| //===- DecomposeMemrefs.cpp - Decompose memrefs pass implementation -------===// |
| // |
| // 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 decompose memrefs pass. |
| // |
| //===----------------------------------------------------------------------===// |
| |
| #include "mlir/Dialect/Affine/IR/AffineOps.h" |
| #include "mlir/Dialect/Arith/IR/Arith.h" |
| #include "mlir/Dialect/GPU/IR/GPUDialect.h" |
| #include "mlir/Dialect/GPU/Transforms/Passes.h" |
| #include "mlir/Dialect/MemRef/IR/MemRef.h" |
| #include "mlir/Dialect/Utils/IndexingUtils.h" |
| #include "mlir/IR/AffineExpr.h" |
| #include "mlir/IR/Builders.h" |
| #include "mlir/IR/PatternMatch.h" |
| #include "mlir/Pass/Pass.h" |
| #include "mlir/Transforms/GreedyPatternRewriteDriver.h" |
| |
| namespace mlir { |
| #define GEN_PASS_DEF_GPUDECOMPOSEMEMREFSPASS |
| #include "mlir/Dialect/GPU/Transforms/Passes.h.inc" |
| } // namespace mlir |
| |
| using namespace mlir; |
| |
| static void setInsertionPointToStart(OpBuilder &builder, Value val) { |
| if (auto *parentOp = val.getDefiningOp()) { |
| builder.setInsertionPointAfter(parentOp); |
| } else { |
| builder.setInsertionPointToStart(val.getParentBlock()); |
| } |
| } |
| |
| static bool isInsideLaunch(Operation *op) { |
| return op->getParentOfType<gpu::LaunchOp>(); |
| } |
| |
| static std::tuple<Value, OpFoldResult, SmallVector<OpFoldResult>> |
| getFlatOffsetAndStrides(OpBuilder &rewriter, Location loc, Value source, |
| ArrayRef<OpFoldResult> subOffsets, |
| ArrayRef<OpFoldResult> subStrides = std::nullopt) { |
| auto sourceType = cast<MemRefType>(source.getType()); |
| auto sourceRank = static_cast<unsigned>(sourceType.getRank()); |
| |
| memref::ExtractStridedMetadataOp newExtractStridedMetadata; |
| { |
| OpBuilder::InsertionGuard g(rewriter); |
| setInsertionPointToStart(rewriter, source); |
| newExtractStridedMetadata = |
| rewriter.create<memref::ExtractStridedMetadataOp>(loc, source); |
| } |
| |
| auto &&[sourceStrides, sourceOffset] = getStridesAndOffset(sourceType); |
| |
| auto getDim = [&](int64_t dim, Value dimVal) -> OpFoldResult { |
| return ShapedType::isDynamic(dim) ? getAsOpFoldResult(dimVal) |
| : rewriter.getIndexAttr(dim); |
| }; |
| |
| OpFoldResult origOffset = |
| getDim(sourceOffset, newExtractStridedMetadata.getOffset()); |
| ValueRange sourceStridesVals = newExtractStridedMetadata.getStrides(); |
| |
| SmallVector<OpFoldResult> origStrides; |
| origStrides.reserve(sourceRank); |
| |
| SmallVector<OpFoldResult> strides; |
| strides.reserve(sourceRank); |
| |
| AffineExpr s0 = rewriter.getAffineSymbolExpr(0); |
| AffineExpr s1 = rewriter.getAffineSymbolExpr(1); |
| for (auto i : llvm::seq(0u, sourceRank)) { |
| OpFoldResult origStride = getDim(sourceStrides[i], sourceStridesVals[i]); |
| |
| if (!subStrides.empty()) { |
| strides.push_back(affine::makeComposedFoldedAffineApply( |
| rewriter, loc, s0 * s1, {subStrides[i], origStride})); |
| } |
| |
| origStrides.emplace_back(origStride); |
| } |
| |
| auto &&[expr, values] = |
| computeLinearIndex(origOffset, origStrides, subOffsets); |
| OpFoldResult finalOffset = |
| affine::makeComposedFoldedAffineApply(rewriter, loc, expr, values); |
| return {newExtractStridedMetadata.getBaseBuffer(), finalOffset, strides}; |
| } |
| |
| static Value getFlatMemref(OpBuilder &rewriter, Location loc, Value source, |
| ValueRange offsets) { |
| SmallVector<OpFoldResult> offsetsTemp = getAsOpFoldResult(offsets); |
| auto &&[base, offset, ignore] = |
| getFlatOffsetAndStrides(rewriter, loc, source, offsetsTemp); |
| auto retType = cast<MemRefType>(base.getType()); |
| return rewriter.create<memref::ReinterpretCastOp>(loc, retType, base, offset, |
| std::nullopt, std::nullopt); |
| } |
| |
| static bool needFlatten(Value val) { |
| auto type = cast<MemRefType>(val.getType()); |
| return type.getRank() != 0; |
| } |
| |
| static bool checkLayout(Value val) { |
| auto type = cast<MemRefType>(val.getType()); |
| return type.getLayout().isIdentity() || |
| isa<StridedLayoutAttr>(type.getLayout()); |
