: we should be using the tuple of classes for instructions in the
227     // snippet as key.
228     const MCInst &MCI = Point.keyInstruction();
229     unsigned SchedClassId;
230     bool WasVariant;
231     std::tie(SchedClassId, WasVariant) =
232         ResolvedSchedClass::resolveSchedClassId(*SubtargetInfo_, *InstrInfo_,
233                                                 MCI);
234     const auto IndexIt = SchedClassIdToIndex.find(SchedClassId);
235     if (IndexIt == SchedClassIdToIndex.end()) {
236       // Create a new entry.
237       SchedClassIdToIndex.emplace(SchedClassId, Entries.size());
238       ResolvedSchedClassAndPoints Entry(
239           ResolvedSchedClass(*SubtargetInfo_, SchedClassId, WasVariant));
240       Entry.PointIds.push_back(PointId);
241       Entries.push_back(std::move(Entry));
242     } else {
243       // Append to the existing entry.
244       Entries[IndexIt->second].PointIds.push_back(PointId);
245     }
246   }
247   return Entries;
248 }
249 
250 // Parallel benchmarks repeat the same opcode multiple times. Just show this
251 // opcode and show the whole snippet only on hover.
writeParallelSnippetHtml(raw_ostream & OS,const std::vector<MCInst> & Instructions,const MCInstrInfo & InstrInfo)252 static void writeParallelSnippetHtml(raw_ostream &OS,
253                                  const std::vector<MCInst> &Instructions,
254                                  const MCInstrInfo &InstrInfo) {
255   if (Instructions.empty())
256     return;
257   writeEscaped<kEscapeHtml>(OS, InstrInfo.getName(Instructions[0].getOpcode()));
258   if (Instructions.size() > 1)
259     OS << " (x" << Instructions.size() << ")";
260 }
261 
262 // Latency tries to find a serial path. Just show the opcode path and show the
263 // whole snippet only on hover.
writeLatencySnippetHtml(raw_ostream & OS,const std::vector<MCInst> & Instructions,const MCInstrInfo & InstrInfo)264 static void writeLatencySnippetHtml(raw_ostream &OS,
265                                     const std::vector<MCInst> &Instructions,
266                                     const MCInstrInfo &InstrInfo) {
267   bool First = true;
268   for (const MCInst &Instr : Instructions) {
269     if (First)
270       First = false;
271     else
272       OS << " &rarr; ";
273     writeEscaped<kEscapeHtml>(OS, InstrInfo.getName(Instr.getOpcode()));
274   }
275 }
276 
printPointHtml(const InstructionBenchmark & Point,llvm::raw_ostream & OS) const277 void Analysis::printPointHtml(const InstructionBenchmark &Point,
278                               llvm::raw_ostream &OS) const {
279   OS << "<li><span class=\"mono\" title=\"";
280   writeSnippet<EscapeTag, kEscapeHtmlString>(OS, Point.AssembledSnippet, "\n");
281   OS << "\">";
282   switch (Point.Mode) {
283   case InstructionBenchmark::Latency:
284     writeLatencySnippetHtml(OS, Point.Key.Instructions, *InstrInfo_);
285     break;
286   case InstructionBenchmark::Uops:
287   case InstructionBenchmark::InverseThroughput:
288     writeParallelSnippetHtml(OS, Point.Key.Instructions, *InstrInfo_);
289     break;
290   default:
291     llvm_unreachable("invalid mode");
292   }
293   OS << "</span> <span class=\"mono\">";
294   writeEscaped<kEscapeHtml>(OS, Point.Key.Config);
295   OS << "</span></li>";
296 }
297 
printSchedClassClustersHtml(const std::vector<SchedClassCluster> & Clusters,const ResolvedSchedClass & RSC,raw_ostream & OS) const298 void Analysis::printSchedClassClustersHtml(
299     const std::vector<SchedClassCluster> &Clusters,
300     const ResolvedSchedClass &RSC, raw_ostream &OS) const {
301   const auto &Points = Clustering_.getPoints();
302   OS << "<table class=\"sched-class-clusters\">";
303   OS << "<tr><th>ClusterId</th><th>Opcode/Config</th>";
304   assert(!Clusters.empty());
305   for (const auto &Measurement :
