[BACKEND] Extracting numWarps from tritonGPU module (#39)

This commit is contained in:
Yan Chunwei
2022-08-09 00:40:20 +08:00
committed by GitHub
parent 920723cf3d
commit 83ef74f248
8 changed files with 66 additions and 17 deletions

View File

@@ -5,8 +5,10 @@
#include "mlir/Dialect/Arithmetic/IR/Arithmetic.h"
#include "mlir/Dialect/LLVMIR/LLVMDialect.h"
#include "mlir/Transforms/DialectConversion.h"
#include "triton/Conversion/TritonToTritonGPU/TritonToTritonGPU.h"
#include "triton/Dialect/Triton/IR/Dialect.h"
#include "triton/Dialect/TritonGPU/IR/Dialect.h"
#include <numeric>
using namespace mlir;
using namespace mlir::triton;
@@ -163,7 +165,7 @@ struct FuncOpConversion : public FuncOpConversionBase {
}
private:
int NumWarps{-1};
int NumWarps{0};
};
struct ReturnOpConversion : public ConvertOpToLLVMPattern<::mlir::ReturnOp> {
@@ -188,6 +190,24 @@ struct ReturnOpConversion : public ConvertOpToLLVMPattern<::mlir::ReturnOp> {
}
};
// Extract numWarps information from TritonGPU module, return 0 if failed.
// This is a naive implementation, it assumes that all the blocked layout should
// have the same numWarps setting in a module, it just find a blocked layout
// encoding and return the warpsPerCTA field.
int extractNumWarps(mlir::ModuleOp module) {
int numWarps{};
if (module->hasAttr(AttrNumWarpsName))
numWarps = module->getAttr(AttrNumWarpsName)
.dyn_cast<IntegerAttr>()
.getValue()
.getZExtValue();
else
llvm::report_fatal_error(
"TritonGPU module should contain a triton_gpu.num-warps attribute");
return numWarps;
}
} // namespace
void populateTritonToLLVMPatterns(mlir::LLVMTypeConverter &typeConverter,
@@ -200,8 +220,6 @@ class ConvertTritonGPUToLLVM
: public ConvertTritonGPUToLLVMBase<ConvertTritonGPUToLLVM> {
public:
ConvertTritonGPUToLLVM() = default;
// For manually overwrite the numWarps option
explicit ConvertTritonGPUToLLVM(int numWarps) { this->numWarps = numWarps; }
void runOnOperation() override {
MLIRContext *context = &getContext();
@@ -215,6 +233,8 @@ public:
mlir::arith::populateArithmeticToLLVMConversionPatterns(typeConverter,
patterns);
int numWarps = extractNumWarps(mod);
populateTritonToLLVMPatterns(typeConverter, patterns, numWarps);
if (failed(applyPartialConversion(mod, target, std::move(patterns))))

View File

@@ -5,6 +5,7 @@
#include "triton/Dialect/Triton/IR/Dialect.h"
#include "triton/Dialect/TritonGPU/IR/Dialect.h"
#include "triton/Dialect/TritonGPU/Transforms/TritonGPUConversion.h"
#include "llvm/ADT/APSInt.h"
#include <numeric>
using namespace mlir;
@@ -375,6 +376,8 @@ void populateSCFPatterns(TritonGPUTypeConverter &typeConverter,
class ConvertTritonToTritonGPU
: public ConvertTritonToTritonGPUBase<ConvertTritonToTritonGPU> {
public:
ConvertTritonToTritonGPU() = default;
// constructor with some parameters set explicitly.
ConvertTritonToTritonGPU(int numWarps) { this->numWarps = numWarps; }
void runOnOperation() override {
@@ -395,6 +398,13 @@ public:
if (failed(applyPartialConversion(mod, target, std::move(patterns))))
return signalPassFailure();
auto inti = llvm::APSInt(32, false);
auto i32_ty = IntegerType::get(mod->getContext(), 32);
mod->setAttr(
AttrNumWarpsName,
IntegerAttr::get(i32_ty, llvm::APInt(32, numWarps.getValue())));
// update layouts
// broadcast src => multicast, dst => broadcasted
// if (failed(target.refineLayouts(mod, numWarps)))
@@ -408,3 +418,8 @@ std::unique_ptr<OperationPass<ModuleOp>>
mlir::triton::createConvertTritonToTritonGPUPass(int numWarps) {
return std::make_unique<::ConvertTritonToTritonGPU>(numWarps);
}
std::unique_ptr<OperationPass<ModuleOp>>
mlir::triton::createConvertTritonToTritonGPUPass() {
return std::make_unique<::ConvertTritonToTritonGPU>();
}