//===- llvm-ir2vec.cpp - IR2Vec Embedding Generation Tool -----------------===// // // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions. // See https://llvm.org/LICENSE.txt for license information. // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception // //===----------------------------------------------------------------------===// /// /// \file /// This file implements the IR2Vec embedding generation tool. /// /// This tool provides three main subcommands: /// /// 1. Triplet Generation (triplets): /// Generates numeric triplets (head, tail, relation) for vocabulary /// training. Output format: MAX_RELATION=N header followed by /// head\ttail\trelation lines. Relations: 0=Type, 1=Next, 2+=Arg0,Arg1,... /// Usage: llvm-ir2vec triplets input.bc -o train2id.txt /// /// 2. Entity Mappings (entities): /// Generates entity mappings for vocabulary training. /// Output format: header followed by entity\tid lines. /// Usage: llvm-ir2vec entities input.bc -o entity2id.txt /// /// 3. Embedding Generation (embeddings): /// Generates IR2Vec embeddings using a trained vocabulary. /// Usage: llvm-ir2vec embeddings --ir2vec-vocab-path=vocab.json /// --level=func input.bc -o embeddings.txt Levels: --level=inst /// (instructions), --level=bb (basic blocks), --level=func (functions) /// (See IR2Vec.cpp for more embedding generation options) /// //===----------------------------------------------------------------------===// #include "llvm/Analysis/IR2Vec.h" #include "llvm/IR/BasicBlock.h" #include "llvm/IR/Function.h" #include "llvm/IR/Instructions.h" #include "llvm/IR/LLVMContext.h" #include "llvm/IR/Module.h" #include "llvm/IR/PassInstrumentation.h" #include "llvm/IR/PassManager.h" #include "llvm/IR/Type.h" #include "llvm/IRReader/IRReader.h" #include "llvm/Support/CommandLine.h" #include "llvm/Support/Debug.h" #include "llvm/Support/Errc.h" #include "llvm/Support/InitLLVM.h" #include "llvm/Support/SourceMgr.h" #include "llvm/Support/raw_ostream.h" #define DEBUG_TYPE "ir2vec" namespace llvm { namespace ir2vec { static cl::OptionCategory IR2VecToolCategory("IR2Vec Tool Options"); // Subcommands static cl::SubCommand TripletsSubCmd("triplets", "Generate triplets for vocabulary training"); static cl::SubCommand EntitiesSubCmd("entities", "Generate entity mappings for vocabulary training"); static cl::SubCommand EmbeddingsSubCmd("embeddings", "Generate embeddings using trained vocabulary"); // Common options static cl::opt InputFilename(cl::Positional, cl::desc(""), cl::init("-"), cl::sub(TripletsSubCmd), cl::sub(EmbeddingsSubCmd), cl::cat(IR2VecToolCategory)); static cl::opt OutputFilename("o", cl::desc("Output filename"), cl::value_desc("filename"), cl::init("-"), cl::cat(IR2VecToolCategory)); // Embedding-specific options static cl::opt FunctionName("function", cl::desc("Process specific function only"), cl::value_desc("name"), cl::Optional, cl::init(""), cl::sub(EmbeddingsSubCmd), cl::cat(IR2VecToolCategory)); enum EmbeddingLevel { InstructionLevel, // Generate instruction-level embeddings BasicBlockLevel, // Generate basic block-level embeddings FunctionLevel // Generate function-level embeddings }; static cl::opt Level("level", cl::desc("Embedding generation level:"), cl::values(clEnumValN(InstructionLevel, "inst", "Generate instruction-level embeddings"), clEnumValN(BasicBlockLevel, "bb", "Generate basic block-level embeddings"), clEnumValN(FunctionLevel, "func", "Generate function-level embeddings")), cl::init(FunctionLevel), cl::sub(EmbeddingsSubCmd), cl::cat(IR2VecToolCategory)); namespace { /// Relation types for triplet generation