CodeQL / Analyze (actions) (push) Canceled after 0s
CodeQL / Analyze (python) (push) Canceled after 0s
pre-commit / pre-commit (push) Canceled after 0s
Multi-Arch CI / setup (push) Canceled after 0s
Publish build_manylinux_x86_64 images / publish_build_manylinux_x86_64 (push) Canceled after 0s
Setup (Multi-Arch) / setup (push) Canceled after 0s
Multi-Arch CI / Linux::${{ fromJSON(needs.setup.outputs.linux_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubi10 image / publish_no_rocm_image_ubi10 (push) Canceled after 0s
Multi-Arch CI / Windows::${{ fromJSON(needs.setup.outputs.windows_build_config || '{}').build_variant_label || 'skip' }} (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Multi-Arch CI / Manifest Diff (push) Canceled after 0s
TheRock Manifest Diff Report / Generate Manifest Diff Report (push) Canceled after 0s
Multi-Arch CI / CI Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_ocl_rt images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04_rocgdb images / publish_no_rocm_image_ubuntu24_04_rocgdb (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_ocl_rt (push) Canceled after 0s
Publish TheRock Docker image / build-and-push-image (push) Canceled after 0s
Unit Tests / Unit Tests :: ubuntu-24.04 (push) Canceled after 0s
Unit Tests / Unit Tests :: windows-2022 (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_media (push) Canceled after 0s
Unit Tests / Unit Tests Summary (push) Canceled after 0s
Publish no_rocm_image_ubuntu24_04 images / publish_no_rocm_image_ubuntu24_04_openmpi (push) Canceled after 0s
112 lines
3.7 KiB
C++
112 lines
3.7 KiB
C++
//===- TosaArithConstantToConst.cpp ---------------------------------------===//
|
|
//
|
|
// 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
|
|
//
|
|
//===----------------------------------------------------------------------===//
|
|
//
|
|
// This file implements a pass that converts tensor-valued arith.constant ops
|
|
// into tosa.const so that TOSA pipelines operate on a uniform constant form.
|
|
//
|
|
//===----------------------------------------------------------------------===//
|
|
|
|
#include "mlir/Dialect/Tosa/Transforms/Passes.h"
|
|
|
|
#include "mlir/Dialect/Arith/IR/Arith.h"
|
|
#include "mlir/Dialect/Func/IR/FuncOps.h"
|
|
#include "mlir/Dialect/Quant/IR/QuantTypes.h"
|
|
#include "mlir/Dialect/Tosa/IR/TosaOps.h"
|
|
#include "mlir/IR/BuiltinAttributes.h"
|
|
#include "mlir/IR/BuiltinTypes.h"
|
|
#include "mlir/IR/PatternMatch.h"
|
|
#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
|
|
|
|
namespace mlir {
|
|
namespace tosa {
|
|
#define GEN_PASS_DEF_TOSAARITHCONSTANTTOTOSACONSTPASS
|
|
#include "mlir/Dialect/Tosa/Transforms/Passes.h.inc"
|
|
} // namespace tosa
|
|
} // namespace mlir
|
|
|
|
using namespace mlir;
|
|
using namespace mlir::tosa;
|
|
|
|
namespace {
|
|
|
|
// NOTE: TOSA pipelines already lower their constants through shared Arith
|
|
// folding passes, so tensor literals often come back as `arith.constant` even
|
|
// after the IR is otherwise TOSA-only. Keep this normalization with the rest of
|
|
// the TOSA transforms so any client can re-establish a canonical `tosa.const`
|
|
// representation without needing a full Arith->TOSA conversion library.
|
|
|
|
/// Returns true when `elementType` is natively representable by tosa.const.
|
|
static bool isSupportedElementType(Type elementType) {
|
|
if (isa<FloatType>(elementType))
|
|
return true;
|
|
|
|
if (auto intType = dyn_cast<IntegerType>(elementType))
|
|
return intType.isSignless() || intType.isUnsigned();
|
|
|
|
if (isa<quant::QuantizedType>(elementType))
|
|
return true;
|
|
|
|
if (isa<tosa::mxint8Type>(elementType))
|
|
return true;
|
|
|
|
return false;
|
|
}
|
|
|
|
class ArithConstantToTosaConst : public OpRewritePattern<arith::ConstantOp> {
|
|
public:
|
|
using OpRewritePattern::OpRewritePattern;
|
|
|
|
LogicalResult matchAndRewrite(arith::ConstantOp constOp,
|
|
PatternRewriter &rewriter) const override {
|
|
// TOSA constant verification requires a ranked, statically shaped tensor.
|
|
auto resultType = dyn_cast<RankedTensorType>(constOp.getResult().getType());
|
|
if (!resultType || !resultType.hasStaticShape())
|
|
return failure();
|
|
|
|
if (!isSupportedElementType(resultType.getElementType()))
|
|
return failure();
|
|
|
|
Attribute attr = constOp.getValueAttr();
|
|
auto elementsAttr = dyn_cast<ElementsAttr>(attr);
|
|
if (!elementsAttr)
|
|
return failure();
|
|
|
|
auto attrType = dyn_cast<RankedTensorType>(elementsAttr.getType());
|
|
if (!attrType || !attrType.hasStaticShape())
|
|
return failure();
|
|
if (attrType != resultType)
|
|
return failure();
|
|
|
|
auto newConst = tosa::ConstOp::create(rewriter, constOp.getLoc(),
|
|
resultType, elementsAttr);
|
|
rewriter.replaceOp(constOp, newConst.getResult());
|
|
return success();
|
|
}
|
|
};
|
|
|
|
struct TosaArithConstantToTosaConstPass
|
|
: public tosa::impl::TosaArithConstantToTosaConstPassBase<
|
|
TosaArithConstantToTosaConstPass> {
|
|
using Base::Base;
|
|
|
|
void getDependentDialects(DialectRegistry ®istry) const override {
|
|
registry.insert<arith::ArithDialect, tosa::TosaDialect>();
|
|
}
|
|
|
|
void runOnOperation() override {
|
|
auto *ctx = &getContext();
|
|
RewritePatternSet patterns(ctx);
|
|
patterns.add<ArithConstantToTosaConst>(ctx);
|
|
|
|
if (failed(applyPatternsGreedily(getOperation(), std::move(patterns))))
|
|
signalPassFailure();
|
|
}
|
|
};
|
|
|
|
} // namespace
|