Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2021 Arm Ltd and Contributors. All rights reserved. |
| 3 | // SPDX-License-Identifier: MIT |
| 4 | // |
| 5 | |
| 6 | #include "SerializerTestUtils.hpp" |
| 7 | #include "../Serializer.hpp" |
| 8 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 9 | #include <doctest/doctest.h> |
| 10 | |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 11 | using armnnDeserializer::IDeserializer; |
| 12 | |
| 13 | LayerVerifierBase::LayerVerifierBase(const std::string& layerName, |
| 14 | const std::vector<armnn::TensorInfo>& inputInfos, |
| 15 | const std::vector<armnn::TensorInfo>& outputInfos) |
| 16 | : m_LayerName(layerName) |
| 17 | , m_InputTensorInfos(inputInfos) |
| 18 | , m_OutputTensorInfos(outputInfos) |
| 19 | {} |
| 20 | |
| 21 | void LayerVerifierBase::ExecuteStrategy(const armnn::IConnectableLayer* layer, |
| 22 | const armnn::BaseDescriptor& descriptor, |
| 23 | const std::vector<armnn::ConstTensor>& constants, |
| 24 | const char* name, |
| 25 | const armnn::LayerBindingId id) |
| 26 | { |
| 27 | armnn::IgnoreUnused(descriptor, constants, id); |
| 28 | switch (layer->GetType()) |
| 29 | { |
| 30 | case armnn::LayerType::Input: break; |
| 31 | case armnn::LayerType::Output: break; |
| 32 | default: |
| 33 | { |
| 34 | VerifyNameAndConnections(layer, name); |
| 35 | } |
| 36 | } |
| 37 | } |
| 38 | |
| 39 | |
| 40 | void LayerVerifierBase::VerifyNameAndConnections(const armnn::IConnectableLayer* layer, const char* name) |
| 41 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 42 | CHECK(std::string(name) == m_LayerName.c_str()); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 43 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 44 | CHECK(layer->GetNumInputSlots() == m_InputTensorInfos.size()); |
| 45 | CHECK(layer->GetNumOutputSlots() == m_OutputTensorInfos.size()); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 46 | |
| 47 | for (unsigned int i = 0; i < m_InputTensorInfos.size(); i++) |
| 48 | { |
| 49 | const armnn::IOutputSlot* connectedOutput = layer->GetInputSlot(i).GetConnection(); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 50 | CHECK(connectedOutput); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 51 | |
| 52 | const armnn::TensorInfo& connectedInfo = connectedOutput->GetTensorInfo(); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 53 | CHECK(connectedInfo.GetShape() == m_InputTensorInfos[i].GetShape()); |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 54 | CHECK(GetDataTypeName(connectedInfo.GetDataType()) == GetDataTypeName(m_InputTensorInfos[i].GetDataType())); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 55 | |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 56 | if (connectedInfo.HasMultipleQuantizationScales()) |
| 57 | { |
| 58 | CHECK(connectedInfo.GetQuantizationScales() == m_InputTensorInfos[i].GetQuantizationScales()); |
| 59 | } |
| 60 | else |
Cathal Corbett | 0690265 | 2022-04-14 17:55:11 +0100 | [diff] [blame] | 61 | { |
| 62 | CHECK(connectedInfo.GetQuantizationScale() == m_InputTensorInfos[i].GetQuantizationScale()); |
Cathal Corbett | 0690265 | 2022-04-14 17:55:11 +0100 | [diff] [blame] | 63 | } |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 64 | CHECK(connectedInfo.GetQuantizationOffset() == m_InputTensorInfos[i].GetQuantizationOffset()); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 65 | } |
| 66 | |
| 67 | for (unsigned int i = 0; i < m_OutputTensorInfos.size(); i++) |
| 68 | { |
| 69 | const armnn::TensorInfo& outputInfo = layer->GetOutputSlot(i).GetTensorInfo(); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 70 | CHECK(outputInfo.GetShape() == m_OutputTensorInfos[i].GetShape()); |
| 71 | CHECK(GetDataTypeName(outputInfo.GetDataType()) == GetDataTypeName(m_OutputTensorInfos[i].GetDataType())); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 72 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 73 | CHECK(outputInfo.GetQuantizationScale() == m_OutputTensorInfos[i].GetQuantizationScale()); |
| 74 | CHECK(outputInfo.GetQuantizationOffset() == m_OutputTensorInfos[i].GetQuantizationOffset()); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 75 | } |
| 76 | } |
| 77 | |
| 78 | void LayerVerifierBase::VerifyConstTensors(const std::string& tensorName, |
| 79 | const armnn::ConstTensor* expectedPtr, |
| 80 | const armnn::ConstTensor* actualPtr) |
| 81 | { |
| 82 | if (expectedPtr == nullptr) |
| 83 | { |
