
Following the addition of TensorLike and BufferLike type interfaces (see 00eaff3e9c897c263a879416d0f151d7ca7eeaff), introduce minimal changes required to bufferize a custom tensor operation into a custom buffer operation. To achieve this, new interface methods are added to TensorLike type interface that abstract away the differences between existing (tensor -> memref) and custom conversions. The scope of the changes is intentionally limited (for example, BufferizableOpInterface is untouched) in order to first understand the basics and reach consensus design-wise. --- Notable changes: * mlir::bufferization::getBufferType() returns BufferLikeType (instead of BaseMemRefType) * ToTensorOp / ToBufferOp operate on TensorLikeType / BufferLikeType. Operation argument "memref" renamed to "buffer" * ToTensorOp's tensor type inferring builder is dropped (users now need to provide the tensor type explicitly)
188 lines
7.9 KiB
C++
188 lines
7.9 KiB
C++
//===----------------------------------------------------------------------===//
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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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#include "mlir/Dialect/Affine/IR/AffineOps.h"
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#include "mlir/Dialect/Bufferization/IR/BufferizableOpInterface.h"
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#include "mlir/Dialect/Bufferization/IR/Bufferization.h"
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#include "mlir/Dialect/Bufferization/IR/BufferizationTypeInterfaces.h"
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#include "mlir/Dialect/MemRef/IR/MemRef.h"
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#include "mlir/Dialect/Tensor/IR/Tensor.h"
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#include "mlir/IR/BuiltinTypes.h"
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#include "mlir/Interfaces/FunctionInterfaces.h"
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#include "mlir/Transforms/InliningUtils.h"
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using namespace mlir;
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using namespace mlir::bufferization;
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#include "mlir/Dialect/Bufferization/IR/BufferizationOpsDialect.cpp.inc"
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/// Attribute name used to mark function arguments who's buffers can be written
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/// to during One-Shot Module Bufferize.
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constexpr const ::llvm::StringLiteral BufferizationDialect::kWritableAttrName;
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/// Attribute name used to mark the bufferization layout for region arguments
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/// during One-Shot Module Bufferize.
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constexpr const ::llvm::StringLiteral
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BufferizationDialect::kBufferLayoutAttrName;
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/// An attribute that can be attached to ops with an allocation and/or
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/// deallocation side effect. It indicates that the op is under a "manual
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/// deallocation" scheme. In the case of an allocation op, the returned
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/// value is *not* an automatically managed allocation and assigned an
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/// ownership of "false". Furthermore, only deallocation ops that are
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/// guaranteed to deallocate a buffer under "manual deallocation" are
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/// allowed to have this attribute. (Deallocation ops without this
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/// attribute are rejected by the ownership-based buffer deallocation pass.)
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constexpr const ::llvm::StringLiteral BufferizationDialect::kManualDeallocation;
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//===----------------------------------------------------------------------===//
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// Bufferization Dialect Interfaces
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//===----------------------------------------------------------------------===//
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namespace {
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struct BufferizationInlinerInterface : public DialectInlinerInterface {
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using DialectInlinerInterface::DialectInlinerInterface;
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/// Operations in Bufferization dialect are always legal to inline.
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bool isLegalToInline(Operation *, Region *, bool, IRMapping &) const final {
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return true;
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}
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};
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template <typename Tensor>
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struct BuiltinTensorExternalModel
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: TensorLikeType::ExternalModel<BuiltinTensorExternalModel<Tensor>,
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Tensor> {
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llvm::FailureOr<BufferLikeType> getBufferType(
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mlir::Type tensor, const BufferizationOptions &options,
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llvm::function_ref<mlir::InFlightDiagnostic()> emitError) const {
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auto tensorType = cast<TensorType>(tensor);
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auto memSpace = options.defaultMemorySpaceFn(tensorType);
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if (!memSpace.has_value())
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return emitError() << "could not infer memory space";
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return cast<BufferLikeType>(
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getMemRefType(tensorType, options, /*layout=*/{}, *memSpace));
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}
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mlir::LogicalResult verifyCompatibleBufferType(
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mlir::Type tensor, BufferLikeType bufferType,
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llvm::function_ref<mlir::InFlightDiagnostic()> emitError) const {
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assert(isa<TensorType>(tensor) && "expected tensor type");
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assert(isa<BaseMemRefType>(bufferType) && "expected memref type");
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auto tensorType = cast<ShapedType>(tensor);
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auto memrefType = cast<ShapedType>(bufferType);
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if (tensorType.getShape() != memrefType.getShape())
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return emitError() << "shapes do not match";
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if (tensorType.getElementType() != memrefType.getElementType())
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return emitError() << "element types do not match";
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return mlir::success();
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}
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};
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template <typename MemRef>
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struct BuiltinMemRefExternalModel
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: BufferLikeType::ExternalModel<BuiltinMemRefExternalModel<MemRef>,
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MemRef> {};
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} // namespace
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//===----------------------------------------------------------------------===//
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// Bufferization Dialect
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//===----------------------------------------------------------------------===//
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void mlir::bufferization::BufferizationDialect::initialize() {
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addOperations<
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#define GET_OP_LIST
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#include "mlir/Dialect/Bufferization/IR/BufferizationOps.cpp.inc"
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>();
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addInterfaces<BufferizationInlinerInterface>();
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// Note: Unlike with other external models, declaring bufferization's
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// "promised interfaces" in builtins for TensorLike and BufferLike type
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// interfaces is not possible (due to builtins being independent of
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// bufferization). Thus, the compromise is to attach these interfaces directly
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// during dialect initialization.