enum RelationType { TypeRelation = 0, ///< Instruction to type relationship NextRelation = 1, ///< Sequential instruction relationship ArgRelation = 2 ///< Instruction to operand relationship (ArgRelation + N) }; /// Helper class for collecting IR triplets and generating embeddings class IR2VecTool { private: Module &M; ModuleAnalysisManager MAM; const Vocabulary *Vocab = nullptr; public: explicit IR2VecTool(Module &M) : M(M) {} /// Initialize the IR2Vec vocabulary analysis bool initializeVocabulary() { // Register and run the IR2Vec vocabulary analysis // The vocabulary file path is specified via --ir2vec-vocab-path global // option MAM.registerPass([&] { return PassInstrumentationAnalysis(); }); MAM.registerPass([&] { return IR2VecVocabAnalysis(); }); // This will throw an error if vocab is not found or invalid Vocab = &MAM.getResult(M); return Vocab->isValid(); } /// Generate triplets for the module /// Output format: MAX_RELATION=N header followed by relationships void generateTriplets(raw_ostream &OS) const { unsigned MaxRelation = NextRelation; // Track maximum relation ID std::string Relationships; raw_string_ostream RelOS(Relationships); for (const Function &F : M) { unsigned FuncMaxRelation = generateTriplets(F, RelOS); MaxRelation = std::max(MaxRelation, FuncMaxRelation); } RelOS.flush(); // Write metadata header followed by relationships OS << "MAX_RELATION=" << MaxRelation << '\n'; OS << Relationships; } /// Generate triplets for a single function /// Returns the maximum relation ID used in this function unsigned generateTriplets(const Function &F, raw_ostream &OS) const { if (F.isDeclaration()) return 0; unsigned MaxRelation = 1; unsigned PrevOpcode = 0; bool HasPrevOpcode = false; for (const BasicBlock &BB : F) { for (const auto &I : BB.instructionsWithoutDebug()) { unsigned Opcode = Vocabulary::getNumericID(I.getOpcode()); unsigned TypeID = Vocabulary::getNumericID(I.getType()->getTypeID()); // Add "Next" relationship with previous instruction if (HasPrevOpcode) { OS << PrevOpcode << '\t' << Opcode << '\t' << NextRelation << '\n'; LLVM_DEBUG(dbgs() << Vocabulary::getVocabKeyForOpcode(PrevOpcode + 1) << '\t' << Vocabulary::getVocabKeyForOpcode(Opcode + 1) << '\t' << "Next\n"); } // Add "Type" relationship OS << Opcode << '\t' << TypeID << '\t' << TypeRelation << '\n'; LLVM_DEBUG( dbgs() << Vocabulary::getVocabKeyForOpcode(Opcode + 1) << '\t' << Vocabulary::getVocabKeyForTypeID(I.getType()->getTypeID()) << '\t' << "Type\n"); // Add "Arg" relationships unsigned ArgIndex = 0; for (const Use &U : I.operands()) { unsigned OperandID = Vocabulary::getNumericID(U.get()); unsigned RelationID = ArgRelation + ArgIndex; OS << Opcode << '\t' << OperandID << '\t' << RelationID << '\n'; LLVM_DEBUG({ StringRef OperandStr = Vocabulary::getVocabKeyForOperandKind( Vocabulary::getOperandKind(U.get())); dbgs() << Vocabulary::getVocabKeyForOpcode(Opcode + 1) << '\t' << OperandStr << '\t' << "Arg" << ArgIndex << '\n'; }); ++ArgIndex; } // Only update MaxRelation if there were operands if (ArgIndex > 0) { MaxRelation = std::max(MaxRelation, ArgRelation + ArgIndex - 1); } PrevOpcode = Opcode; HasPrevOpcode = true; } } return MaxRelation; } /// Dump entity ID to string mappings static void generateEntityMappings(raw_ostream &OS) { // FIXME: Currently, the generated entity mappings are not one-to-one; // Multiple TypeIDs map to same string key (Like Half, BFloat, etc. map to // FloatTy). This would hinder learning good seed embeddings. // We should fix this in the future by ensuring unique string keys either by // post-processing here without changing the mapping in ir2vec::Vocabulary, // or by changing the Vocabulary generation logic to ensure unique keys. auto EntityLen = Vocabulary::expectedSize(); OS << EntityLen << "\n"; for (unsigned EntityID = 0; EntityID < EntityLen; ++EntityID) OS << Vocabulary::getStringKey(EntityID) << '\t' << EntityID << '\n'; } /// Generate embeddings for the entire module void generateEmbeddings(raw_ostream &OS) const { if (!Vocab->isValid()) { OS << "Error: Vocabulary is not valid. IR2VecTool not initialized.