| //===- llvm-ir2vec.cpp - IR2Vec/MIR2Vec 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 and MIR2Vec embedding generation tool. |
| /// |
| /// This tool supports two modes: |
| /// - LLVM IR mode (-mode=llvm): Process LLVM IR |
| /// - Machine IR mode (-mode=mir): Process Machine IR |
| /// |
| /// Available 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,... |
| /// |
| /// For LLVM IR: |
| /// llvm-ir2vec triplets input.bc -o train2id.txt |
| /// |
| /// For Machine IR: |
| /// llvm-ir2vec triplets -mode=mir input.mir -o train2id.txt |
| /// |
| /// 2. Entity Mappings (entities): |
| /// Generates entity mappings for vocabulary training. |
| /// Output format: <total_entities> header followed by entity\tid lines. |
| /// |
| /// For LLVM IR: |
| /// llvm-ir2vec entities input.bc -o entity2id.txt |
| /// |
| /// For Machine IR: |
| /// llvm-ir2vec entities -mode=mir input.mir -o entity2id.txt |
| /// |
| /// 3. Embedding Generation (embeddings): |
| /// Generates IR2Vec/MIR2Vec embeddings using a trained vocabulary. |
| /// |
| /// For LLVM IR: |
| /// llvm-ir2vec embeddings --ir2vec-vocab-path=vocab.json |
| /// --ir2vec-kind=<kind> --level=<level> input.bc -o embeddings.txt |
| /// Kind: --ir2vec-kind=symbolic (default), --ir2vec-kind=flow-aware |
| /// |
| /// For Machine IR: |
| /// llvm-ir2vec embeddings -mode=mir --mir2vec-vocab-path=vocab.json |
| /// --level=<level> input.mir -o embeddings.txt |
| /// |
| /// Levels: --level=inst (instructions), --level=bb (basic blocks), |
| /// --level=func (functions) (See IR2Vec.cpp/MIR2Vec.cpp for more embedding |
| /// generation options) |
| /// |
| //===----------------------------------------------------------------------===// |
| |
| #include "lib/Utils.h" |
| #include "llvm/ADT/ArrayRef.h" |
| #include "llvm/Analysis/IR2Vec.h" |
| #include "llvm/CodeGen/CommandFlags.h" |
| #include "llvm/CodeGen/MIR2Vec.h" |
| #include "llvm/CodeGen/MIRParser/MIRParser.h" |
| #include "llvm/CodeGen/MachineFunction.h" |
| #include "llvm/CodeGen/MachineModuleInfo.h" |
| #include "llvm/CodeGen/TargetInstrInfo.h" |
| #include "llvm/CodeGen/TargetRegisterInfo.h" |
| #include "llvm/IR/BasicBlock.h" |
| #include "llvm/IR/Function.h" |
| #include "llvm/IR/InstIterator.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/MC/TargetRegistry.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/TargetSelect.h" |
| #include "llvm/Support/WithColor.h" |
| #include "llvm/Support/raw_ostream.h" |
| #include "llvm/Target/TargetMachine.h" |
| #include "llvm/TargetParser/Host.h" |
| |
| #define DEBUG_TYPE "ir2vec" |
| |
| namespace llvm { |
| |
| // Common option category for options shared between IR2Vec and MIR2Vec |
| static cl::OptionCategory CommonCategory("Common Options", |
| "Options applicable to both IR2Vec " |
| "and MIR2Vec modes"); |
| |
| enum IRKind { |
| LLVMIR = 0, ///< LLVM IR |
| MIR ///< Machine IR |
| }; |
| |
| static cl::opt<IRKind> |
| IRMode("mode", cl::desc("Tool operation mode:"), |
| cl::values(clEnumValN(LLVMIR, "llvm", "Process LLVM IR"), |
| clEnumValN(MIR, "mir", "Process Machine IR")), |
| cl::init(LLVMIR), cl::cat(CommonCategory)); |
| |
| // 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<std::string> InputFilename( |
| cl::Positional, cl::desc("<input bitcode/MIR file or '-' for stdin>"), |
| cl::init("-"), cl::sub(TripletsSubCmd), cl::sub(EntitiesSubCmd), |
| cl::sub(EmbeddingsSubCmd), cl::cat(CommonCategory)); |
| |
| static cl::opt<std::string> OutputFilename("o", cl::desc("Output filename"), |
| cl::value_desc("filename"), |
| cl::init("-"), |
| cl::cat(CommonCategory)); |
| |
| // Embedding-specific options |
| static cl::opt<std::string> |
| FunctionName("function", cl::desc("Process specific function only"), |
| cl::value_desc("name"), cl::Optional, cl::init(""), |
| cl::sub(EmbeddingsSubCmd), cl::cat(CommonCategory)); |
| |
| static cl::opt<EmbeddingLevel> |
| 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(CommonCategory)); |
| |
| namespace ir2vec { |
