Files
triton/lib/Target/LLVMIR/LLVMIRTranslation.cpp
Keren Zhou 733301ff31 [Backend] Rewrite code for linking external library to expose more inlining opportunities (#1037)
- Also make it cleaner. 
- And mark out the code needs to be fixed in `semantic.py`.
2023-01-08 13:44:29 -08:00

290 lines
9.8 KiB
C++

#include "triton/Target/LLVMIR/LLVMIRTranslation.h"
#include "mlir/Conversion/Passes.h"
#include "mlir/Dialect/LLVMIR/LLVMDialect.h"
#include "mlir/ExecutionEngine/ExecutionEngine.h"
#include "mlir/ExecutionEngine/OptUtils.h"
#include "mlir/IR/Dialect.h"
#include "mlir/Pass/Pass.h"
#include "mlir/Pass/PassManager.h"
#include "mlir/Target/LLVMIR/Dialect/LLVMIR/LLVMToLLVMIRTranslation.h"
#include "mlir/Target/LLVMIR/Dialect/NVVM/NVVMToLLVMIRTranslation.h"
#include "mlir/Target/LLVMIR/Export.h"
#include "mlir/Target/LLVMIR/LLVMTranslationInterface.h"
#include "mlir/Transforms/Passes.h"
#include "triton/Conversion/TritonGPUToLLVM/TritonGPUToLLVMPass.h"
#include "triton/Tools/Sys/GetEnv.hpp"
#include "llvm/IR/Constants.h"
#include "llvm/IRReader/IRReader.h"
#include "llvm/Linker/Linker.h"
#include "llvm/Support/SourceMgr.h"
#include <filesystem>
namespace mlir {
namespace triton {
// Describes NVVM Metadata. It is used to record the nvvm related meta
// information from mlir module.
struct NVVMMetadata {
int maxntidx{-1};
bool isKernel{};
// Free to extend with other information.
};
// Add the nvvm related metadata to LLVM IR.
static void amendLLVMFunc(llvm::Function *func, const NVVMMetadata &metadata) {
auto *module = func->getParent();
auto &ctx = func->getContext();
if (metadata.maxntidx > 0) {
auto warps = llvm::ConstantInt::get(llvm::IntegerType::get(ctx, 32),
llvm::APInt(32, metadata.maxntidx));
llvm::Metadata *md_args[] = {llvm::ValueAsMetadata::get(func),
llvm::MDString::get(ctx, "maxntidx"),
llvm::ValueAsMetadata::get(warps)};
module->getOrInsertNamedMetadata("nvvm.annotations")
->addOperand(llvm::MDNode::get(ctx, md_args));
}
if (metadata.isKernel) {
llvm::Metadata *mdArgs[] = {
llvm::ValueAsMetadata::get(func), llvm::MDString::get(ctx, "kernel"),
llvm::ValueAsMetadata::get(
llvm::ConstantInt::get(llvm::Type::getInt32Ty(ctx), 1))};
module->getOrInsertNamedMetadata("nvvm.annotations")
->addOperand(llvm::MDNode::get(ctx, mdArgs));
}
}
static void
extractNVVMMetadata(mlir::ModuleOp module,
llvm::DenseMap<llvm::StringRef, NVVMMetadata> *dic) {
for (auto op : module.getOps<LLVM::LLVMFuncOp>()) {
NVVMMetadata meta;
bool hasMetadata{};
// maxntid
if (op->hasAttr("nvvm.maxntid")) {
auto attr = op->getAttr("nvvm.maxntid");
meta.maxntidx = attr.dyn_cast<IntegerAttr>().getInt();
hasMetadata = true;
}
// kernel
if (op->hasAttr("nvvm.kernel")) {
meta.isKernel = true;
hasMetadata = true;
}
if (hasMetadata)
dic->try_emplace(op.getNameAttr().strref(), std::move(meta));
}
}
static std::map<std::string, std::string> getExternLibs(mlir::ModuleOp module) {
std::map<std::string, std::string> externLibs;
SmallVector<LLVM::LLVMFuncOp> funcs;
module.walk([&](LLVM::LLVMFuncOp func) {
if (func.isExternal())
funcs.push_back(func);
});
for (auto &func : funcs) {
if (func.getOperation()->hasAttr("libname")) {
auto name =
func.getOperation()->getAttr("libname").dyn_cast<StringAttr>();
auto path =
func.getOperation()->getAttr("libpath").dyn_cast<StringAttr>();
if (name) {
std::string libName = name.str();
externLibs[libName] = path.str();
}
}
}
if (module.getOperation()->hasAttr("triton_gpu.externs")) {
auto dict = module.getOperation()
->getAttr("triton_gpu.externs")
.dyn_cast<DictionaryAttr>();
for (auto &attr : dict) {
externLibs[attr.getName().strref().trim().str()] =
attr.getValue().dyn_cast<StringAttr>().strref().trim().str();
}
}
if (!funcs.empty()) {
// When using the Math Dialect, it is possible that some ops (e.g., log) are
// lowered to a function call. In this case, we need to link libdevice
// using its default path:
// [triton root dir]/python/triton/language/libdevice.10.bc
// TODO(Keren): handle external linkage other than libdevice?
