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//===- MIR2Vec.h - Implementation of MIR2Vec ------------------*- C++ -*-===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM
// Exceptions. See the LICENSE file for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
///
/// \file
/// This file defines the MIR2Vec framework for generating Machine IR
/// embeddings.
///
/// Design Overview:
/// ----------------------
/// 1. MIR2VecVocabProvider - Core vocabulary loading logic (no PM dependency)
/// - Can be used standalone or wrapped by the pass manager
/// - Requires MachineModuleInfo with parsed machine functions
///
/// 2. MIR2VecVocabLegacyAnalysis - Pass manager wrapper (ImmutablePass)
/// - Integrated and used by llc -print-mir2vec
///
/// 3. MIREmbedder - Generates embeddings from vocabulary
/// - SymbolicMIREmbedder: MIR2Vec embedding implementation
///
/// MIR2Vec extends IR2Vec to support Machine IR embeddings. It represents the
/// LLVM Machine IR as embeddings which can be used as input to machine learning
/// algorithms.
///
/// The original idea of MIR2Vec is described in the following paper:
///
/// RL4ReAl: Reinforcement Learning for Register Allocation. S. VenkataKeerthy,
/// Siddharth Jain, Anilava Kundu, Rohit Aggarwal, Albert Cohen, and Ramakrishna
/// Upadrasta. 2023. RL4ReAl: Reinforcement Learning for Register Allocation.
/// Proceedings of the 32nd ACM SIGPLAN International Conference on Compiler
/// Construction (CC 2023). https://doi.org/10.1145/3578360.3580273.
/// https://arxiv.org/abs/2204.02013
///
//===----------------------------------------------------------------------===//
#ifndef LLVM_CODEGEN_MIR2VEC_H
#define LLVM_CODEGEN_MIR2VEC_H
#include "llvm/Analysis/IR2Vec.h"
#include "llvm/CodeGen/MachineBasicBlock.h"
#include "llvm/CodeGen/MachineFunction.h"
#include "llvm/CodeGen/MachineFunctionPass.h"
#include "llvm/CodeGen/MachineInstr.h"
#include "llvm/CodeGen/MachineModuleInfo.h"
#include "llvm/CodeGen/MachineOperand.h"
#include "llvm/CodeGen/MachineRegisterInfo.h"
#include "llvm/IR/PassManager.h"
#include "llvm/Pass.h"
#include "llvm/Support/CommandLine.h"
#include "llvm/Support/Error.h"
#include "llvm/Support/ErrorOr.h"
#include <map>
#include <set>
#include <string>
namespace llvm {
class Module;
class raw_ostream;
class LLVMContext;
class MIR2VecVocabLegacyAnalysis;
class TargetInstrInfo;
enum class MIR2VecKind { Symbolic };
namespace mir2vec {
// Forward declarations
class MIREmbedder;
class SymbolicMIREmbedder;
LLVM_ABI extern llvm::cl::OptionCategory MIR2VecCategory;
LLVM_ABI extern cl::opt<float> OpcWeight, CommonOperandWeight, RegOperandWeight;
using Embedding = ir2vec::Embedding;
using MachineInstEmbeddingsMap = DenseMap<const MachineInstr *, Embedding>;
using MachineBlockEmbeddingsMap =
DenseMap<const MachineBasicBlock *, Embedding>;
/// Class for storing and accessing the MIR2Vec vocabulary.
/// The MIRVocabulary class manages seed embeddings for LLVM Machine IR
class MIRVocabulary {
friend class llvm::MIR2VecVocabLegacyAnalysis;
using VocabMap = std::map<std::string, ir2vec::Embedding>;
// MIRVocabulary Layout:
// +-------------------+-----------------------------------------------------+
// | Entity Type | Description |
// +-------------------+-----------------------------------------------------+
// | 1. Opcodes | Target specific opcodes derived from TII, grouped |
// | | by instruction semantics. |
// | 2. Common Operands| All common operand types, except register operands, |
// | | defined by MachineOperand::MachineOperandType enum. |
// | 3. Physical | Register classes defined by the target, specialized |
// | Reg classes | by physical registers. |
// | 4. Virtual | Register classes defined by the target, specialized |
// | Reg classes | by virtual and physical registers. |
// +-------------------+-----------------------------------------------------+
/// Layout information for the MIR vocabulary. Defines the starting index
/// and size of each section in the vocabulary.
struct {
size_t OpcodeBase = 0;
size_t CommonOperandBase = 0;
size_t PhyRegBase = 0;
size_t VirtRegBase = 0;
size_t TotalEntries = 0;
} Layout;
// TODO: See if we can have only one reg classes section instead of physical
// and virtual separate sections in the vocabulary. This would reduce the
// number of vocabulary entities significantly.