| |
| /// Process the module and generate output based on selected subcommand |
| static 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 |
| // and this value will be populated in the var VocabFile |
| if (VocabFile.empty()) { |
| return createStringError( |
| errc::invalid_argument, |
| "IR2Vec vocabulary file path not specified; " |
| "You may need to set it using --ir2vec-vocab-path"); |
| } |
| |
| if (Error Err = Tool.initializeVocabulary(VocabFile)) |
| return Err; |
| |
| if (!FunctionName.empty()) { |
| // Process single function |
| if (const Function *F = M.getFunction(FunctionName)) |
| Tool.writeEmbeddingsToStream(*F, OS, Level); |
| else |
| return createStringError(errc::invalid_argument, |
| "Function '%s' not found", |
| FunctionName.c_str()); |
| } else { |
| // Process all functions |
| Tool.writeEmbeddingsToStream(OS, Level); |
| } |
| } else { |
| // Both triplets and entities use triplet generation |
| Tool.writeTripletsToStream(OS); |
| } |
| return Error::success(); |
| } |
| } // namespace ir2vec |
| |
| namespace mir2vec { |
| |
| /// Setup MIR context from input file |
| static Error setupMIRContext(const std::string &InputFile, MIRContext &Ctx) { |
| SMDiagnostic Err; |
| |
| auto MIR = createMIRParserFromFile(InputFile, Err, Ctx.Context); |
| if (!MIR) { |
| Err.print(ToolName, errs()); |
| return createStringError(errc::invalid_argument, |
| "Failed to parse MIR file"); |
| } |
| |
| auto SetDataLayout = [&](StringRef DataLayoutTargetTriple, |
| StringRef OldDLStr) -> std::optional<std::string> { |
| std::string IRTargetTriple = DataLayoutTargetTriple.str(); |
| Triple TheTriple = Triple(IRTargetTriple); |
| if (TheTriple.getTriple().empty()) |
| TheTriple.setTriple(sys::getDefaultTargetTriple()); |
| |
| auto TMOrErr = codegen::createTargetMachineForTriple(TheTriple.str()); |
| if (!TMOrErr) { |
| Err.print(ToolName, errs()); |
| exit(1); // Match original behavior |
| } |
| Ctx.TM = std::move(*TMOrErr); |
| return Ctx.TM->createDataLayout().getStringRepresentation(); |
| }; |
| |
| Ctx.M = MIR->parseIRModule(SetDataLayout); |
| if (!Ctx.M) { |
| Err.print(ToolName, errs()); |
| return createStringError(errc::invalid_argument, |
| "Failed to parse IR module"); |
| } |
| |
| Ctx.MMI = std::make_unique<MachineModuleInfo>(Ctx.TM.get()); |
| if (!Ctx.MMI || MIR->parseMachineFunctions(*Ctx.M, *Ctx.MMI)) { |
| Err.print(ToolName, errs()); |
| return createStringError(errc::invalid_argument, |
| "Failed to parse machine functions"); |
| } |
| |
| return Error::success(); |
| } |
| |
| /// Generic vocabulary initialization and processing |
| template <typename ProcessFunc> |
| static Error processWithVocabulary(MIRContext &Ctx, raw_ostream &OS, |
| bool useLayoutVocab, ProcessFunc processFn) { |
| MIR2VecTool Tool(*Ctx.MMI); |
| |
| // Initialize appropriate vocabulary type |
| bool success = useLayoutVocab ? Tool.initializeVocabularyForLayout(*Ctx.M) |
| : Tool.initializeVocabulary(*Ctx.M); |
| |
| if (!success) { |
| WithColor::error(errs(), ToolName) |
| << "Failed to initialize MIR2Vec vocabulary" |
| << (useLayoutVocab ? " for layout" : "") << ".\n"; |
| return createStringError(errc::invalid_argument, |
| "Vocabulary initialization failed"); |
| } |
| |
| assert(Tool.getVocabulary() && |
| "MIR2Vec vocabulary should be initialized at this point"); |
| |
| LLVM_DEBUG(dbgs() << "MIR2Vec vocabulary loaded successfully.\n" |
| << "Vocabulary dimension: " |
| << Tool.getVocabulary()->getDimension() << "\n" |
| << "Vocabulary size: " |
| << Tool.getVocabulary()->getCanonicalSize() << "\n"); |
| |
| // Execute the specific processing logic |
| return processFn(Tool); |
| } |
| |
| /// Process module for triplet generation |
| static Error processModuleForTriplets(MIRContext &Ctx, raw_ostream &OS) { |
| return processWithVocabulary(Ctx, OS, /*useLayoutVocab=*/true, |
| [&](MIR2VecTool &Tool) -> Error { |
| Tool.writeTripletsToStream(*Ctx.M, OS); |
| return Error::success(); |
| }); |
| } |
| |
