2 // Copyright © 2017 Arm Ltd. All rights reserved.
3 // SPDX-License-Identifier: MIT
8 #include <armnn/TensorFwd.hpp>
9 #include <armnn/Optional.hpp>
10 #include <backends/OutputHandler.hpp>
11 #include <backends/Workload.hpp>
18 // Workload factory interface for compute backends.
19 class IWorkloadFactory
22 virtual ~IWorkloadFactory() { }
24 virtual const BackendId& GetBackendId() const = 0;
26 /// Informs the memory manager that the network is finalized and ready for execution.
27 virtual void Finalize() { }
29 /// Inform the memory manager to release the memory
30 virtual void Release() { }
32 /// Inform the memory manager to acquire memory
33 virtual void Acquire() { }
35 static bool IsLayerSupported(const BackendId& backendId,
36 const IConnectableLayer& layer,
37 Optional<DataType> dataType,
38 std::string& outReasonIfUnsupported);
40 static bool IsLayerSupported(const IConnectableLayer& layer,
41 Optional<DataType> dataType,
42 std::string& outReasonIfUnsupported);
44 virtual bool SupportsSubTensors() const = 0;
46 virtual std::unique_ptr<ITensorHandle> CreateSubTensorHandle(ITensorHandle& parent,
47 TensorShape const& subTensorShape,
48 unsigned int const* subTensorOrigin
51 virtual std::unique_ptr<IWorkload> CreateInput(const InputQueueDescriptor& descriptor,
52 const WorkloadInfo& info) const = 0;
54 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo) const = 0;
56 virtual std::unique_ptr<ITensorHandle> CreateTensorHandle(const TensorInfo& tensorInfo,
57 DataLayout dataLayout) const = 0;
59 virtual std::unique_ptr<IWorkload> CreateOutput(const OutputQueueDescriptor& descriptor,
60 const WorkloadInfo& info) const = 0;
62 virtual std::unique_ptr<IWorkload> CreateActivation(const ActivationQueueDescriptor& descriptor,
63 const WorkloadInfo& info) const = 0;
65 virtual std::unique_ptr<IWorkload> CreateSoftmax(const SoftmaxQueueDescriptor& descriptor,
66 const WorkloadInfo& info) const = 0;
68 virtual std::unique_ptr<IWorkload> CreateSplitter(const SplitterQueueDescriptor& descriptor,
69 const WorkloadInfo& info) const = 0;
71 virtual std::unique_ptr<IWorkload> CreateMerger(const MergerQueueDescriptor& descriptor,
72 const WorkloadInfo& info) const = 0;
74 virtual std::unique_ptr<IWorkload> CreateFullyConnected(const FullyConnectedQueueDescriptor& descriptor,
75 const WorkloadInfo& info) const = 0;
77 virtual std::unique_ptr<IWorkload> CreatePermute(const PermuteQueueDescriptor& descriptor,
78 const WorkloadInfo& info) const = 0;
80 virtual std::unique_ptr<IWorkload> CreatePooling2d(const Pooling2dQueueDescriptor& descriptor,
81 const WorkloadInfo& info) const = 0;
83 virtual std::unique_ptr<IWorkload> CreateConvolution2d(const Convolution2dQueueDescriptor& descriptor,
84 const WorkloadInfo& info) const = 0;
86 virtual std::unique_ptr<IWorkload> CreateDepthwiseConvolution2d(
87 const DepthwiseConvolution2dQueueDescriptor& descriptor, const WorkloadInfo& info) const = 0;
89 virtual std::unique_ptr<IWorkload> CreateNormalization(const NormalizationQueueDescriptor& descriptor,
90 const WorkloadInfo& info) const = 0;
92 virtual std::unique_ptr<IWorkload> CreateAddition(const AdditionQueueDescriptor& descriptor,
93 const WorkloadInfo& info) const = 0;
95 virtual std::unique_ptr<IWorkload> CreateMultiplication(const MultiplicationQueueDescriptor& descriptor,
96 const WorkloadInfo& info) const = 0;
98 virtual std::unique_ptr<IWorkload> CreateBatchNormalization(const BatchNormalizationQueueDescriptor& descriptor,
99 const WorkloadInfo& info) const = 0;
101 virtual std::unique_ptr<IWorkload> CreateMemCopy(const MemCopyQueueDescriptor& descriptor,
102 const WorkloadInfo& info) const = 0;
104 virtual std::unique_ptr<IWorkload> CreateResizeBilinear(const ResizeBilinearQueueDescriptor& descriptor,
105 const WorkloadInfo& info) const = 0;
107 virtual std::unique_ptr<IWorkload> CreateFakeQuantization(const FakeQuantizationQueueDescriptor& descriptor,
108 const WorkloadInfo& info) const = 0;
110 virtual std::unique_ptr<IWorkload> CreateL2Normalization(const L2NormalizationQueueDescriptor& descriptor,
111 const WorkloadInfo& info) const = 0;
113 virtual std::unique_ptr<IWorkload> CreateConstant(const ConstantQueueDescriptor& descriptor,
114 const WorkloadInfo& info) const = 0;
116 virtual std::unique_ptr<IWorkload> CreateReshape(const ReshapeQueueDescriptor& descriptor,
117 const WorkloadInfo& info) const = 0;
119 virtual std::unique_ptr<IWorkload> CreateSpaceToBatchNd(const SpaceToBatchNdQueueDescriptor& descriptor,
120 const WorkloadInfo& info) const = 0;
122 virtual std::unique_ptr<IWorkload> CreateFloor(const FloorQueueDescriptor& descriptor,
123 const WorkloadInfo& info) const = 0;
125 virtual std::unique_ptr<IWorkload> CreateLstm(const LstmQueueDescriptor& descriptor,
126 const WorkloadInfo& info) const = 0;
128 virtual std::unique_ptr<IWorkload> CreateConvertFp16ToFp32(const ConvertFp16ToFp32QueueDescriptor& descriptor,
129 const WorkloadInfo& info) const = 0;
131 virtual std::unique_ptr<IWorkload> CreateConvertFp32ToFp16(const ConvertFp32ToFp16QueueDescriptor& descriptor,
132 const WorkloadInfo& info) const = 0;
134 virtual std::unique_ptr<IWorkload> CreateDivision(const DivisionQueueDescriptor& descriptor,
135 const WorkloadInfo& info) const = 0;
137 virtual std::unique_ptr<IWorkload> CreateSubtraction(const SubtractionQueueDescriptor& descriptor,
138 const WorkloadInfo& info) const = 0;
140 virtual std::unique_ptr<IWorkload> CreateMean(const MeanQueueDescriptor& descriptor,
141 const WorkloadInfo& Info) const = 0;
143 virtual std::unique_ptr<IWorkload> CreatePad(const PadQueueDescriptor& descriptor,
144 const WorkloadInfo& Info) const = 0;