| // |
| // Copyright © 2017 Arm Ltd. All rights reserved. |
| // SPDX-License-Identifier: MIT |
| // |
| #pragma once |
| |
| #include <armnn/TensorFwd.hpp> |
| #include <armnn/Optional.hpp> |
| #include <armnn/backends/ITensorHandle.hpp> |
| #include <armnn/INetwork.hpp> |
| |
| #include <backendsCommon/Workload.hpp> |
| |
| #include <memory> |
| |
| namespace armnn |
| { |
| |
| class Layer; |
| |
| // Workload factory interface for compute backends. |
| class IWorkloadFactory |
| { |
| public: |
| virtual ~IWorkloadFactory() { } |
| |
| virtual void AfterWorkloadsCreated() {}; |
| |
| virtual const BackendId& GetBackendId() const = 0; |
| |
| static bool IsLayerSupported(const BackendId& backendId, |
| const IConnectableLayer& layer, |
| Optional<DataType> dataType, |
| std::string& outReasonIfUnsupported); |
| |
| static bool IsLayerSupported(const IConnectableLayer& layer, |
| Optional<DataType> dataType, |
| std::string& outReasonIfUnsupported); |
| |
| static bool IsLayerSupported(const IConnectableLayer& layer, |
| Optional<DataType> dataType, |
| std::string& outReasonIfUnsupported, |
| const ModelOptions& modelOptions); |
| |
| static bool IsLayerSupported(const BackendId& backendId, |
| const IConnectableLayer& layer, |
| Optional<DataType> dataType, |
| std::string& outReasonIfUnsupported, |
| const ModelOptions& modelOptions); |
| |
| virtual bool SupportsSubTensors() const = 0; |
| |
| ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateSubTensorHandle instead") |
| virtual std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent, |
| TensorShape const& subTensorShape, |
| unsigned int const* subTensorOrigin |
| ) const = 0; |
| |
| virtual std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const = 0; |
| |
| ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead") |
| virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo, |
| const bool IsMemoryManaged = true) const = 0; |
| |
| ARMNN_DEPRECATED_MSG("Use ITensorHandleFactory::CreateTensorHandle instead") |
| virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo, |
| DataLayout dataLayout, |
| const bool IsMemoryManaged = true) const = 0; |
| |
| ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead") |
| virtual std::unique_ptr<IWorkload> CreateAbs(const AbsQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateArgMinMax(const ArgMinMaxQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateBatchToSpaceNd(const BatchToSpaceNdQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateCast(const CastQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateComparison(const ComparisonQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateConcat(const ConcatQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateConvertBf16ToFp32(const ConvertBf16ToFp32QueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateConvertFp32ToBf16(const ConvertFp32ToBf16QueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateDebug(const DebugQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateDepthToSpace(const DepthToSpaceQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d( |
| const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateDequantize(const DequantizeQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateDetectionPostProcess( |
| const DetectionPostProcessQueueDescriptor& descriptor, const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateElementwiseUnary(const ElementwiseUnaryQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| ARMNN_DEPRECATED_MSG("Use CreateComparison instead") |
| virtual std::unique_ptr<IWorkload> CreateEqual(const EqualQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateFill(const FillQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateGather(const GatherQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| ARMNN_DEPRECATED_MSG("Use CreateComparison instead") |
| virtual std::unique_ptr<IWorkload> CreateGreater(const GreaterQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateInstanceNormalization( |
| const InstanceNormalizationQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateLogicalBinary(const LogicalBinaryQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateLogicalUnary(const ElementwiseUnaryQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateLogSoftmax(const LogSoftmaxQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateMaximum(const MaximumQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateMemImport(const MemImportQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateMerge(const MergeQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| ARMNN_DEPRECATED_MSG("Use CreateConcat instead") |
| virtual std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateMinimum(const MinimumQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreatePreCompiled(const PreCompiledQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreatePrelu(const PreluQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateQuantize(const QuantizeQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateQLstm(const QLstmQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateQuantizedLstm(const QuantizedLstmQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateRank(const RankQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateReduce(const ReduceQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateResize(const ResizeQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| ARMNN_DEPRECATED_MSG("Use CreateResize instead") |
| virtual std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| ARMNN_DEPRECATED_MSG("Use CreateElementwiseUnary instead") |
| virtual std::unique_ptr<IWorkload> CreateRsqrt(const RsqrtQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateSlice(const SliceQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateSpaceToDepth(const SpaceToDepthQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateStack(const StackQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateStridedSlice(const StridedSliceQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateSwitch(const SwitchQueueDescriptor& descriptor, |
| const WorkloadInfo& Info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateTranspose(const TransposeQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| virtual std::unique_ptr<IWorkload> CreateTransposeConvolution2d( |
| const TransposeConvolution2dQueueDescriptor& descriptor, |
| const WorkloadInfo& info) const; |
| |
| private: |
| static bool IsLayerConfigurationSupported(const BackendId& backendId, |
| const IConnectableLayer& connectableLayer, |
| Optional<DataType> dataType, |
| std::string& outReasonIfUnsupported, |
| const ModelOptions& modelOptions = {}); |
| }; |
| |
| } // namespace armnn |