[llvm] [SampleFDO] Stale profile call-graph matching (PR #95135)

via llvm-commits llvm-commits at lists.llvm.org
Wed Jun 19 23:01:24 PDT 2024


================
@@ -590,14 +688,237 @@ void SampleProfileMatcher::computeAndReportProfileStaleness() {
   }
 }
 
+void SampleProfileMatcher::findNewIRFunctions() {
+  // TODO: Support MD5 profile.
+  if (FunctionSamples::UseMD5)
+    return;
+  StringSet<> NamesInProfile;
+  if (auto NameTable = Reader.getNameTable()) {
+    for (auto Name : *NameTable)
+      NamesInProfile.insert(Name.stringRef());
+  }
+
+  for (auto &F : M) {
+    // Skip declarations, as even if the function can be matched, we have
+    // nothing to do with it.
+    if (F.isDeclaration())
+      continue;
+
+    StringRef CanonFName = FunctionSamples::getCanonicalFnName(F.getName());
+    const auto *FS = getFlattenedSamplesFor(F);
+    if (FS)
+      continue;
+
+    // For extended binary, functions are fully inlined may not be loaded in the
+    // top-level profile, so check the NameTable which has the all symbol names
+    // in profile.
+    if (NamesInProfile.count(CanonFName))
+      continue;
+
+    // For extended binary, non-profiled function symbols are in the profile
+    // symbol list table.
+    if (PSL && PSL->contains(CanonFName))
+      continue;
+
+    LLVM_DEBUG(dbgs() << "Function " << CanonFName
+                      << " is not in profile or symbol list table.\n");
+    NewIRFunctions[FunctionId(CanonFName)] = &F;
+  }
+}
+
+bool SampleProfileMatcher::functionMatchesProfileHelper(
+    const Function &IRFunc, const FunctionId &ProfFunc) {
+  // The value is in the range [0, 1]. The bigger the value is, the more similar
+  // two sequences are.
+  float Similarity = 0.0;
+
+  const auto *FSFlattened = getFlattenedSamplesFor(ProfFunc);
+  assert(FSFlattened && "Flattened profile sample is null");
+  // Similarity check may not be reliable if the function is tiny, we use the
+  // number of basic block as a proxy for the function complexity and skip the
+  // matching if it's too small.
+  if (IRFunc.size() < MinFuncCountForCGMatching ||
+      FSFlattened->getBodySamples().size() < MinFuncCountForCGMatching)
+    return false;
+
+  // For probe-based function, we first trust the checksum info. If the checksum
+  // doesn't match, we continue checking for similarity.
+  if (FunctionSamples::ProfileIsProbeBased) {
+    const auto *FuncDesc = ProbeManager->getDesc(IRFunc);
+    if (FuncDesc &&
+        !ProbeManager->profileIsHashMismatched(*FuncDesc, *FSFlattened)) {
+      LLVM_DEBUG(dbgs() << "The checksums for " << IRFunc.getName()
+                        << "(IR) and " << ProfFunc << "(Profile) match.\n");
+
+      return true;
+    }
+  }
+
+  AnchorMap IRAnchors;
+  findIRAnchors(IRFunc, IRAnchors);
+  AnchorMap ProfileAnchors;
+  findProfileAnchors(*FSFlattened, ProfileAnchors);
+
+  AnchorList FilteredIRAnchorsList;
+  AnchorList FilteredProfileAnchorList;
+  getFilteredAnchorList(IRAnchors, ProfileAnchors, FilteredIRAnchorsList,
+                        FilteredProfileAnchorList);
+
+  // Similarly skip the matching if the num of anchors is not enough.
+  if (FilteredIRAnchorsList.size() < MinCallCountForCGMatching ||
+      FilteredProfileAnchorList.size() < MinCallCountForCGMatching)
+    return false;
+
+  // Use the diff algorithm to find the LCS between IR and profile.
+
+  // Don't recursively match the callee function to avoid infinite matching,
+  // callee functions will be handled later since it's processed in top-down
+  // order .
+  LocToLocMap MatchedAnchors = longestCommonSequence(
+      FilteredIRAnchorsList, FilteredProfileAnchorList, false);
+
+  Similarity =
+      static_cast<float>(MatchedAnchors.size()) * 2 /
+      (FilteredIRAnchorsList.size() + FilteredProfileAnchorList.size());
+
+  LLVM_DEBUG(dbgs() << "The similarity between " << IRFunc.getName()
+                    << "(IR) and " << ProfFunc << "(profile) is "
+                    << format("%.2f", Similarity) << "\n");