// We can potentially distinguish physical and virtual registers by
// considering them as a separate feature.
enum class Section : unsigned {
Opcodes = 0,
CommonOperands = 1,
PhyRegisters = 2,
VirtRegisters = 3,
MaxSections
};
ir2vec::VocabStorage Storage;
std::set<std::string> UniqueBaseOpcodeNames;
SmallVector<std::string, 24> RegisterOperandNames;
// Some instructions have optional register operands that may be NoRegister.
// We return a zero vector in such cases.
Embedding ZeroEmbedding;
// We have specialized MO_Register handling in the Register operand section,
// so we don't include it here. Also, no MO_DbgInstrRef for now.
static constexpr StringLiteral CommonOperandNames[] = {
"Immediate", "CImmediate", "FPImmediate", "MBB",
"FrameIndex", "ConstantPoolIndex", "TargetIndex", "JumpTableIndex",
"ExternalSymbol", "GlobalAddress", "BlockAddress", "RegisterMask",
"RegisterLiveOut", "Metadata", "MCSymbol", "CFIIndex",
"IntrinsicID", "Predicate", "ShuffleMask", "LaneMask"};
static_assert(std::size(CommonOperandNames) == MachineOperand::MO_Last - 1 &&
"Common operand names size changed, update accordingly");
const TargetInstrInfo &TII;
const TargetRegisterInfo &TRI;
const MachineRegisterInfo &MRI;
void generateStorage(const VocabMap &OpcodeMap,
const VocabMap &CommonOperandMap,
const VocabMap &PhyRegMap, const VocabMap &VirtRegMap);
void buildCanonicalOpcodeMapping();
void buildRegisterOperandMapping();
/// Get canonical index for a machine opcode
LLVM_ABI unsigned getCanonicalOpcodeIndex(unsigned Opcode) const;
/// Get index for a common (non-register) machine operand
LLVM_ABI unsigned
getCommonOperandIndex(MachineOperand::MachineOperandType OperandType) const;
/// Get index for a register machine operand
LLVM_ABI unsigned getRegisterOperandIndex(Register Reg) const;
// Accessors for operand types
const Embedding &
operator[](MachineOperand::MachineOperandType OperandType) const {
unsigned LocalIndex = getCommonOperandIndex(OperandType);
return Storage[static_cast<unsigned>(Section::CommonOperands)][LocalIndex];
}
const Embedding &operator[](Register Reg) const {
// Reg is sometimes NoRegister (0) for optional operands. We return a zero
// vector in this case.
if (!Reg.isValid())
return ZeroEmbedding;
// TODO: Implement proper stack slot handling for MIR2Vec embeddings.
// Stack slots represent frame indices and should have their own
// embedding strategy rather than defaulting to register class 0.
// Consider: 1) Separate vocabulary section for stack slots
// 2) Stack slot size/alignment based embeddings
// 3) Frame index based categorization
if (Reg.isStack())
return ZeroEmbedding;
unsigned LocalIndex = getRegisterOperandIndex(Reg);
auto SectionID =
Reg.isPhysical() ? Section::PhyRegisters : Section::VirtRegisters;
return Storage[static_cast<unsigned>(SectionID)][LocalIndex];
}
/// Get entity ID (flat index) for a common operand type
/// This is used for triplet generation
unsigned getEntityIDForCommonOperand(
MachineOperand::MachineOperandType OperandType) const {
return Layout.CommonOperandBase + getCommonOperandIndex(OperandType);
}
/// Get entity ID (flat index) for a register
/// This is used for triplet generation
unsigned getEntityIDForRegister(Register Reg) const {
if (!Reg.isValid() || Reg.isStack())
return Layout
.VirtRegBase; // Return VirtRegBase for invalid/stack registers
unsigned LocalIndex = getRegisterOperandIndex(Reg);
size_t BaseOffset =
Reg.isPhysical() ? Layout.PhyRegBase : Layout.VirtRegBase;
return BaseOffset + LocalIndex;
}
public:
/// Static method for extracting base opcode names (public for testing)
LLVM_ABI_FOR_TEST static std::string
extractBaseOpcodeName(StringRef InstrName);
/// Get indices from opcode or operand names. These are public for testing.
/// String based lookups are inefficient and should be avoided in general.
