telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // See LICENSE file in the project root for full license information. |
| 4 | // |
| 5 | |
| 6 | #pragma once |
| 7 | |
surmeh01 | deb3bdb | 2018-07-05 12:06:04 +0100 | [diff] [blame] | 8 | #include "ArmnnDriver.hpp" |
| 9 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 10 | #include <NeuralNetworks.h> |
| 11 | #include <ActivationFunctor.h> |
| 12 | |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 13 | #include <armnn/ArmNN.hpp> |
| 14 | #include <armnn/INetwork.hpp> |
| 15 | #include <CpuExecutor.h> |
| 16 | |
| 17 | #include "Utils.hpp" |
| 18 | |
| 19 | #include <memory> |
| 20 | #include <vector> |
| 21 | #include <set> |
| 22 | |
| 23 | namespace armnn_driver |
| 24 | { |
| 25 | |
| 26 | class ConstTensorPin; |
| 27 | class LayerInputHandle; |
| 28 | |
| 29 | enum class ConversionResult |
| 30 | { |
| 31 | Success, |
| 32 | ErrorMappingPools, |
| 33 | UnsupportedFeature |
| 34 | }; |
| 35 | |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame^] | 36 | struct HalVersion_1_0 |
| 37 | { |
| 38 | using Model = ::android::hardware::neuralnetworks::V1_0::Model; |
| 39 | }; |
| 40 | |
| 41 | #if defined(ARMNN_ANDROID_NN_V1_1) |
| 42 | struct HalVersion_1_1 |
| 43 | { |
| 44 | using Model = ::android::hardware::neuralnetworks::V1_1::Model; |
| 45 | }; |
| 46 | #endif |
| 47 | |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 48 | // A helper performing the conversion from an AndroidNN driver Model representation, |
| 49 | // to an armnn::INetwork object |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame^] | 50 | template <typename HalVersion> |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 51 | class ModelToINetworkConverter |
| 52 | { |
| 53 | public: |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame^] | 54 | using HalModel = typename HalVersion::Model; |
| 55 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 56 | ModelToINetworkConverter(armnn::Compute compute, |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame^] | 57 | const HalModel& model, |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 58 | const std::set<unsigned int>& forcedUnsupportedOperations); |
| 59 | |
| 60 | ConversionResult GetConversionResult() const { return m_ConversionResult; } |
| 61 | |
| 62 | // Returns the ArmNN INetwork corresponding to the input model, if preparation went smoothly, nullptr otherwise. |
| 63 | armnn::INetwork* GetINetwork() const { return m_Network.get(); } |
| 64 | |
| 65 | bool IsOperationSupported(uint32_t operationIndex) const; |
| 66 | |
| 67 | private: |
| 68 | void Convert(); |
| 69 | |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame^] | 70 | #if defined(ARMNN_ANDROID_NN_V1_1) |
| 71 | bool ConvertOperation(const ::android::hardware::neuralnetworks::V1_1::Operation& operation); |
| 72 | #endif |
| 73 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 74 | bool ConvertOperation(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 75 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 76 | bool ConvertAdd(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 77 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 78 | bool ConvertAveragePool2d(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 79 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 80 | bool ConvertConcatenation(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 81 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 82 | bool ConvertConv2d(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 83 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 84 | bool ConvertDepthwiseConv2d(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 85 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 86 | bool ConvertFloor(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 87 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 88 | bool ConvertFullyConnected(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 89 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 90 | bool ConvertLogistic(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 91 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 92 | bool ConvertLocalResponseNormalization(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 93 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 94 | bool ConvertL2Normalization(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 95 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 96 | bool ConvertL2Pool2d(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 97 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 98 | bool ConvertMaxPool2d(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 99 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 100 | bool ConvertMul(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 101 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 102 | bool ConvertReLu(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 103 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 104 | bool ConvertReLu1(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 105 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 106 | bool ConvertReLu6(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 107 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 108 | bool ConvertSoftmax(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 109 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 110 | bool ConvertTanH(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 111 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 112 | bool ConvertReshape(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 113 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 114 | bool ConvertResizeBilinear(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 115 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 116 | bool ConvertLstm(const ::android::hardware::neuralnetworks::V1_0::Operation& operation); |