| /// Process module for entity generation |
| static Error processModuleForEntities(MIRContext &Ctx, raw_ostream &OS) { |
| return processWithVocabulary(Ctx, OS, /*useLayoutVocab=*/true, |
| [&](MIR2VecTool &Tool) -> Error { |
| Tool.writeEntitiesToStream(OS); |
| return Error::success(); |
| }); |
| } |
| |
| /// Process module for embedding generation |
| static Error processModuleForEmbeddings(MIRContext &Ctx, raw_ostream &OS) { |
| return processWithVocabulary( |
| Ctx, OS, /*useLayoutVocab=*/false, [&](MIR2VecTool &Tool) -> Error { |
| if (!FunctionName.empty()) { |
| // Process single function |
| Function *F = Ctx.M->getFunction(FunctionName); |
| if (!F) { |
| WithColor::error(errs(), ToolName) |
| << "Function '" << FunctionName << "' not found\n"; |
| return createStringError(errc::invalid_argument, |
| "Function not found"); |
| } |
| |
| MachineFunction *MF = Ctx.MMI->getMachineFunction(*F); |
| if (!MF) { |
| WithColor::error(errs(), ToolName) |
| << "No MachineFunction for " << FunctionName << "\n"; |
| return createStringError(errc::invalid_argument, |
| "No MachineFunction"); |
| } |
| |
| Tool.writeEmbeddingsToStream(*MF, OS, Level); |
| } else { |
| // Process all functions |
| Tool.writeEmbeddingsToStream(*Ctx.M, OS, Level); |
| } |
| return Error::success(); |
| }); |
| } |
| |
| /// Main entry point for MIR processing |
| static Error processModule(const std::string &InputFile, raw_ostream &OS) { |
| MIRContext Ctx; |
| |
| // Setup MIR context (parse file, setup target machine, etc.) |
| if (auto Err = setupMIRContext(InputFile, Ctx)) |
| return Err; |
| |
| // Process based on subcommand |
| if (TripletsSubCmd) |
| return processModuleForTriplets(Ctx, OS); |
| else if (EntitiesSubCmd) |
| return processModuleForEntities(Ctx, OS); |
| else if (EmbeddingsSubCmd) |
| return processModuleForEmbeddings(Ctx, OS); |
| else { |
| WithColor::error(errs(), ToolName) |
| << "Please specify a subcommand: triplets, entities, or embeddings\n"; |
| return createStringError(errc::invalid_argument, "No subcommand specified"); |
| } |
| } |
| |
| } // namespace mir2vec |
| |
| } // namespace llvm |
| |
| int main(int argc, char **argv) { |
| using namespace llvm; |
| using namespace llvm::ir2vec; |
| using namespace llvm::mir2vec; |
| |
| InitLLVM X(argc, argv); |
| // Show Common, IR2Vec and MIR2Vec option categories |
| cl::HideUnrelatedOptions(ArrayRef<const cl::OptionCategory *>{ |
| &CommonCategory, &ir2vec::IR2VecCategory, &mir2vec::MIR2VecCategory}); |
| cl::ParseCommandLineOptions( |
| argc, argv, |
| "IR2Vec/MIR2Vec - Embedding Generation Tool\n" |
| "Generates embeddings for a given LLVM IR or MIR 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) { |
| WithColor::error(errs(), ToolName) |
| << "opening output file: " << EC.message() << "\n"; |
| return 1; |
| } |
| |
| if (IRMode == IRKind::LLVMIR) { |
| if (EntitiesSubCmd) { |
| // Just dump entity mappings without processing any IR |
| IR2VecTool::writeEntitiesToStream(OS); |
| return 0; |
| } |
| |
| // Parse the input LLVM IR file or stdin |
| SMDiagnostic Err; |
| LLVMContext Context; |
| std::unique_ptr<Module> M = parseIRFile(InputFilename, Err, Context); |
| if (!M) { |
| Err.print(ToolName, errs()); |
| return 1; |
| } |
| |
| if (Error Err = processModule(*M, OS)) { |
| handleAllErrors(std::move(Err), [&](const ErrorInfoBase &EIB) { |
| WithColor::error(errs(), ToolName) << EIB.message() << "\n"; |
| }); |
| return 1; |
| } |
| return 0; |
| } |
| if (IRMode == IRKind::MIR) { |
| // Initialize targets for Machine IR processing |
| InitializeAllTargets(); |
| InitializeAllTargetMCs(); |
| InitializeAllAsmParsers(); |
| InitializeAllAsmPrinters(); |
| static codegen::RegisterCodeGenFlags CGF; |
| |
| if (Error Err = mir2vec::processModule(InputFilename, OS)) { |
| handleAllErrors(std::move(Err), [&](const ErrorInfoBase &EIB) { |
| WithColor::error(errs(), ToolName) << EIB.message() << "\n"; |
| }); |
| return 1; |
| } |
| |
| return 0; |
| } |
| |
| return 0; |
| } |