+  assert((Similarity >= 0 && Similarity <= 1.0) &&
+         "Similarity value should be in [0, 1]");
+  return Similarity * 100 > FuncProfileSimilarityThreshold;
+}
+
+// If FindMatchedProfileOnly is set to true, only use the processed function
+// results. This is used for skipping the repeated recursive matching.
+bool SampleProfileMatcher::functionMatchesProfile(Function &IRFunc,
+                                                  const FunctionId &ProfFunc,
+                                                  bool FindMatchedProfileOnly) {
+  auto R = FuncToProfileNameMap.find({&IRFunc, ProfFunc});
+  if (R != FuncToProfileNameMap.end())
+    return R->second;
+
+  if (FindMatchedProfileOnly)
+    return false;
+
+  bool Matched = functionMatchesProfileHelper(IRFunc, ProfFunc);
+  FuncToProfileNameMap[{&IRFunc, ProfFunc}] = Matched;
+  if (Matched) {
+    ProfileNameToFuncMap[ProfFunc] = &IRFunc;
+    LLVM_DEBUG(dbgs() << "Function:" << IRFunc.getName()
+                      << " matches profile:" << ProfFunc << "\n");
+  }
+
+  return Matched;
+}
+
+void SampleProfileMatcher::updateProfileWithNewName(
+    FunctionSamples &FuncProfile) {
+  auto FindNewMatch =
+      [&](const FunctionId &ProfileName,
+          std::vector<std::pair<FunctionId, FunctionId>> &MatchResult,
+          [[maybe_unused]] const FunctionId &CallerName) {
+        auto P = ProfileNameToFuncMap.find(ProfileName);
+        if (P != ProfileNameToFuncMap.end()) {
+          FunctionId IRCallee(P->second->getName());
+          assert(IRCallee != ProfileName &&
+                 "New callee symbol is not a new function");
+          LLVM_DEBUG(dbgs()
+                     << "Profile name is updated from " << ProfileName << " to "
+                     << IRCallee << " under caller: " << CallerName << "\n");
+          MatchResult.emplace_back(IRCallee, ProfileName);
+        }
+      };
+
+  // Update non-inline callees.
+  for (auto &BS : const_cast<BodySampleMap &>(FuncProfile.getBodySamples())) {
+    // New function to old function pairs used to update the CallTargetMap.
+    std::vector<std::pair<FunctionId, FunctionId>> MatchResult;
+    SampleRecord::CallTargetMap &CTM =
+        const_cast<SampleRecord::CallTargetMap &>(BS.second.getCallTargets());
+    for (const auto &TS : CTM)
+      FindNewMatch(TS.first, MatchResult, FuncProfile.getFunction());
+    // Update the CallTargetMap.
+    for (const auto &P : MatchResult) {
+      uint64_t Samples = CTM[P.second];
+      if (ReportProfileStaleness || PersistProfileStaleness)
+        NumRecoveredUnusedSamples += Samples;
+      CTM[P.first] = Samples;
+      CTM.erase(P.second);
+    }
+  }
+
+  // Update inline callees recursively.
+  for (auto &CM :
+       const_cast<CallsiteSampleMap &>(FuncProfile.getCallsiteSamples())) {
+    auto &CalleeMap = CM.second;
+    // New function to old function pairs used to update the CallsiteSampleMap.
+    std::vector<std::pair<FunctionId, FunctionId>> MatchResult;
+    for (auto &CS : CalleeMap) {
+      FindNewMatch(CS.second.getFunction(), MatchResult,
+                   FuncProfile.getFunction());
+      updateProfileWithNewName(CS.second);
+    }
+    // Update the CalleeMap using the new name and remove the old entry.
+    for (auto &P : MatchResult) {
+      assert(P.first != P.second &&
+             "Renamed function name should be different from the old map key");
+      FunctionSamples &FS = CalleeMap[P.second];
+      if (ReportProfileStaleness || PersistProfileStaleness)
+        NumRecoveredUnusedSamples += FS.getTotalSamples();
+      FS.setFunction(P.first);
+      CalleeMap[P.first] = FS;
+      CalleeMap.erase(P.second);
+    }
+  }
+}
+
+void SampleProfileMatcher::updateProfilesAndSymbolMap() {
+  if (ProfileNameToFuncMap.empty())
+    return;
+  for (auto &P : Reader.getProfiles())
+    updateProfileWithNewName(P.second);
----------------
WenleiHe wrote:

Add a TODO comment? 

https://github.com/llvm/llvm-project/pull/95135


More information about the llvm-commits mailing list