| } |
| |
| namespace { |
| struct FlattenLoad : public OpRewritePattern<memref::LoadOp> { |
| using OpRewritePattern::OpRewritePattern; |
| |
| LogicalResult matchAndRewrite(memref::LoadOp op, |
| PatternRewriter &rewriter) const override { |
| if (!isInsideLaunch(op)) |
| return rewriter.notifyMatchFailure(op, "not inside gpu.launch"); |
| |
| Value memref = op.getMemref(); |
| if (!needFlatten(memref)) |
| return rewriter.notifyMatchFailure(op, "nothing to do"); |
| |
| if (!checkLayout(memref)) |
| return rewriter.notifyMatchFailure(op, "unsupported layout"); |
| |
| Location loc = op.getLoc(); |
| Value flatMemref = getFlatMemref(rewriter, loc, memref, op.getIndices()); |
| rewriter.replaceOpWithNewOp<memref::LoadOp>(op, flatMemref); |
| return success(); |
| } |
| }; |
| |
| struct FlattenStore : public OpRewritePattern<memref::StoreOp> { |
| using OpRewritePattern::OpRewritePattern; |
| |
| LogicalResult matchAndRewrite(memref::StoreOp op, |
| PatternRewriter &rewriter) const override { |
| if (!isInsideLaunch(op)) |
| return rewriter.notifyMatchFailure(op, "not inside gpu.launch"); |
| |
| Value memref = op.getMemref(); |
| if (!needFlatten(memref)) |
| return rewriter.notifyMatchFailure(op, "nothing to do"); |
| |
| if (!checkLayout(memref)) |
| return rewriter.notifyMatchFailure(op, "unsupported layout"); |
| |
| Location loc = op.getLoc(); |
| Value flatMemref = getFlatMemref(rewriter, loc, memref, op.getIndices()); |
| Value value = op.getValue(); |
| rewriter.replaceOpWithNewOp<memref::StoreOp>(op, value, flatMemref); |
| return success(); |
| } |
| }; |
| |
| struct FlattenSubview : public OpRewritePattern<memref::SubViewOp> { |
| using OpRewritePattern::OpRewritePattern; |
| |
| LogicalResult matchAndRewrite(memref::SubViewOp op, |
| PatternRewriter &rewriter) const override { |
| if (!isInsideLaunch(op)) |
| return rewriter.notifyMatchFailure(op, "not inside gpu.launch"); |
| |
| Value memref = op.getSource(); |
| if (!needFlatten(memref)) |
| return rewriter.notifyMatchFailure(op, "nothing to do"); |
| |
| if (!checkLayout(memref)) |
| return rewriter.notifyMatchFailure(op, "unsupported layout"); |
| |
| Location loc = op.getLoc(); |
| SmallVector<OpFoldResult> subOffsets = op.getMixedOffsets(); |
| SmallVector<OpFoldResult> subSizes = op.getMixedSizes(); |
| SmallVector<OpFoldResult> subStrides = op.getMixedStrides(); |
| auto &&[base, finalOffset, strides] = |
| getFlatOffsetAndStrides(rewriter, loc, memref, subOffsets, subStrides); |
| |
| auto srcType = cast<MemRefType>(memref.getType()); |
| auto resultType = cast<MemRefType>(op.getType()); |
| unsigned subRank = static_cast<unsigned>(resultType.getRank()); |
| |
| llvm::SmallBitVector droppedDims = op.getDroppedDims(); |
| |
| SmallVector<OpFoldResult> finalSizes; |
| finalSizes.reserve(subRank); |
| |
| SmallVector<OpFoldResult> finalStrides; |
| finalStrides.reserve(subRank); |
| |
| for (auto i : llvm::seq(0u, static_cast<unsigned>(srcType.getRank()))) { |
| if (droppedDims.test(i)) |
| continue; |
| |
| finalSizes.push_back(subSizes[i]); |
| finalStrides.push_back(strides[i]); |
| } |
| |
| rewriter.replaceOpWithNewOp<memref::ReinterpretCastOp>( |
| op, resultType, base, finalOffset, finalSizes, finalStrides); |
| return success(); |
| } |
| }; |
| |
| struct GpuDecomposeMemrefsPass |
| : public impl::GpuDecomposeMemrefsPassBase<GpuDecomposeMemrefsPass> { |
| |
| void runOnOperation() override { |
| RewritePatternSet patterns(&getContext()); |
| |
| populateGpuDecomposeMemrefsPatterns(patterns); |
| |
| if (failed( |
| applyPatternsAndFoldGreedily(getOperation(), std::move(patterns)))) |
| return signalPassFailure(); |
| } |
| }; |
| |
| } // namespace |
| |
| void mlir::populateGpuDecomposeMemrefsPatterns(RewritePatternSet &patterns) { |
| patterns.insert<FlattenLoad, FlattenStore, FlattenSubview>( |
| patterns.getContext()); |
| } |
| |
| std::unique_ptr<Pass> mlir::createGpuDecomposeMemrefsPass() { |
| return std::make_unique<GpuDecomposeMemrefsPass>(); |
| } |