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RankedTensorType::attachInterface<
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BuiltinTensorExternalModel<RankedTensorType>>(*getContext());
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UnrankedTensorType::attachInterface<
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BuiltinTensorExternalModel<UnrankedTensorType>>(*getContext());
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MemRefType::attachInterface<BuiltinMemRefExternalModel<MemRefType>>(
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*getContext());
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UnrankedMemRefType::attachInterface<
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BuiltinMemRefExternalModel<UnrankedMemRefType>>(*getContext());
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}
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LogicalResult BufferizationDialect::verifyRegionArgAttribute(
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Operation *op, unsigned /*regionIndex*/, unsigned argIndex,
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NamedAttribute attr) {
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if (attr.getName() == kWritableAttrName) {
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if (!llvm::isa<BoolAttr>(attr.getValue())) {
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return op->emitError() << "'" << kWritableAttrName
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<< "' is expected to be a boolean attribute";
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}
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if (!isa<FunctionOpInterface>(op))
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return op->emitError() << "expected '" << kWritableAttrName
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<< "' to be used on function-like operations";
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if (cast<FunctionOpInterface>(op).isExternal())
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return op->emitError() << "'" << kWritableAttrName
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<< "' is invalid on external functions";
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return success();
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}
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if (attr.getName() == kBufferAccessAttrName) {
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if (!llvm::isa<StringAttr>(attr.getValue())) {
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return op->emitError() << "'" << kBufferAccessAttrName
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<< "' is expected to be a string attribute";
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}
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StringRef str = llvm::cast<StringAttr>(attr.getValue()).getValue();
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if (str != "none" && str != "read" && str != "write" && str != "read-write")
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return op->emitError()
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<< "invalid value for '" << kBufferAccessAttrName << "'";
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if (!isa<FunctionOpInterface>(op))
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return op->emitError() << "expected '" << kBufferAccessAttrName
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<< "' to be used on function-like operations";
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return success();
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}
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if (attr.getName() == kBufferLayoutAttrName) {
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if (!llvm::isa<MemRefLayoutAttrInterface>(attr.getValue())) {
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return op->emitError() << "'" << kBufferLayoutAttrName
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<< "' is expected to be a memref layout attribute";
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}
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if (!isa<FunctionOpInterface>(op))
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return op->emitError() << "expected '" << kBufferLayoutAttrName
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<< "' to be used on function-like operations";
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return success();
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}
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return op->emitError() << "attribute '" << kBufferLayoutAttrName
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<< "' not supported as a region arg attribute by the "
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"bufferization dialect";
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}
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LogicalResult
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BufferizationDialect::verifyOperationAttribute(Operation *op,
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NamedAttribute attr) {
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using bufferization::BufferizableOpInterface;
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if (attr.getName() == kManualDeallocation) {
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if (!mlir::hasEffect<MemoryEffects::Allocate>(op) &&
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!mlir::hasEffect<MemoryEffects::Free>(op))
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return op->emitOpError("attribute '")
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<< kManualDeallocation
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<< "' can be used only on ops that have an allocation and/or free "
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"side effect";
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return success();
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}
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return op->emitError()
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<< "attribute '" << attr.getName()
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<< "' not supported as an op attribute by the bufferization dialect";
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}
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