LLVM_ABI_FOR_TEST unsigned
getCanonicalIndexForBaseName(StringRef BaseName) const;
LLVM_ABI_FOR_TEST unsigned
getCanonicalIndexForOperandName(StringRef OperandName) const;
LLVM_ABI_FOR_TEST unsigned
getCanonicalIndexForRegisterClass(StringRef RegName,
bool IsPhysical = true) const;
/// Get the string key for a vocabulary entry at the given position
LLVM_ABI std::string getStringKey(unsigned Pos) const;
unsigned getDimension() const { return Storage.getDimension(); }
/// Get entity ID (flat index) for an opcode
/// This is used for triplet generation
unsigned getEntityIDForOpcode(unsigned Opcode) const {
return Layout.OpcodeBase + getCanonicalOpcodeIndex(Opcode);
}
/// Get entity ID (flat index) for a machine operand
/// This is used for triplet generation
unsigned getEntityIDForMachineOperand(const MachineOperand &MO) const {
if (MO.getType() == MachineOperand::MO_Register)
return getEntityIDForRegister(MO.getReg());
return getEntityIDForCommonOperand(MO.getType());
}
// Accessor methods
const Embedding &operator[](unsigned Opcode) const {
unsigned LocalIndex = getCanonicalOpcodeIndex(Opcode);
return Storage[static_cast<unsigned>(Section::Opcodes)][LocalIndex];
}
const Embedding &operator[](MachineOperand Operand) const {
auto OperandType = Operand.getType();
if (OperandType == MachineOperand::MO_Register)
return operator[](Operand.getReg());
else
return operator[](OperandType);
}
// Iterator access
using const_iterator = ir2vec::VocabStorage::const_iterator;
const_iterator begin() const { return Storage.begin(); }
const_iterator end() const { return Storage.end(); }
MIRVocabulary() = delete;
/// Factory method to create MIRVocabulary from vocabulary map
LLVM_ABI_FOR_TEST static Expected<MIRVocabulary>
create(VocabMap &&OpcMap, VocabMap &&CommonOperandsMap, VocabMap &&PhyRegMap,
VocabMap &&VirtRegMap, const TargetInstrInfo &TII,
const TargetRegisterInfo &TRI, const MachineRegisterInfo &MRI);
/// Create a dummy vocabulary for testing purposes.
LLVM_ABI static Expected<MIRVocabulary>
createDummyVocabForTest(const TargetInstrInfo &TII,
const TargetRegisterInfo &TRI,
const MachineRegisterInfo &MRI, unsigned Dim = 1);
/// Total number of entries in the vocabulary
size_t getCanonicalSize() const { return Storage.size(); }
private:
MIRVocabulary(VocabMap &&OpcMap, VocabMap &&CommonOperandsMap,
VocabMap &&PhyRegMap, VocabMap &&VirtRegMap,
const TargetInstrInfo &TII, const TargetRegisterInfo &TRI,
const MachineRegisterInfo &MRI);
};
/// Base class for MIR embedders
class MIREmbedder {
protected:
const MachineFunction &MF;
const MIRVocabulary &Vocab;
/// Dimension of the embeddings; Captured from the vocabulary
const unsigned Dimension;
/// Weight for opcode embeddings
const float OpcWeight, CommonOperandWeight, RegOperandWeight;
MIREmbedder(const MachineFunction &MF, const MIRVocabulary &Vocab)
: MF(MF), Vocab(Vocab), Dimension(Vocab.getDimension()),
OpcWeight(mir2vec::OpcWeight),
CommonOperandWeight(mir2vec::CommonOperandWeight),
RegOperandWeight(mir2vec::RegOperandWeight) {}
/// Function to compute embeddings.
LLVM_ABI Embedding computeEmbeddings() const;
/// Function to compute the embedding for a given machine basic block.
LLVM_ABI Embedding computeEmbeddings(const MachineBasicBlock &MBB) const;
/// Function to compute the embedding for a given machine instruction.
/// Specific to the kind of embeddings being computed.
virtual Embedding computeEmbeddings(const MachineInstr &MI) const = 0;
public:
virtual ~MIREmbedder() = default;
/// Factory method to create an Embedder object of the specified kind
/// Returns nullptr if the requested kind is not supported.
LLVM_ABI static std::unique_ptr<MIREmbedder>
create(MIR2VecKind Mode, const MachineFunction &MF,
const MIRVocabulary &Vocab);
/// Computes and returns the embedding for a given machine instruction MI in
/// the machine function MF.
Embedding getMInstVector(const MachineInstr &MI) const {
return computeEmbeddings(MI);
}
/// Computes and returns the embedding for a given machine basic block in the
/// machine function MF.
Embedding getMBBVector(const MachineBasicBlock &MBB) const {
return computeEmbeddings(MBB);
}
/// Computes and returns the embedding for the current machine function.
