[llvm] [SampleFDO] Stale profile call-graph matching (PR #92151)

Lei Wang via llvm-commits llvm-commits at lists.llvm.org
Wed May 29 22:38:27 PDT 2024


================
@@ -590,14 +617,304 @@ void SampleProfileMatcher::computeAndReportProfileStaleness() {
   }
 }
 
-void SampleProfileMatcher::runOnModule() {
-  ProfileConverter::flattenProfile(Reader.getProfiles(), FlattenedProfiles,
-                                   FunctionSamples::ProfileIsCS);
+void SampleProfileMatcher::findNewIRFunctions(
+    StringMap<Function *> &NewIRFunctions) {
+  // 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) {
-    if (skipProfileForFunction(F))
+    // Skip declarations, as even if the function can be recognized renamed, we
+    // have nothing to do with it.
+    if (F.isDeclaration())
       continue;
-    runOnFunction(F);
+
+    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[CanonFName] = &F;
   }
+}
+
+void SampleProfileMatcher::findNewIRCallees(
+    Function &Caller, const StringMap<Function *> &NewIRFunctions,
+    std::vector<Function *> &NewIRCallees) {
+  for (auto &BB : Caller) {
+    for (auto &I : BB) {
+      const auto *CB = dyn_cast<CallBase>(&I);
+      if (!CB || isa<IntrinsicInst>(&I))
+        continue;
+      Function *Callee = CB->getCalledFunction();
+      if (!Callee || Callee->isDeclaration())
+        continue;
+      StringRef CalleeName =
+          FunctionSamples::getCanonicalFnName(Callee->getName());
+      if (NewIRFunctions.count(CalleeName))
+        NewIRCallees.push_back(Callee);
+    }
+  }
+}
+
+std::pair<Function *, bool> SampleProfileMatcher::findOrMatchFunction(
+    const FunctionId &ProfCallee, FunctionMap &OldProfToNewSymbolMap,
+    const std::vector<Function *> &NewIRCallees = std::vector<Function *>()) {
+  auto F = SymbolMap->find(ProfCallee);
+  if (F != SymbolMap->end())
+    return {F->second, false};
+
+  // Existing matched function is found.
+  auto NewF = OldProfToNewSymbolMap.find(ProfCallee);
+  if (NewF != OldProfToNewSymbolMap.end())
+    return {NewF->second, true};
+
+  for (auto *IRCallee : NewIRCallees)
+    if (functionMatchesProfile(*IRCallee, ProfCallee)) {
+      OldProfToNewSymbolMap[ProfCallee] = IRCallee;
+      return {IRCallee, true};
+    }
+  return {nullptr, false};
+}
+
+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() < MinBBForCGMatching ||
+      FSFlattened->getBodySamples().size() < MinBBForCGMatching)
+    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() < MinCallAnchorForCGMatching ||
+      FilteredProfileAnchorList.size() < MinCallAnchorForCGMatching)
+    return false;
+
+  // Use the diff algorithm to find the LCS between IR and profile.
+  LocToLocMap MatchedAnchors =
+      longestCommonSequence(FilteredIRAnchorsList, FilteredProfileAnchorList);
+
+  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 > RenamedFuncSimilarityThreshold;
+}
+
+bool SampleProfileMatcher::functionMatchesProfile(const Function &IRFunc,
+                                                  const FunctionId &ProfFunc) {
+  auto R = FunctionProfileNameMap.find({&IRFunc, ProfFunc});
+  if (R != FunctionProfileNameMap.end())
+    return R->second;
+
+  bool Matched = functionMatchesProfileHelper(IRFunc, ProfFunc);
+  FunctionProfileNameMap[{&IRFunc, ProfFunc}] = Matched;
+  return Matched;
+}
+
+// Match profile for new function on the profiled call-graph edge to limit the
+// matching scope.
+void SampleProfileMatcher::matchProfileForNewFunctions(
+    const StringMap<Function *> &NewIRFunctions, FunctionSamples &CallerFS,
+    FunctionMap &OldProfToNewSymbolMap) {
+  // Find the new candidate callees from IR in the current caller scope.
+  std::vector<Function *> NewIRCallees;
+  if (auto *IRCaller =
+          findOrMatchFunction(CallerFS.getFunction(), OldProfToNewSymbolMap)
+              .first) {
----------------
wlei-llvm wrote:

Trying to clarify: this is not to limit to new IRCaller, it is for all callers. Note that here there is no 3rd parameter for function `findOrMatchFunction`, which has a default argument for the `NewIRCallees`(`const std::vector<Function *> &NewIRCallees = std::vector<Function *>()`), in this case, it's just an empty vector which means it doesn't do any new function matching, so it's only for lookup for existing functions.  

The `NewIRCallees` in 774 is used in `findNewIRCallees`.

https://github.com/llvm/llvm-project/pull/92151


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