306        Points[Clusters[0].getPointIds()[0]].Measurements) {
307     OS << "<th>";
308     writeEscaped<kEscapeHtml>(OS, Measurement.Key);
309     OS << "</th>";
310   }
311   OS << "</tr>";
312   for (const SchedClassCluster &Cluster : Clusters) {
313     OS << "<tr class=\""
314        << (Cluster.measurementsMatch(*SubtargetInfo_, RSC, Clustering_,
315                                      AnalysisInconsistencyEpsilonSquared_)
316                ? "good-cluster"
317                : "bad-cluster")
318        << "\"><td>";
319     writeClusterId<kEscapeHtml>(OS, Cluster.id());
320     OS << "</td><td><ul>";
321     for (const size_t PointId : Cluster.getPointIds()) {
322       printPointHtml(Points[PointId], OS);
323     }
324     OS << "</ul></td>";
325     for (const auto &Stats : Cluster.getCentroid().getStats()) {
326       OS << "<td class=\"measurement\">";
327       writeMeasurementValue<kEscapeHtml>(OS, Stats.avg());
328       OS << "<br><span class=\"minmax\">[";
329       writeMeasurementValue<kEscapeHtml>(OS, Stats.min());
330       OS << ";";
331       writeMeasurementValue<kEscapeHtml>(OS, Stats.max());
332       OS << "]</span></td>";
333     }
334     OS << "</tr>";
335   }
336   OS << "</table>";
337 }
338 
addPoint(size_t PointId,const InstructionBenchmarkClustering & Clustering)339 void Analysis::SchedClassCluster::addPoint(
340     size_t PointId, const InstructionBenchmarkClustering &Clustering) {
341   PointIds.push_back(PointId);
342   const auto &Point = Clustering.getPoints()[PointId];
343   if (ClusterId.isUndef())
344     ClusterId = Clustering.getClusterIdForPoint(PointId);
345   assert(ClusterId == Clustering.getClusterIdForPoint(PointId));
346 
347   Centroid.addPoint(Point.Measurements);
348 }
349 
measurementsMatch(const MCSubtargetInfo & STI,const ResolvedSchedClass & RSC,const InstructionBenchmarkClustering & Clustering,const double AnalysisInconsistencyEpsilonSquared_) const350 bool Analysis::SchedClassCluster::measurementsMatch(
351     const MCSubtargetInfo &STI, const ResolvedSchedClass &RSC,
352     const InstructionBenchmarkClustering &Clustering,
353     const double AnalysisInconsistencyEpsilonSquared_) const {
354   assert(!Clustering.getPoints().empty());
355   const InstructionBenchmark::ModeE Mode = Clustering.getPoints()[0].Mode;
356 
357   if (!Centroid.validate(Mode))
358     return false;
359 
360   const std::vector<BenchmarkMeasure> ClusterCenterPoint =
361       Centroid.getAsPoint();
362 
363   const std::vector<BenchmarkMeasure> SchedClassPoint =
364       RSC.getAsPoint(Mode, STI, Centroid.getStats());
365   if (SchedClassPoint.empty())
366     return false; // In Uops mode validate() may not be enough.
367 
368   assert(ClusterCenterPoint.size() == SchedClassPoint.size() &&
369          "Expected measured/sched data dimensions to match.");
370 
371   return Clustering.isNeighbour(ClusterCenterPoint, SchedClassPoint,
372                                 AnalysisInconsistencyEpsilonSquared_);
373 }
374 
printSchedClassDescHtml(const ResolvedSchedClass & RSC,raw_ostream & OS) const375 void Analysis::printSchedClassDescHtml(const ResolvedSchedClass &RSC,
376                                        raw_ostream &OS) const {
377   OS << "<table class=\"sched-class-desc\">";
378   OS << "<tr><th>Valid</th><th>Variant</th><th>NumMicroOps</th><th>Latency</"
379         "th><th>RThroughput</th><th>WriteProcRes</th><th title=\"This is the "
380         "idealized unit resource (port) pressure assuming ideal "
381         "distribution\">Idealized Resource Pressure</th></tr>";
382   if (RSC.SCDesc->isValid()) {
383     const auto &SM = SubtargetInfo_->getSchedModel();
384     OS << "<tr><td>&#10004;</td>";
385     OS << "<td>" << (RSC.WasVariant ? "&#10004;" : "&#10005;") << "</td>";
386     OS << "<td>" << RSC.SCDesc->NumMicroOps << "</td>";
387     // Latencies.
