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106 lines
3.7 KiB
C++
106 lines
3.7 KiB
C++
//===- FoldIntoElementwise.cpp - Fold Ops into elementwise if possible ---===//
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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 folding ops such as transpose and broadcast into the
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// affine maps of the elementwise op.
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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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namespace mlir {
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#define GEN_PASS_DEF_LINALGFOLDINTOELEMENTWISEPASS
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#include "mlir/Dialect/Linalg/Passes.h.inc"
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} // namespace mlir
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using namespace mlir;
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using namespace mlir::linalg;
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#define DEBUG_TYPE "linalg-fold-into-elementwise"
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namespace {
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template <typename ProducerOpTy>
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struct ElementwiseOpFolder {
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// Helper function to fold broadcast etc into elementwise op.
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// Producer in this context is `broadcast op` etc, consumer is elwise operand.
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static bool fold(OpOperand *elwiseOperand, AffineMap elwiseMap,
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SmallVector<Value> &newIns,
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SmallVector<AffineMap> &newMaps) {
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auto producerOp = elwiseOperand->get().getDefiningOp<ProducerOpTy>();
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if (!producerOp || !elwiseMap.isProjectedPermutation())
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return false;
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newIns.push_back(producerOp.getInput());
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// push in the new composed affine map
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newMaps.push_back(
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producerOp.getMatchingIndexingMap(producerOp.getDpsInputOperand(0))
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.compose(elwiseMap));
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return true;
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}
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};
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template <typename... ProducerOps>
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struct FoldIntoElementwisePattern : public OpRewritePattern<ElementwiseOp> {
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using OpRewritePattern<ElementwiseOp>::OpRewritePattern;
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LogicalResult matchAndRewrite(ElementwiseOp op,
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PatternRewriter &rewriter) const override {
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bool changed = false;
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SmallVector<Value> newIns;
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SmallVector<AffineMap> newMaps;
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for (OpOperand *operand : op.getDpsInputOperands()) {
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AffineMap consumerMap = op.getMatchingIndexingMap(operand);
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const bool folded = (ElementwiseOpFolder<ProducerOps>::fold(
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operand, consumerMap, newIns, newMaps) ||
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...);
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if (folded) {
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changed = true;
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} else {
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// push in original operand and its map.
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newIns.push_back(operand->get());
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newMaps.push_back(consumerMap);
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}
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}
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if (!changed)
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return failure();
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newMaps.push_back(op.getIndexingMapsArray().back());
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rewriter.replaceOpWithNewOp<ElementwiseOp>(
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op, newIns, op.getDpsInits()[0], op.getKindAttr(),
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rewriter.getAffineMapArrayAttr(newMaps));
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return success();
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}
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};
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struct LinalgFoldIntoElementwisePass
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: public impl::LinalgFoldIntoElementwisePassBase<
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LinalgFoldIntoElementwisePass> {
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using impl::LinalgFoldIntoElementwisePassBase<
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LinalgFoldIntoElementwisePass>::LinalgFoldIntoElementwisePassBase;
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void runOnOperation() override {
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Operation *op = getOperation();
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RewritePatternSet patterns(op->getContext());
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populateLinalgFoldIntoElementwisePatterns(patterns);
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if (failed(applyPatternsGreedily(op, std::move(patterns))))
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return signalPassFailure();
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}
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};
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} // namespace
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void mlir::linalg::populateLinalgFoldIntoElementwisePatterns(
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RewritePatternSet &patterns) {
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patterns.add<FoldIntoElementwisePattern<TransposeOp, BroadcastOp>>(
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patterns.getContext());
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}
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