Embedding getMFunctionVector() const {
// Currently, we always (re)compute the embeddings for the function. This is
// cheaper than caching the vector.
return computeEmbeddings();
}
};
/// Class for computing Symbolic embeddings
/// Symbolic embeddings are constructed based on the entity-level
/// representations obtained from the MIR Vocabulary.
class LLVM_ABI SymbolicMIREmbedder : public MIREmbedder {
private:
Embedding computeEmbeddings(const MachineInstr &MI) const override;
public:
SymbolicMIREmbedder(const MachineFunction &F, const MIRVocabulary &Vocab);
static std::unique_ptr<SymbolicMIREmbedder>
create(const MachineFunction &MF, const MIRVocabulary &Vocab);
};
} // namespace mir2vec
/// MIR2Vec vocabulary provider used by pass managers and standalone tools.
/// This class encapsulates the core vocabulary loading logic and can be used
/// independently of the pass manager infrastructure. For pass-based usage,
/// see MIR2VecVocabLegacyAnalysis.
///
/// Note: This provider pattern makes new PM migration straightforward when
/// needed. A new PM analysis wrapper can be added that delegates to this
/// provider, similar to how MIR2VecVocabLegacyAnalysis currently wraps it.
class MIR2VecVocabProvider {
using VocabMap = std::map<std::string, mir2vec::Embedding>;
public:
MIR2VecVocabProvider(const MachineModuleInfo &MMI) : MMI(MMI) {}
LLVM_ABI Expected<mir2vec::MIRVocabulary> getVocabulary(const Module &M);
private:
Error readVocabulary(VocabMap &OpcVocab, VocabMap &CommonOperandVocab,
VocabMap &PhyRegVocabMap, VocabMap &VirtRegVocabMap);
const MachineModuleInfo &MMI;
};
/// Pass to analyze and populate MIR2Vec vocabulary from a module
class LLVM_ABI MIR2VecVocabLegacyAnalysis : public ImmutablePass {
using VocabVector = std::vector<mir2vec::Embedding>;
using VocabMap = std::map<std::string, mir2vec::Embedding>;
StringRef getPassName() const override;
protected:
void getAnalysisUsage(AnalysisUsage &AU) const override {
AU.addRequired<MachineModuleInfoWrapperPass>();
AU.setPreservesAll();
}
std::unique_ptr<MIR2VecVocabProvider> Provider;
public:
static char ID;
MIR2VecVocabLegacyAnalysis() : ImmutablePass(ID) {}
Expected<mir2vec::MIRVocabulary> getMIR2VecVocabulary(const Module &M) {
MachineModuleInfo &MMI =
getAnalysis<MachineModuleInfoWrapperPass>().getMMI();
if (!Provider)
Provider = std::make_unique<MIR2VecVocabProvider>(MMI);
return Provider->getVocabulary(M);
}
MIR2VecVocabProvider &getProvider() {
assert(Provider && "Provider not initialized");
return *Provider;
}
};
/// This pass prints the embeddings in the MIR2Vec vocabulary
class LLVM_ABI MIR2VecVocabPrinterLegacyPass : public MachineFunctionPass {
raw_ostream &OS;
public:
static char ID;
explicit MIR2VecVocabPrinterLegacyPass(raw_ostream &OS)
: MachineFunctionPass(ID), OS(OS) {}
bool runOnMachineFunction(MachineFunction &MF) override;
bool doFinalization(Module &M) override;
void getAnalysisUsage(AnalysisUsage &AU) const override {
AU.addRequired<MIR2VecVocabLegacyAnalysis>();
AU.setPreservesAll();
MachineFunctionPass::getAnalysisUsage(AU);
}
StringRef getPassName() const override {
return "MIR2Vec Vocabulary Printer Pass";
}
};
/// This pass prints the MIR2Vec embeddings for machine functions, basic blocks,
/// and instructions
class LLVM_ABI MIR2VecPrinterLegacyPass : public MachineFunctionPass {
raw_ostream &OS;
public:
static char ID;
explicit MIR2VecPrinterLegacyPass(raw_ostream &OS)
: MachineFunctionPass(ID), OS(OS) {}
bool runOnMachineFunction(MachineFunction &MF) override;
void getAnalysisUsage(AnalysisUsage &AU) const override {
AU.addRequired<MIR2VecVocabLegacyAnalysis>();
AU.setPreservesAll();
MachineFunctionPass::getAnalysisUsage(AU);
}
StringRef getPassName() const override {
return "MIR2Vec Embedder Printer Pass";
}
};
/// Create a machine pass that prints MIR2Vec embeddings
LLVM_ABI MachineFunctionPass *createMIR2VecPrinterLegacyPass(raw_ostream &OS);
} // namespace llvm
#endif // LLVM_CODEGEN_MIR2VEC_H