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96 lines
4.7 KiB
C++
96 lines
4.7 KiB
C++
//===- NamedToElementwise.cpp - convert linalg named op into elementwise --===//
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//
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// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
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// See https://llvm.org/LICENSE.txt for license information.
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// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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//
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//===----------------------------------------------------------------------===//
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//
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// This file implements rewriting those linalg named ops that are essentially
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// elementwise e.g. `linalg.exp`, to `linalg.elementwise`. This allows further
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// optimization on `linalg.elementwise` such as folding transpose, broadcast.
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//
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//===----------------------------------------------------------------------===//
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#include "mlir/Dialect/Linalg/IR/Linalg.h"
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#include "mlir/Dialect/Linalg/Passes.h"
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#include "mlir/Dialect/Linalg/Transforms/Transforms.h"
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#include "mlir/IR/PatternMatch.h"
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#include "mlir/Transforms/GreedyPatternRewriteDriver.h"
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#include "llvm/ADT/SmallVector.h"
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#include "llvm/ADT/TypeSwitch.h"
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using namespace mlir;
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using namespace mlir::linalg;
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#define DEBUG_TYPE "linalg-named-to-elementwise"
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namespace {
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ElementwiseKind getKind(Operation *op) {
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return llvm::TypeSwitch<Operation *, ElementwiseKind>(op)
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.Case([](SelectOp) { return ElementwiseKind::select; })
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.Case([](AddOp) { return ElementwiseKind::add; })
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.Case([](SubOp) { return ElementwiseKind::sub; })
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.Case([](MulOp) { return ElementwiseKind::mul; })
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.Case([](DivOp) { return ElementwiseKind::div; })
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.Case([](DivUnsignedOp) { return ElementwiseKind::div_unsigned; })
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.Case([](PowFOp) { return ElementwiseKind::powf; })
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.Case([](ExpOp) { return ElementwiseKind::exp; })
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.Case([](LogOp) { return ElementwiseKind::log; })
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.Case([](AbsOp) { return ElementwiseKind::abs; })
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.Case([](CeilOp) { return ElementwiseKind::ceil; })
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.Case([](FloorOp) { return ElementwiseKind::floor; })
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.Case([](NegFOp) { return ElementwiseKind::negf; })
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.Case([](ReciprocalOp) { return ElementwiseKind::reciprocal; })
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.Case([](RoundOp) { return ElementwiseKind::round; })
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.Case([](SqrtOp) { return ElementwiseKind::sqrt; })
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.Case([](RsqrtOp) { return ElementwiseKind::rsqrt; })
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.Case([](SquareOp) { return ElementwiseKind::square; })
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.Case([](TanhOp) { return ElementwiseKind::tanh; })
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.Case([](ErfOp) { return ElementwiseKind::erf; })
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.DefaultUnreachable("unhandled case in named to elementwise");
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}
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template <typename NamedOpTy>
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struct NamedToElementwisePattern : public OpRewritePattern<NamedOpTy> {
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using OpRewritePattern<NamedOpTy>::OpRewritePattern;
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LogicalResult matchAndRewrite(NamedOpTy op,
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PatternRewriter &rewriter) const override {
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SmallVector<NamedAttribute> attrs;
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auto kindAttr = ElementwiseKindAttr::get(op.getContext(), getKind(op));
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attrs.push_back(rewriter.getNamedAttr("kind", kindAttr));
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attrs.push_back(
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rewriter.getNamedAttr("indexing_maps", op.getIndexingMaps()));
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rewriter.replaceOpWithNewOp<ElementwiseOp>(op, op.getDpsInputs(),
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op.getDpsInits(), attrs);
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return success();
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}
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};
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} // namespace
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void mlir::linalg::populateLinalgNamedToElementwisePatterns(
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RewritePatternSet &patterns) {
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patterns.add<NamedToElementwisePattern<SelectOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<AddOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<SubOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<MulOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<DivOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<DivUnsignedOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<PowFOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<ExpOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<LogOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<AbsOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<CeilOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<FloorOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<NegFOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<ReciprocalOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<RoundOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<SqrtOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<RsqrtOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<SquareOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<TanhOp>>(patterns.getContext());
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patterns.add<NamedToElementwisePattern<ErfOp>>(patterns.getContext());
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}
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