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 <armnn/Descriptors.hpp> |
| 7 | #include <armnn/INetwork.hpp> |
| 8 | #include <armnn/TypesUtils.hpp> |
| 9 | #include <armnnDeserializer/IDeserializer.hpp> |
| 10 | #include <armnn/utility/IgnoreUnused.hpp> |
| 11 | |
| 12 | #include <random> |
| 13 | #include <vector> |
| 14 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 15 | #include <cstdlib> |
| 16 | #include <doctest/doctest.h> |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 17 | |
| 18 | armnn::INetworkPtr DeserializeNetwork(const std::string& serializerString); |
| 19 | |
| 20 | std::string SerializeNetwork(const armnn::INetwork& network); |
| 21 | |
| 22 | void CompareConstTensor(const armnn::ConstTensor& tensor1, const armnn::ConstTensor& tensor2); |
| 23 | |
| 24 | class LayerVerifierBase : public armnn::IStrategy |
| 25 | { |
| 26 | public: |
| 27 | LayerVerifierBase(const std::string& layerName, |
| 28 | const std::vector<armnn::TensorInfo>& inputInfos, |
| 29 | const std::vector<armnn::TensorInfo>& outputInfos); |
| 30 | |
| 31 | void ExecuteStrategy(const armnn::IConnectableLayer* layer, |
| 32 | const armnn::BaseDescriptor& descriptor, |
| 33 | const std::vector<armnn::ConstTensor>& constants, |
| 34 | const char* name, |
| 35 | const armnn::LayerBindingId id = 0) override; |
| 36 | |
| 37 | protected: |
| 38 | void VerifyNameAndConnections(const armnn::IConnectableLayer* layer, const char* name); |
| 39 | |
| 40 | void VerifyConstTensors(const std::string& tensorName, |
| 41 | const armnn::ConstTensor* expectedPtr, |
| 42 | const armnn::ConstTensor* actualPtr); |
| 43 | |
| 44 | private: |
| 45 | std::string m_LayerName; |
| 46 | std::vector<armnn::TensorInfo> m_InputTensorInfos; |
| 47 | std::vector<armnn::TensorInfo> m_OutputTensorInfos; |
| 48 | }; |
| 49 | |
| 50 | template<typename Descriptor> |
| 51 | class LayerVerifierBaseWithDescriptor : public LayerVerifierBase |
| 52 | { |
| 53 | public: |
| 54 | LayerVerifierBaseWithDescriptor(const std::string& layerName, |
| 55 | const std::vector<armnn::TensorInfo>& inputInfos, |
| 56 | const std::vector<armnn::TensorInfo>& outputInfos, |
| 57 | const Descriptor& descriptor) |
| 58 | : LayerVerifierBase(layerName, inputInfos, outputInfos) |
| 59 | , m_Descriptor(descriptor) {} |
| 60 | |
| 61 | void ExecuteStrategy(const armnn::IConnectableLayer* layer, |
| 62 | const armnn::BaseDescriptor& descriptor, |
| 63 | const std::vector<armnn::ConstTensor>& constants, |
| 64 | const char* name, |
| 65 | const armnn::LayerBindingId id = 0) override |
| 66 | { |
| 67 | armnn::IgnoreUnused(constants, id); |
| 68 | switch (layer->GetType()) |
| 69 | { |
| 70 | case armnn::LayerType::Input: break; |
| 71 | case armnn::LayerType::Output: break; |
Matthew Sloyan | 5d7b0a3 | 2021-10-18 13:07:49 +0100 | [diff] [blame] | 72 | case armnn::LayerType::Constant: break; |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 73 | default: |
| 74 | { |
| 75 | VerifyNameAndConnections(layer, name); |
| 76 | const Descriptor& internalDescriptor = static_cast<const Descriptor&>(descriptor); |
| 77 | VerifyDescriptor(internalDescriptor); |
| 78 | break; |
| 79 | } |
| 80 | } |
| 81 | } |
| 82 | |
| 83 | protected: |
| 84 | void VerifyDescriptor(const Descriptor& descriptor) |
| 85 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 86 | CHECK(descriptor == m_Descriptor); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 87 | } |
| 88 | |
| 89 | Descriptor m_Descriptor; |
| 90 | }; |