388     OS << "<td><ul>";
389     for (int I = 0, E = RSC.SCDesc->NumWriteLatencyEntries; I < E; ++I) {
390       const auto *const Entry =
391           SubtargetInfo_->getWriteLatencyEntry(RSC.SCDesc, I);
392       OS << "<li>" << Entry->Cycles;
393       if (RSC.SCDesc->NumWriteLatencyEntries > 1) {
394         // Dismabiguate if more than 1 latency.
395         OS << " (WriteResourceID " << Entry->WriteResourceID << ")";
396       }
397       OS << "</li>";
398     }
399     OS << "</ul></td>";
400     // inverse throughput.
401     OS << "<td>";
402     writeMeasurementValue<kEscapeHtml>(
403         OS,
404         MCSchedModel::getReciprocalThroughput(*SubtargetInfo_, *RSC.SCDesc));
405     OS << "</td>";
406     // WriteProcRes.
407     OS << "<td><ul>";
408     for (const auto &WPR : RSC.NonRedundantWriteProcRes) {
409       OS << "<li><span class=\"mono\">";
410       writeEscaped<kEscapeHtml>(OS,
411                                 SM.getProcResource(WPR.ProcResourceIdx)->Name);
412       OS << "</span>: " << WPR.Cycles << "</li>";
413     }
414     OS << "</ul></td>";
415     // Idealized port pressure.
416     OS << "<td><ul>";
417     for (const auto &Pressure : RSC.IdealizedProcResPressure) {
418       OS << "<li><span class=\"mono\">";
419       writeEscaped<kEscapeHtml>(OS, SubtargetInfo_->getSchedModel()
420                                         .getProcResource(Pressure.first)
421                                         ->Name);
422       OS << "</span>: ";
423       writeMeasurementValue<kEscapeHtml>(OS, Pressure.second);
424       OS << "</li>";
425     }
426     OS << "</ul></td>";
427     OS << "</tr>";
428   } else {
429     OS << "<tr><td>&#10005;</td><td></td><td></td></tr>";
430   }
431   OS << "</table>";
432 }
433 
printClusterRawHtml(const InstructionBenchmarkClustering::ClusterId & Id,StringRef display_name,llvm::raw_ostream & OS) const434 void Analysis::printClusterRawHtml(
435     const InstructionBenchmarkClustering::ClusterId &Id, StringRef display_name,
436     llvm::raw_ostream &OS) const {
437   const auto &Points = Clustering_.getPoints();
438   const auto &Cluster = Clustering_.getCluster(Id);
439   if (Cluster.PointIndices.empty())
440     return;
441 
442   OS << "<div class=\"inconsistency\"><p>" << display_name << " Cluster ("
443      << Cluster.PointIndices.size() << " points)</p>";
444   OS << "<table class=\"sched-class-clusters\">";
445   // Table Header.
446   OS << "<tr><th>ClusterId</th><th>Opcode/Config</th>";
447   for (const auto &Measurement : Points[Cluster.PointIndices[0]].Measurements) {
448     OS << "<th>";
449     writeEscaped<kEscapeHtml>(OS, Measurement.Key);
450     OS << "</th>";
451   }
452   OS << "</tr>";
453 
454   // Point data.
455   for (const auto &PointId : Cluster.PointIndices) {
456     OS << "<tr class=\"bad-cluster\"><td>" << display_name << "</td><td><ul>";
457     printPointHtml(Points[PointId], OS);
458     OS << "</ul></td>";
459     for (const auto &Measurement : Points[PointId].Measurements) {
460       OS << "<td class=\"measurement\">";
461       writeMeasurementValue<kEscapeHtml>(OS, Measurement.PerInstructionValue);
462     }
463     OS << "</tr>";
464   }
465   OS << "</table>";
466 
467   OS << "</div>";
468 
469 } // namespace exegesis
470 
471 static constexpr const char kHtmlHead[] = R"(
472 <head>
473 <title>llvm-exegesis Analysis Results</title>
474 <style>
475 body {
476   font-family: sans-serif
477 }
478 span.sched-class-name {
479   font-weight: bold;
480   font-family: monospace;
481 }
482 span.opcode {
483   font-family: monospace;
484 }
485 span.config {
486   font-family: monospace;
487 }
488 div.inconsistency {
489   margin-top: 50px;
490 }
491 table {
492   margin-left: 50px;
493   border-collapse: collapse;
494 }
495 table, table tr,td,th {
496   border: 1px solid #444;
497 }
498 table ul {
499   padding-left: 0px;
500   margin: 0px;
501   list-style-type: none;
502 }
503 table.sched-class-clusters td {
504   padding-left: 10px;
505   padding-right: 10px;
506   padding-top: 10px;
507   padding-bottom: 10px;
508 }
509 table.sched-class-desc td {
510   padding-left: 10px;
511   padding-right: 10px;
512   padding-top: 2px;
513   padding-bottom: 2px;
514 }
515 span.mono {
516   font-family: monospace;
517 }
518 td.measurement {
519   text-align: center;
520 }
521 tr.good-cluster td.measurement {
522   color: #292
523 }
524 tr.bad-cluster td.measurement {
525   color: #922
526 }
527 tr.good-cluster td.measurement span.minmax {
528   color: #888;
529 }
530 tr.bad-cluster td.measurement span.minmax {
531   color: #888;
532 }
533 </style>
534 </head>
535 )";
536 
537 template <>
run(raw_ostream & OS) const538 Error Analysis::run<Analysis::PrintSchedClassInconsistencies>(
539     raw_ostream &OS) const {
540   const auto &FirstPoint = Clustering_.getPoints()[0];
541   // Print the header.