Jan Eilers | 13d2e0d | 2021-09-28 15:11:28 +0100 | [diff] [blame] | 84 | CHECK_MESSAGE(actualPtr == nullptr, (tensorName + " should not exist")); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 85 | } |
| 86 | else |
| 87 | { |
Jan Eilers | 13d2e0d | 2021-09-28 15:11:28 +0100 | [diff] [blame] | 88 | CHECK_MESSAGE(actualPtr != nullptr, (tensorName + " should have been set")); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 89 | if (actualPtr != nullptr) |
| 90 | { |
| 91 | const armnn::TensorInfo& expectedInfo = expectedPtr->GetInfo(); |
| 92 | const armnn::TensorInfo& actualInfo = actualPtr->GetInfo(); |
| 93 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 94 | CHECK_MESSAGE(expectedInfo.GetShape() == actualInfo.GetShape(), |
Jan Eilers | 13d2e0d | 2021-09-28 15:11:28 +0100 | [diff] [blame] | 95 | (tensorName + " shapes don't match")); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 96 | CHECK_MESSAGE( |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 97 | GetDataTypeName(expectedInfo.GetDataType()) == GetDataTypeName(actualInfo.GetDataType()), |
Jan Eilers | 13d2e0d | 2021-09-28 15:11:28 +0100 | [diff] [blame] | 98 | (tensorName + " data types don't match")); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 99 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 100 | CHECK_MESSAGE(expectedPtr->GetNumBytes() == actualPtr->GetNumBytes(), |
Jan Eilers | 13d2e0d | 2021-09-28 15:11:28 +0100 | [diff] [blame] | 101 | (tensorName + " (GetNumBytes) data sizes do not match")); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 102 | if (expectedPtr->GetNumBytes() == actualPtr->GetNumBytes()) |
| 103 | { |
| 104 | //check the data is identical |
| 105 | const char* expectedData = static_cast<const char*>(expectedPtr->GetMemoryArea()); |
| 106 | const char* actualData = static_cast<const char*>(actualPtr->GetMemoryArea()); |
| 107 | bool same = true; |
| 108 | for (unsigned int i = 0; i < expectedPtr->GetNumBytes(); ++i) |
| 109 | { |
| 110 | same = expectedData[i] == actualData[i]; |
| 111 | if (!same) |
| 112 | { |
| 113 | break; |
| 114 | } |
| 115 | } |
Jan Eilers | 13d2e0d | 2021-09-28 15:11:28 +0100 | [diff] [blame] | 116 | CHECK_MESSAGE(same, (tensorName + " data does not match")); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 117 | } |
| 118 | } |
| 119 | } |
| 120 | } |
| 121 | |
| 122 | void CompareConstTensor(const armnn::ConstTensor& tensor1, const armnn::ConstTensor& tensor2) |
| 123 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 124 | CHECK(tensor1.GetShape() == tensor2.GetShape()); |
| 125 | CHECK(GetDataTypeName(tensor1.GetDataType()) == GetDataTypeName(tensor2.GetDataType())); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 126 | |
| 127 | switch (tensor1.GetDataType()) |
| 128 | { |
| 129 | case armnn::DataType::Float32: |
| 130 | CompareConstTensorData<const float*>( |
| 131 | tensor1.GetMemoryArea(), tensor2.GetMemoryArea(), tensor1.GetNumElements()); |
| 132 | break; |
| 133 | case armnn::DataType::QAsymmU8: |
| 134 | case armnn::DataType::Boolean: |
| 135 | CompareConstTensorData<const uint8_t*>( |
| 136 | tensor1.GetMemoryArea(), tensor2.GetMemoryArea(), tensor1.GetNumElements()); |
| 137 | break; |
| 138 | case armnn::DataType::QSymmS8: |
| 139 | CompareConstTensorData<const int8_t*>( |
| 140 | tensor1.GetMemoryArea(), tensor2.GetMemoryArea(), tensor1.GetNumElements()); |
| 141 | break; |
| 142 | case armnn::DataType::Signed32: |
| 143 | CompareConstTensorData<const int32_t*>( |
| 144 | tensor1.GetMemoryArea(), tensor2.GetMemoryArea(), tensor1.GetNumElements()); |
| 145 | break; |
| 146 | default: |
| 147 | // Note that Float16 is not yet implemented |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 148 | MESSAGE("Unexpected datatype"); |
| 149 | CHECK(false); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 150 | } |
| 151 | } |
| 152 | |
| 153 | armnn::INetworkPtr DeserializeNetwork(const std::string& serializerString) |
| 154 | { |
| 155 | std::vector<std::uint8_t> const serializerVector{serializerString.begin(), serializerString.end()}; |
| 156 | return IDeserializer::Create()->CreateNetworkFromBinary(serializerVector); |
| 157 | } |
| 158 | |
| 159 | std::string SerializeNetwork(const armnn::INetwork& network) |
| 160 | { |
| 161 | armnnSerializer::ISerializerPtr serializer = armnnSerializer::ISerializer::Create(); |
| 162 | |
| 163 | serializer->Serialize(network); |
| 164 | |
| 165 | std::stringstream stream; |
| 166 | serializer->SaveSerializedToStream(stream); |
| 167 | |
| 168 | std::string serializerString{stream.str()}; |
| 169 | return serializerString; |
| 170 | } |