| 91 | |
| 92 | template<typename T> |
| 93 | void CompareConstTensorData(const void* data1, const void* data2, unsigned int numElements) |
| 94 | { |
| 95 | T typedData1 = static_cast<T>(data1); |
| 96 | T typedData2 = static_cast<T>(data2); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 97 | CHECK(typedData1); |
| 98 | CHECK(typedData2); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 99 | |
| 100 | for (unsigned int i = 0; i < numElements; i++) |
| 101 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 102 | CHECK(typedData1[i] == typedData2[i]); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 103 | } |
| 104 | } |
| 105 | |
| 106 | |
| 107 | template <typename Descriptor> |
| 108 | class LayerVerifierBaseWithDescriptorAndConstants : public LayerVerifierBaseWithDescriptor<Descriptor> |
| 109 | { |
| 110 | public: |
| 111 | LayerVerifierBaseWithDescriptorAndConstants(const std::string& layerName, |
| 112 | const std::vector<armnn::TensorInfo>& inputInfos, |
| 113 | const std::vector<armnn::TensorInfo>& outputInfos, |
| 114 | const Descriptor& descriptor, |
| 115 | const std::vector<armnn::ConstTensor>& constants) |
| 116 | : LayerVerifierBaseWithDescriptor<Descriptor>(layerName, inputInfos, outputInfos, descriptor) |
| 117 | , m_Constants(constants) {} |
| 118 | |
| 119 | void ExecuteStrategy(const armnn::IConnectableLayer* layer, |
| 120 | const armnn::BaseDescriptor& descriptor, |
| 121 | const std::vector<armnn::ConstTensor>& constants, |
| 122 | const char* name, |
| 123 | const armnn::LayerBindingId id = 0) override |
| 124 | { |
| 125 | armnn::IgnoreUnused(id); |
| 126 | |
| 127 | switch (layer->GetType()) |
| 128 | { |
| 129 | case armnn::LayerType::Input: break; |
| 130 | case armnn::LayerType::Output: break; |
Cathal Corbett | 0690265 | 2022-04-14 17:55:11 +0100 | [diff] [blame] | 131 | case armnn::LayerType::Constant: break; |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 132 | default: |
| 133 | { |
| 134 | this->VerifyNameAndConnections(layer, name); |
| 135 | const Descriptor& internalDescriptor = static_cast<const Descriptor&>(descriptor); |
| 136 | this->VerifyDescriptor(internalDescriptor); |
| 137 | |
| 138 | for(std::size_t i = 0; i < constants.size(); i++) |
| 139 | { |
| 140 | CompareConstTensor(constants[i], m_Constants[i]); |
| 141 | } |
| 142 | } |
| 143 | } |
| 144 | } |
| 145 | |
| 146 | private: |
| 147 | std::vector<armnn::ConstTensor> m_Constants; |
| 148 | }; |
| 149 | |
| 150 | template<typename DataType> |
| 151 | static std::vector<DataType> GenerateRandomData(size_t size) |
| 152 | { |
| 153 | constexpr bool isIntegerType = std::is_integral<DataType>::value; |
| 154 | using Distribution = |
| 155 | typename std::conditional<isIntegerType, |
| 156 | std::uniform_int_distribution<DataType>, |
| 157 | std::uniform_real_distribution<DataType>>::type; |
| 158 | |
| 159 | static constexpr DataType lowerLimit = std::numeric_limits<DataType>::min(); |
| 160 | static constexpr DataType upperLimit = std::numeric_limits<DataType>::max(); |
| 161 | |
| 162 | static Distribution distribution(lowerLimit, upperLimit); |
| 163 | static std::default_random_engine generator; |
| 164 | |
| 165 | std::vector<DataType> randomData(size); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 166 | generate(randomData.begin(), randomData.end(), []() { return distribution(generator); }); |
Finn Williams | b454c5c | 2021-02-09 15:56:23 +0000 | [diff] [blame] | 167 | |
| 168 | return randomData; |
| 169 | } |