542   OS << "<!DOCTYPE html><html>" << kHtmlHead << "<body>";
543   OS << "<h1><span class=\"mono\">llvm-exegesis</span> Analysis Results</h1>";
544   OS << "<h3>Triple: <span class=\"mono\">";
545   writeEscaped<kEscapeHtml>(OS, FirstPoint.LLVMTriple);
546   OS << "</span></h3><h3>Cpu: <span class=\"mono\">";
547   writeEscaped<kEscapeHtml>(OS, FirstPoint.CpuName);
548   OS << "</span></h3>";
549 
550   for (const auto &RSCAndPoints : makePointsPerSchedClass()) {
551     if (!RSCAndPoints.RSC.SCDesc)
552       continue;
553     // Bucket sched class points into sched class clusters.
554     std::vector<SchedClassCluster> SchedClassClusters;
555     for (const size_t PointId : RSCAndPoints.PointIds) {
556       const auto &ClusterId = Clustering_.getClusterIdForPoint(PointId);
557       if (!ClusterId.isValid())
558         continue; // Ignore noise and errors. FIXME: take noise into account ?
559       if (ClusterId.isUnstable() ^ AnalysisDisplayUnstableOpcodes_)
560         continue; // Either display stable or unstable clusters only.
561       auto SchedClassClusterIt = llvm::find_if(
562           SchedClassClusters, [ClusterId](const SchedClassCluster &C) {
563             return C.id() == ClusterId;
564           });
565       if (SchedClassClusterIt == SchedClassClusters.end()) {
566         SchedClassClusters.emplace_back();
567         SchedClassClusterIt = std::prev(SchedClassClusters.end());
568       }
569       SchedClassClusterIt->addPoint(PointId, Clustering_);
570     }
571 
572     // Print any scheduling class that has at least one cluster that does not
573     // match the checked-in data.
574     if (all_of(SchedClassClusters, [this,
575                                     &RSCAndPoints](const SchedClassCluster &C) {
576           return C.measurementsMatch(*SubtargetInfo_, RSCAndPoints.RSC,
577                                      Clustering_,
578                                      AnalysisInconsistencyEpsilonSquared_);
579         }))
580       continue; // Nothing weird.
581 
582     OS << "<div class=\"inconsistency\"><p>Sched Class <span "
583           "class=\"sched-class-name\">";
584 #if !defined(NDEBUG) || defined(LLVM_ENABLE_DUMP)
585     writeEscaped<kEscapeHtml>(OS, RSCAndPoints.RSC.SCDesc->Name);
586 #else
587     OS << RSCAndPoints.RSC.SchedClassId;
588 #endif
589     OS << "</span> contains instructions whose performance characteristics do"
590           " not match that of LLVM:</p>";
591     printSchedClassClustersHtml(SchedClassClusters, RSCAndPoints.RSC, OS);
592     OS << "<p>llvm SchedModel data:</p>";
593     printSchedClassDescHtml(RSCAndPoints.RSC, OS);
594     OS << "</div>";
595   }
596 
597   printClusterRawHtml(InstructionBenchmarkClustering::ClusterId::noise(),
598                       "[noise]", OS);
599 
600   OS << "</body></html>";
601   return Error::success();
602 }
603 
604 } // namespace exegesis
605 } // namespace llvm
606