Mike Kelly | 8c1701a | 2019-02-11 17:01:27 +0000 | [diff] [blame^] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "Serializer.hpp" |
| 7 | #include <armnn/ArmNN.hpp> |
| 8 | #include <iostream> |
| 9 | #include <Schema_generated.h> |
| 10 | #include <flatbuffers/util.h> |
| 11 | |
| 12 | using namespace armnn; |
| 13 | namespace fb = flatbuffers; |
| 14 | namespace serializer = armnn::armnnSerializer; |
| 15 | |
| 16 | namespace armnnSerializer |
| 17 | { |
| 18 | |
| 19 | serializer::DataType GetFlatBufferDataType(DataType dataType) |
| 20 | { |
| 21 | switch (dataType) |
| 22 | { |
| 23 | case DataType::Float32: |
| 24 | return serializer::DataType::DataType_Float32; |
| 25 | case DataType::Float16: |
| 26 | return serializer::DataType::DataType_Float16; |
| 27 | case DataType::Signed32: |
| 28 | return serializer::DataType::DataType_Signed32; |
| 29 | case DataType::QuantisedAsymm8: |
| 30 | return serializer::DataType::DataType_QuantisedAsymm8; |
| 31 | case DataType::Boolean: |
| 32 | return serializer::DataType::DataType_Boolean; |
| 33 | default: |
| 34 | return serializer::DataType::DataType_Float16; |
| 35 | } |
| 36 | } |
| 37 | |
| 38 | // Build FlatBuffer for Input Layer |
| 39 | void Serializer::VisitInputLayer(const IConnectableLayer* layer, LayerBindingId id, const char* name) |
| 40 | { |
| 41 | // Create FlatBuffer BaseLayer |
| 42 | auto flatBufferInputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Input); |
| 43 | |
| 44 | // Create FlatBuffer BindableBaseLayer |
| 45 | auto flatBufferInputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 46 | flatBufferInputBaseLayer, |
| 47 | id); |
| 48 | |
| 49 | // Push layer Guid to outputIds. |
| 50 | m_inputIds.push_back(layer->GetGuid()); |
| 51 | |
| 52 | // Create the FlatBuffer InputLayer |
| 53 | auto flatBufferInputLayer = serializer::CreateInputLayer(m_flatBufferBuilder, flatBufferInputBindableBaseLayer); |
| 54 | |
| 55 | // Add the AnyLayer to the FlatBufferLayers |
| 56 | CreateAnyLayer(flatBufferInputLayer.o, serializer::Layer::Layer_InputLayer); |
| 57 | } |
| 58 | |
| 59 | // Build FlatBuffer for Output Layer |
| 60 | void Serializer::VisitOutputLayer(const IConnectableLayer* layer, LayerBindingId id, const char* name) |
| 61 | { |
| 62 | // Create FlatBuffer BaseLayer |
| 63 | auto flatBufferOutputBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Output); |
| 64 | |
| 65 | // Create FlatBuffer BindableBaseLayer |
| 66 | auto flatBufferOutputBindableBaseLayer = serializer::CreateBindableLayerBase(m_flatBufferBuilder, |
| 67 | flatBufferOutputBaseLayer, |
| 68 | id); |
| 69 | // Push layer Guid to outputIds. |
| 70 | m_outputIds.push_back(layer->GetGuid()); |
| 71 | |
| 72 | // Create the FlatBuffer OutputLayer |
| 73 | auto flatBufferOutputLayer = serializer::CreateOutputLayer(m_flatBufferBuilder, flatBufferOutputBindableBaseLayer); |
| 74 | // Add the AnyLayer to the FlatBufferLayers |
| 75 | CreateAnyLayer(flatBufferOutputLayer.o, serializer::Layer::Layer_OutputLayer); |
| 76 | } |
| 77 | |
| 78 | // Build FlatBuffer for Addition Layer |
| 79 | void Serializer::VisitAdditionLayer(const IConnectableLayer* layer, const char* name) |
| 80 | { |
| 81 | // Create FlatBuffer BaseLayer |
| 82 | auto flatBufferAdditionBaseLayer = CreateLayerBase(layer, serializer::LayerType::LayerType_Addition); |
| 83 | |
| 84 | // Create the FlatBuffer AdditionLayer |
| 85 | auto flatBufferAdditionLayer = serializer::CreateAdditionLayer(m_flatBufferBuilder, flatBufferAdditionBaseLayer); |
| 86 | |
| 87 | // Add the AnyLayer to the FlatBufferLayers |
| 88 | CreateAnyLayer(flatBufferAdditionLayer.o, serializer::Layer::Layer_AdditionLayer); |
| 89 | } |
| 90 | |
| 91 | void Serializer::Serialize(const INetwork& inNetwork) |
| 92 | { |
| 93 | // Iterate through to network |
| 94 | inNetwork.Accept(*this); |
| 95 | |
| 96 | // Create FlatBuffer SerializedGraph |
