| //===- BufferizationToMemRef.cpp - Bufferization to MemRef conversion -----===// | |
| // | |
| // 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 patterns to convert Bufferization dialect to MemRef | |
| // dialect. | |
| // | |
| //===----------------------------------------------------------------------===// | |
| #include "mlir/Conversion/BufferizationToMemRef/BufferizationToMemRef.h" | |
| #include "mlir/Dialect/Arith/IR/Arith.h" | |
| #include "mlir/Dialect/Bufferization/IR/Bufferization.h" | |
| #include "mlir/Dialect/Bufferization/Transforms/Passes.h" | |
| #include "mlir/Dialect/Func/IR/FuncOps.h" | |
| #include "mlir/Dialect/MemRef/IR/MemRef.h" | |
| #include "mlir/Dialect/SCF/IR/SCF.h" | |
| #include "mlir/IR/BuiltinTypes.h" | |
| #include "mlir/Transforms/DialectConversion.h" | |
| namespace mlir { | |
| #define GEN_PASS_DEF_CONVERTBUFFERIZATIONTOMEMREFPASS | |
| #include "mlir/Conversion/Passes.h.inc" | |
| } // namespace mlir | |
| using namespace mlir; | |
| namespace { | |
| /// The CloneOpConversion transforms all bufferization clone operations into | |
| /// memref alloc and memref copy operations. In the dynamic-shape case, it also | |
| /// emits additional dim and constant operations to determine the shape. This | |
| /// conversion does not resolve memory leaks if it is used alone. | |
| struct CloneOpConversion : public OpConversionPattern<bufferization::CloneOp> { | |
| using OpConversionPattern<bufferization::CloneOp>::OpConversionPattern; | |
| LogicalResult | |
| matchAndRewrite(bufferization::CloneOp op, OpAdaptor adaptor, | |
| ConversionPatternRewriter &rewriter) const override { | |
| Location loc = op->getLoc(); | |
| Type type = op.getType(); | |
| Value alloc; | |
| if (auto unrankedType = dyn_cast<UnrankedMemRefType>(type)) { | |
| // Constants | |
| Value zero = arith::ConstantIndexOp::create(rewriter, loc, 0); | |
| Value one = arith::ConstantIndexOp::create(rewriter, loc, 1); | |
| // Dynamically evaluate the size and shape of the unranked memref | |
| Value rank = memref::RankOp::create(rewriter, loc, op.getInput()); | |
| MemRefType allocType = | |
| MemRefType::get({ShapedType::kDynamic}, rewriter.getIndexType()); | |
| Value shape = memref::AllocaOp::create(rewriter, loc, allocType, rank); | |
| // Create a loop to query dimension sizes, store them as a shape, and | |
| // compute the total size of the memref | |
| auto loopBody = [&](OpBuilder &builder, Location loc, Value i, | |
| ValueRange args) { | |
| auto acc = args.front(); | |
| auto dim = memref::DimOp::create(rewriter, loc, op.getInput(), i); | |
| memref::StoreOp::create(rewriter, loc, dim, shape, i); | |
| acc = arith::MulIOp::create(rewriter, loc, acc, dim); | |
| scf::YieldOp::create(rewriter, loc, acc); | |
| }; | |
| auto size = scf::ForOp::create(rewriter, loc, zero, rank, one, | |
| ValueRange(one), loopBody) | |
| .getResult(0); | |
| MemRefType memrefType = MemRefType::get({ShapedType::kDynamic}, | |
| unrankedType.getElementType()); | |
| // Allocate new memref with 1D dynamic shape, then reshape into the | |
| // shape of the original unranked memref | |
| alloc = memref::AllocOp::create(rewriter, loc, memrefType, size); | |
| alloc = | |
| memref::ReshapeOp::create(rewriter, loc, unrankedType, alloc, shape); | |
| } else { | |
| MemRefType memrefType = cast<MemRefType>(type); | |
| MemRefLayoutAttrInterface layout; | |
| auto allocType = | |
| MemRefType::get(memrefType.getShape(), memrefType.getElementType(), | |
| layout, memrefType.getMemorySpace()); | |
| // Since this implementation always allocates, certain result types of | |
| // the clone op cannot be lowered. | |
| if (!memref::CastOp::areCastCompatible({allocType}, {memrefType})) | |
| return failure(); | |
| // Transform a clone operation into alloc + copy operation and pay | |
| // attention to the shape dimensions. | |
| SmallVector<Value, 4> dynamicOperands; | |
| for (int i = 0; i < memrefType.getRank(); ++i) { | |
| if (!memrefType.isDynamicDim(i)) | |
| continue; | |
| Value dim = rewriter.createOrFold<memref::DimOp>(loc, op.getInput(), i); | |
| dynamicOperands.push_back(dim); | |
| } | |
| // Allocate a memref with identity layout. | |
| alloc = | |
| memref::AllocOp::create(rewriter, loc, allocType, dynamicOperands); | |
| // Cast the allocation to the specified type if needed. | |
| if (memrefType != allocType) | |
| alloc = | |
| memref::CastOp::create(rewriter, op->getLoc(), memrefType, alloc); | |
| } | |
| memref::CopyOp::create(rewriter, loc, op.getInput(), alloc); | |
| rewriter.replaceOp(op, alloc); | |
| return success(); | |
| } | |
| }; | |
| } // namespace | |
| namespace { | |
| struct BufferizationToMemRefPass | |
| : public impl::ConvertBufferizationToMemRefPassBase< | |
| BufferizationToMemRefPass> { | |
| BufferizationToMemRefPass() = default; | |
| void runOnOperation() override { | |
| if (!isa<ModuleOp, FunctionOpInterface>(getOperation())) { | |
| emitError(getOperation()->getLoc(), | |
| "root operation must be a builtin.module or a function"); | |
| signalPassFailure(); | |
| return; | |
| } | |
| bufferization::DeallocHelperMap deallocHelperFuncMap; | |
| if (auto module = dyn_cast<ModuleOp>(getOperation())) { | |
| OpBuilder builder = OpBuilder::atBlockBegin(module.getBody()); | |
| // Build dealloc helper function if there are deallocs. | |
| getOperation()->walk([&](bufferization::DeallocOp deallocOp) { | |
| Operation *symtableOp = | |
| deallocOp->getParentWithTrait<OpTrait::SymbolTable>(); | |
| if (deallocOp.getMemrefs().size() > 1 && | |
| !deallocHelperFuncMap.contains(symtableOp)) { | |
| SymbolTable symbolTable(symtableOp); | |
| func::FuncOp helperFuncOp = | |
| bufferization::buildDeallocationLibraryFunction( | |
| builder, getOperation()->getLoc(), symbolTable); | |
| deallocHelperFuncMap[symtableOp] = helperFuncOp; | |
| } | |
| }); | |
| } | |
| RewritePatternSet patterns(&getContext()); | |
| patterns.add<CloneOpConversion>(patterns.getContext()); | |
| bufferization::populateBufferizationDeallocLoweringPattern( | |
| patterns, deallocHelperFuncMap); | |
| ConversionTarget target(getContext()); | |
| target.addLegalDialect<memref::MemRefDialect, arith::ArithDialect, | |
| scf::SCFDialect, func::FuncDialect>(); | |
| target.addIllegalDialect<bufferization::BufferizationDialect>(); | |
| if (failed(applyPartialConversion(getOperation(), target, | |
| std::move(patterns)))) | |
| signalPassFailure(); | |
| } | |
| }; | |
| } // namespace |