namespace fs = std::filesystem;
static const std::string libdevice = "libdevice";
static const std::filesystem::path path = std::filesystem::path(__FILE__)
.parent_path()
.parent_path()
.parent_path()
.parent_path() /
"python" / "triton" / "language" /
"libdevice.10.bc";
externLibs.try_emplace(libdevice, path.string());
}
return externLibs;
}
static void linkLibdevice(llvm::Module &module) {
// please check https://llvm.org/docs/NVPTXUsage.html#reflection-parameters
// this will enable fast math path in libdevice
// for example, when enable nvvm-reflect-ftz, sqrt.approx.f32 will change to
// sqrt.approx.ftz.f32
auto &ctx = module.getContext();
llvm::Type *i32 = llvm::Type::getInt32Ty(ctx);
llvm::Metadata *mdFour =
llvm::ConstantAsMetadata::get(llvm::ConstantInt::getSigned(i32, 4));
llvm::Metadata *mdName = llvm::MDString::get(ctx, "nvvm-reflect-ftz");
llvm::Metadata *mdOne =
llvm::ConstantAsMetadata::get(llvm::ConstantInt::getSigned(i32, 1));
llvm::MDNode *reflect = llvm::MDNode::get(ctx, {mdFour, mdName, mdOne});
module.addModuleFlag(reflect);
}
static bool linkExternLib(llvm::Module &module, llvm::StringRef name,
llvm::StringRef path) {
llvm::SMDiagnostic err;
auto &ctx = module.getContext();
auto extMod = llvm::parseIRFile(path, err, ctx);
if (!extMod) {
llvm::errs() << "Failed to load " << path;
return true;
}
extMod->setTargetTriple(module.getTargetTriple());
extMod->setDataLayout(module.getDataLayout());
if (llvm::Linker::linkModules(module, std::move(extMod),
llvm::Linker::Flags::LinkOnlyNeeded)) {
llvm::errs() << "Failed to link " << path;
return true;
}
if (name == "libdevice") {
linkLibdevice(module);
} else {
assert(false && "unknown extern lib: ");
}
return false;
}
std::unique_ptr<llvm::Module>
translateLLVMToLLVMIR(llvm::LLVMContext *llvmContext, mlir::ModuleOp module) {
DialectRegistry registry;
mlir::registerLLVMDialectTranslation(registry);
mlir::registerNVVMDialectTranslation(registry);
module->getContext()->appendDialectRegistry(registry);
llvm::DenseMap<llvm::StringRef, NVVMMetadata> nvvmMetadata;
extractNVVMMetadata(module, &nvvmMetadata);
auto llvmModule = mlir::translateModuleToLLVMIR(module, *llvmContext);
if (!llvmModule) {
llvm::errs() << "Failed to emit LLVM IR\n";
return nullptr;
}
// Link external libraries before perform optimizations
// Note from libdevice users guide:
// https://docs.nvidia.com/cuda/libdevice-users-guide/basic-usage.html
// The standard process for linking with libdevice is to first link it with
// the target module, then run the standard LLVM optimization and code
// generation passes. This allows the optimizers to inline and perform
// analyses on the used library functions, and eliminate any used functions as
// dead code.
auto externLibs = getExternLibs(module);
for (auto &lib : externLibs) {
if (linkExternLib(*llvmModule, lib.first, lib.second))
return nullptr;
}
auto optPipeline = mlir::makeOptimizingTransformer(
/*optLevel=*/3, /*sizeLevel=*/0,
/*targetMachine=*/nullptr);
if (auto err = optPipeline(llvmModule.get())) {
llvm::errs() << "Failed to optimize LLVM IR " << err << "\n";
return nullptr;
}
for (auto &func : llvmModule->functions()) {
auto it = nvvmMetadata.find(func.getName());
if (it != nvvmMetadata.end())
amendLLVMFunc(&func, it->second);
}
return llvmModule;
}
std::unique_ptr<llvm::Module>
translateTritonGPUToLLVMIR(llvm::LLVMContext *llvmContext,
mlir::ModuleOp module, int computeCapability) {
mlir::PassManager pm(module->getContext());
applyPassManagerCLOptions(pm);
auto printingFlags = mlir::OpPrintingFlags();
printingFlags.elideLargeElementsAttrs(16);
pm.enableIRPrinting(
/*shouldPrintBeforePass=*/nullptr,
/*shouldPrintAfterPass=*/
[](mlir::Pass *pass, mlir::Operation *) {
return ::triton::tools::getBoolEnv("MLIR_ENABLE_DUMP");
},
/*printModuleScope=*/false,
/*printAfterOnlyOnChange=*/true,
/*printAfterOnlyOnFailure*/ false, llvm::dbgs(), printingFlags);
pm.addPass(createConvertTritonGPUToLLVMPass(computeCapability));
// Canonicalize to eliminate the remaining UnrealizedConversionCastOp
pm.addPass(mlir::createCanonicalizerPass());
pm.addPass(mlir::createCSEPass()); // Simplify the IR to improve readability.
pm.addPass(mlir::createSymbolDCEPass());
pm.addPass(mlir::createCanonicalizerPass());
if (failed(pm.run(module))) {
llvm::errs() << "Pass execution failed";
return nullptr;
}
auto llvmIR = translateLLVMToLLVMIR(llvmContext, module);
if (!llvmIR) {
llvm::errs() << "Translate to LLVM IR failed";
return nullptr;
}
return llvmIR;
}
void addExternalLibs(mlir::ModuleOp &module,
const std::vector<std::string> &names,
const std::vector<std::string> &paths) {
if (names.empty() || names.size() != paths.size())
return;
llvm::SmallVector<NamedAttribute, 2> attrs;
for (size_t i = 0; i < names.size(); ++i) {
auto name = StringAttr::get(module->getContext(), names[i]);
auto path = StringAttr::get(module->getContext(), paths[i]);
NamedAttribute attr(name, path);
attrs.push_back(attr);
}
DictionaryAttr dict = DictionaryAttr::get(module->getContext(), attrs);
module.getOperation()->setAttr("triton_gpu.externs", dict);
}
} // namespace triton
} // namespace mlir