\n"; return; } for (const Function &F : M) generateEmbeddings(F, OS); } /// Generate embeddings for a single function void generateEmbeddings(const Function &F, raw_ostream &OS) const { if (F.isDeclaration()) { OS << "Function " << F.getName() << " is a declaration, skipping.\n"; return; } // Create embedder for this function assert(Vocab->isValid() && "Vocabulary is not valid"); auto Emb = Embedder::create(IR2VecKind::Symbolic, F, *Vocab); if (!Emb) { OS << "Error: Failed to create embedder for function " << F.getName() << "\n"; return; } OS << "Function: " << F.getName() << "\n"; // Generate embeddings based on the specified level switch (Level) { case FunctionLevel: { Emb->getFunctionVector().print(OS); break; } case BasicBlockLevel: { const auto &BBVecMap = Emb->getBBVecMap(); for (const BasicBlock &BB : F) { auto It = BBVecMap.find(&BB); if (It != BBVecMap.end()) { OS << BB.getName() << ":"; It->second.print(OS); } } break; } case InstructionLevel: { const auto &InstMap = Emb->getInstVecMap(); for (const BasicBlock &BB : F) { for (const Instruction &I : BB) { auto It = InstMap.find(&I); if (It != InstMap.end()) { I.print(OS); It->second.print(OS); } } } break; } } } }; Error processModule(Module &M, raw_ostream &OS) { IR2VecTool Tool(M); if (EmbeddingsSubCmd) { // Initialize vocabulary for embedding generation // Note: Requires --ir2vec-vocab-path option to be set auto VocabStatus = Tool.initializeVocabulary(); assert(VocabStatus && "Failed to initialize IR2Vec vocabulary"); (void)VocabStatus; if (!FunctionName.empty()) { // Process single function if (const Function *F = M.getFunction(FunctionName)) Tool.generateEmbeddings(*F, OS); else return createStringError(errc::invalid_argument, "Function '%s' not found", FunctionName.c_str()); } else { // Process all functions Tool.generateEmbeddings(OS); } } else { // Both triplets and entities use triplet generation Tool.generateTriplets(OS); } return Error::success(); } } // namespace } // namespace ir2vec } // namespace llvm int main(int argc, char **argv) { using namespace llvm; using namespace llvm::ir2vec; InitLLVM X(argc, argv); cl::HideUnrelatedOptions(IR2VecToolCategory); cl::ParseCommandLineOptions( argc, argv, "IR2Vec - Embedding Generation Tool\n" "Generates embeddings for a given LLVM IR and " "supports triplet generation for vocabulary " "training and embedding generation.\n\n" "See https://llvm.org/docs/CommandGuide/llvm-ir2vec.html for more " "information.\n"); std::error_code EC; raw_fd_ostream OS(OutputFilename, EC); if (EC) { errs() << "Error opening output file: " << EC.message() << "\n"; return 1; } if (EntitiesSubCmd) { // Just dump entity mappings without processing any IR IR2VecTool::generateEntityMappings(OS); return 0; } // Parse the input LLVM IR file or stdin SMDiagnostic Err; LLVMContext Context; std::unique_ptr M = parseIRFile(InputFilename, Err, Context); if (!M) { Err.print(argv[0], errs()); return 1; } if (Error Err = processModule(*M, OS)) { handleAllErrors(std::move(Err), [&](const ErrorInfoBase &EIB) { errs() << "Error: " << EIB.message() << "\n"; }); return 1; } return 0; }