| 97 | auto serializedGraph = serializer::CreateSerializedGraph(m_flatBufferBuilder, |
| 98 | m_flatBufferBuilder.CreateVector(m_serializedLayers), |
| 99 | m_flatBufferBuilder.CreateVector(m_inputIds), |
| 100 | m_flatBufferBuilder.CreateVector(m_outputIds)); |
| 101 | |
| 102 | // Serialize the graph |
| 103 | m_flatBufferBuilder.Finish(serializedGraph); |
| 104 | } |
| 105 | |
| 106 | bool Serializer::SaveSerializedToStream(std::ostream& stream) |
| 107 | { |
| 108 | stream.write(reinterpret_cast<const char*>(m_flatBufferBuilder.GetBufferPointer()), m_flatBufferBuilder.GetSize()); |
| 109 | return !stream.bad(); |
| 110 | } |
| 111 | |
| 112 | fb::Offset<serializer::LayerBase> Serializer::CreateLayerBase(const IConnectableLayer* layer, |
| 113 | const serializer::LayerType layerType) |
| 114 | { |
| 115 | std::vector<fb::Offset<serializer::InputSlot>> inputSlots = CreateInputSlots(layer); |
| 116 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots = CreateOutputSlots(layer); |
| 117 | |
| 118 | return serializer::CreateLayerBase(m_flatBufferBuilder, |
| 119 | layer->GetGuid(), |
| 120 | m_flatBufferBuilder.CreateString(layer->GetName()), |
| 121 | layerType, |
| 122 | m_flatBufferBuilder.CreateVector(inputSlots), |
| 123 | m_flatBufferBuilder.CreateVector(outputSlots)); |
| 124 | } |
| 125 | |
| 126 | void Serializer::CreateAnyLayer(const flatbuffers::Offset<void>& layer, const serializer::Layer serializerLayer) |
| 127 | { |
| 128 | auto anyLayer = armnn::armnnSerializer::CreateAnyLayer(m_flatBufferBuilder, |
| 129 | serializerLayer, |
| 130 | layer); |
| 131 | m_serializedLayers.push_back(anyLayer); |
| 132 | } |
| 133 | |
| 134 | std::vector<fb::Offset<serializer::InputSlot>> Serializer::CreateInputSlots(const IConnectableLayer* layer) |
| 135 | { |
| 136 | std::vector<fb::Offset <serializer::InputSlot>> inputSlots; |
| 137 | |
| 138 | // Get the InputSlots |
| 139 | for (unsigned int slotIndex = 0; slotIndex<layer->GetNumInputSlots(); ++slotIndex) |
| 140 | { |
| 141 | const IInputSlot& inputSlot = layer->GetInputSlot(slotIndex); |
| 142 | |
| 143 | // Get the Connection for the InputSlot |
| 144 | const IOutputSlot* connection = inputSlot.GetConnection(); |
| 145 | |
| 146 | // Create FlatBuffer Connection |
| 147 | serializer::Connection conn(connection->GetOwningLayerGuid(), connection->CalculateIndexOnOwner()); |
| 148 | // Create FlatBuffer InputSlot |
| 149 | inputSlots.push_back(serializer::CreateInputSlot(m_flatBufferBuilder, slotIndex, &conn)); |
| 150 | } |
| 151 | return inputSlots; |
| 152 | } |
| 153 | |
| 154 | std::vector<fb::Offset<serializer::OutputSlot>> Serializer::CreateOutputSlots(const IConnectableLayer* layer) |
| 155 | { |
| 156 | std::vector<fb::Offset<serializer::OutputSlot>> outputSlots; |
| 157 | |
| 158 | // Get the OutputSlots |
| 159 | for (unsigned int slotIndex = 0; slotIndex < layer->GetNumOutputSlots(); ++slotIndex) |
| 160 | { |
| 161 | const IOutputSlot& outputSlot = layer->GetOutputSlot(slotIndex); |
| 162 | const TensorInfo& tensorInfo = outputSlot.GetTensorInfo(); |
| 163 | |
| 164 | // Get the dimensions |
| 165 | std::vector<unsigned int> shape; |
| 166 | for(unsigned int dim = 0; dim < tensorInfo.GetShape().GetNumDimensions(); ++dim) |
| 167 | { |
| 168 | shape.push_back(tensorInfo.GetShape()[dim]); |
| 169 | } |
| 170 | |
| 171 | // Create FlatBuffer TensorInfo |
| 172 | auto flatBufferTensorInfo = serializer::CreateTensorInfo(m_flatBufferBuilder, |
| 173 | m_flatBufferBuilder.CreateVector(shape), |
| 174 | GetFlatBufferDataType(tensorInfo.GetDataType()), |
| 175 | tensorInfo.GetQuantizationScale(), |
| 176 | tensorInfo.GetQuantizationOffset()); |
| 177 | |
| 178 | // Create FlatBuffer Outputslot |
| 179 | outputSlots.push_back(serializer::CreateOutputSlot(m_flatBufferBuilder, |
| 180 | slotIndex, |
| 181 | flatBufferTensorInfo)); |
| 182 | } |
| 183 | return outputSlots; |
| 184 | } |
| 185 | |
| 186 | } //namespace armnnSerializer |