| 117 | |
| 118 | bool ConvertToActivation(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 119 | const char* operationName, |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 120 | const armnn::ActivationDescriptor& activationDesc); |
| 121 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 122 | bool ConvertPooling2d(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 123 | const char* name, armnn::PoolingAlgorithm poolType); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 124 | |
| 125 | |
| 126 | const void* GetOperandValueReadOnlyAddress(const Operand& operand) const; |
| 127 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 128 | const Operand* GetInputOperand(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 129 | uint32_t inputIndex) const; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 130 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 131 | const Operand* GetOutputOperand(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 132 | uint32_t outputIndex) const; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 133 | |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame^] | 134 | template <typename T> |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 135 | bool GetInputScalar(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, uint32_t inputIndex, |
| 136 | OperandType type, T& outValue) const; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 137 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 138 | bool GetInputInt32(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, uint32_t inputIndex, |
| 139 | int32_t& outValue) const; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 140 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 141 | bool GetInputFloat32(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, uint32_t inputIndex, |
| 142 | float& outValue) const; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 143 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 144 | bool GetInputActivationFunctionImpl(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 145 | uint32_t inputIndex, |
| 146 | OperandType type, |
| 147 | ActivationFn& outActivationFunction) const; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 148 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 149 | bool GetInputActivationFunction(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 150 | uint32_t inputIndex, |
| 151 | ActivationFn& outActivationFunction) const; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 152 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 153 | bool GetInputActivationFunctionFromTensor(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 154 | uint32_t inputIndex, |
| 155 | ActivationFn& outActivationFunction) const; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 156 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 157 | bool GetOptionalInputActivation(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 158 | uint32_t inputIndex, |
| 159 | ActivationFn& activationFunction) const; |
| 160 | |
| 161 | bool GetInputPaddingScheme(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 162 | uint32_t inputIndex, |
| 163 | android::nn::PaddingScheme& outPaddingScheme) const; |
| 164 | |
| 165 | LayerInputHandle ConvertToLayerInputHandle(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 166 | uint32_t inputIndex); |
| 167 | |
| 168 | ConstTensorPin ConvertOperationInputToConstTensorPin( |
| 169 | const ::android::hardware::neuralnetworks::V1_0::Operation& operation, uint32_t inputIndex, |
| 170 | const armnn::PermutationVector& dimensionMappings = g_DontPermute, |
| 171 | const armnn::TensorShape* overrideTensorShape = nullptr, bool optional = false); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 172 | |
| 173 | ConstTensorPin ConvertOperandToConstTensorPin(const Operand& operand, |
| 174 | const armnn::PermutationVector& dimensionMappings = g_DontPermute, |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 175 | const armnn::TensorShape* overrideTensorShape = nullptr, bool optional = false); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 176 | |
| 177 | bool GetTensorInt32Values(const Operand& operand, std::vector<int32_t>& outValues) const; |
| 178 | |
| 179 | |
| 180 | armnn::IConnectableLayer* ProcessActivation(const armnn::TensorInfo& tensorInfo, ActivationFn activation, |
| 181 | armnn::IConnectableLayer* prevLayer); |
| 182 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 183 | bool SetupAndTrackLayerOutputSlot(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 184 | uint32_t operationOutputIndex, |
| 185 | armnn::IConnectableLayer& layer, |
| 186 | uint32_t layerOutputIndex); |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 187 | |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 188 | bool SetupAndTrackLayerOutputSlot(const ::android::hardware::neuralnetworks::V1_0::Operation& operation, |
| 189 | uint32_t outputIndex, |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 190 | armnn::IConnectableLayer& layer); |
| 191 | |
| 192 | |
| 193 | // Input data |
kevmay01 | bc5f784 | 2018-08-30 12:34:39 +0100 | [diff] [blame^] | 194 | armnn::Compute m_Compute; |
| 195 | const HalModel& m_Model; |
| 196 | const std::set<unsigned int>& m_ForcedUnsupportedOperations; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 197 | |
| 198 | // Output data |
telsoa01 | ce3e84a | 2018-08-31 09:31:35 +0100 | [diff] [blame] | 199 | armnn::INetworkPtr m_Network; |
| 200 | ConversionResult m_ConversionResult; |
| 201 | std::map<uint32_t, bool> m_OperationSupported; |
telsoa01 | 5307bc1 | 2018-03-09 13:51:08 +0000 | [diff] [blame] | 202 | |
| 203 | // Working/intermediate data |
| 204 | std::vector<armnn::IOutputSlot*> m_OutputSlotForOperand; |
| 205 | std::vector<android::nn::RunTimePoolInfo> m_MemPools; |
| 206 | }; |
| 207 | |
| 208 | } // armnn_driver |