1*89c4ff92SAndroid Build Coastguard Worker //
2*89c4ff92SAndroid Build Coastguard Worker // Copyright © 2021 Arm Ltd and Contributors. All rights reserved.
3*89c4ff92SAndroid Build Coastguard Worker // SPDX-License-Identifier: MIT
4*89c4ff92SAndroid Build Coastguard Worker //
5*89c4ff92SAndroid Build Coastguard Worker
6*89c4ff92SAndroid Build Coastguard Worker #include <armnn/Descriptors.hpp>
7*89c4ff92SAndroid Build Coastguard Worker #include <armnn/INetwork.hpp>
8*89c4ff92SAndroid Build Coastguard Worker #include <armnn/TypesUtils.hpp>
9*89c4ff92SAndroid Build Coastguard Worker #include <armnnDeserializer/IDeserializer.hpp>
10*89c4ff92SAndroid Build Coastguard Worker #include <armnn/utility/IgnoreUnused.hpp>
11*89c4ff92SAndroid Build Coastguard Worker
12*89c4ff92SAndroid Build Coastguard Worker #include <random>
13*89c4ff92SAndroid Build Coastguard Worker #include <vector>
14*89c4ff92SAndroid Build Coastguard Worker
15*89c4ff92SAndroid Build Coastguard Worker #include <cstdlib>
16*89c4ff92SAndroid Build Coastguard Worker #include <doctest/doctest.h>
17*89c4ff92SAndroid Build Coastguard Worker
18*89c4ff92SAndroid Build Coastguard Worker armnn::INetworkPtr DeserializeNetwork(const std::string& serializerString);
19*89c4ff92SAndroid Build Coastguard Worker
20*89c4ff92SAndroid Build Coastguard Worker std::string SerializeNetwork(const armnn::INetwork& network);
21*89c4ff92SAndroid Build Coastguard Worker
22*89c4ff92SAndroid Build Coastguard Worker void CompareConstTensor(const armnn::ConstTensor& tensor1, const armnn::ConstTensor& tensor2);
23*89c4ff92SAndroid Build Coastguard Worker
24*89c4ff92SAndroid Build Coastguard Worker class LayerVerifierBase : public armnn::IStrategy
25*89c4ff92SAndroid Build Coastguard Worker {
26*89c4ff92SAndroid Build Coastguard Worker public:
27*89c4ff92SAndroid Build Coastguard Worker LayerVerifierBase(const std::string& layerName,
28*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::TensorInfo>& inputInfos,
29*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::TensorInfo>& outputInfos);
30*89c4ff92SAndroid Build Coastguard Worker
31*89c4ff92SAndroid Build Coastguard Worker void ExecuteStrategy(const armnn::IConnectableLayer* layer,
32*89c4ff92SAndroid Build Coastguard Worker const armnn::BaseDescriptor& descriptor,
33*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::ConstTensor>& constants,
34*89c4ff92SAndroid Build Coastguard Worker const char* name,
35*89c4ff92SAndroid Build Coastguard Worker const armnn::LayerBindingId id = 0) override;
36*89c4ff92SAndroid Build Coastguard Worker
37*89c4ff92SAndroid Build Coastguard Worker protected:
38*89c4ff92SAndroid Build Coastguard Worker void VerifyNameAndConnections(const armnn::IConnectableLayer* layer, const char* name);
39*89c4ff92SAndroid Build Coastguard Worker
40*89c4ff92SAndroid Build Coastguard Worker void VerifyConstTensors(const std::string& tensorName,
41*89c4ff92SAndroid Build Coastguard Worker const armnn::ConstTensor* expectedPtr,
42*89c4ff92SAndroid Build Coastguard Worker const armnn::ConstTensor* actualPtr);
43*89c4ff92SAndroid Build Coastguard Worker
44*89c4ff92SAndroid Build Coastguard Worker private:
45*89c4ff92SAndroid Build Coastguard Worker std::string m_LayerName;
46*89c4ff92SAndroid Build Coastguard Worker std::vector<armnn::TensorInfo> m_InputTensorInfos;
47*89c4ff92SAndroid Build Coastguard Worker std::vector<armnn::TensorInfo> m_OutputTensorInfos;
48*89c4ff92SAndroid Build Coastguard Worker };
49*89c4ff92SAndroid Build Coastguard Worker
50*89c4ff92SAndroid Build Coastguard Worker template<typename Descriptor>
51*89c4ff92SAndroid Build Coastguard Worker class LayerVerifierBaseWithDescriptor : public LayerVerifierBase
52*89c4ff92SAndroid Build Coastguard Worker {
53*89c4ff92SAndroid Build Coastguard Worker public:
LayerVerifierBaseWithDescriptor(const std::string & layerName,const std::vector<armnn::TensorInfo> & inputInfos,const std::vector<armnn::TensorInfo> & outputInfos,const Descriptor & descriptor)54*89c4ff92SAndroid Build Coastguard Worker LayerVerifierBaseWithDescriptor(const std::string& layerName,
55*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::TensorInfo>& inputInfos,
56*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::TensorInfo>& outputInfos,
57*89c4ff92SAndroid Build Coastguard Worker const Descriptor& descriptor)
58*89c4ff92SAndroid Build Coastguard Worker : LayerVerifierBase(layerName, inputInfos, outputInfos)
59*89c4ff92SAndroid Build Coastguard Worker , m_Descriptor(descriptor) {}
60*89c4ff92SAndroid Build Coastguard Worker
ExecuteStrategy(const armnn::IConnectableLayer * layer,const armnn::BaseDescriptor & descriptor,const std::vector<armnn::ConstTensor> & constants,const char * name,const armnn::LayerBindingId id=0)61*89c4ff92SAndroid Build Coastguard Worker void ExecuteStrategy(const armnn::IConnectableLayer* layer,
62*89c4ff92SAndroid Build Coastguard Worker const armnn::BaseDescriptor& descriptor,
63*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::ConstTensor>& constants,
64*89c4ff92SAndroid Build Coastguard Worker const char* name,
65*89c4ff92SAndroid Build Coastguard Worker const armnn::LayerBindingId id = 0) override
66*89c4ff92SAndroid Build Coastguard Worker {
67*89c4ff92SAndroid Build Coastguard Worker armnn::IgnoreUnused(constants, id);
68*89c4ff92SAndroid Build Coastguard Worker switch (layer->GetType())
69*89c4ff92SAndroid Build Coastguard Worker {
70*89c4ff92SAndroid Build Coastguard Worker case armnn::LayerType::Input: break;
71*89c4ff92SAndroid Build Coastguard Worker case armnn::LayerType::Output: break;
72*89c4ff92SAndroid Build Coastguard Worker case armnn::LayerType::Constant: break;
73*89c4ff92SAndroid Build Coastguard Worker default:
74*89c4ff92SAndroid Build Coastguard Worker {
75*89c4ff92SAndroid Build Coastguard Worker VerifyNameAndConnections(layer, name);
76*89c4ff92SAndroid Build Coastguard Worker const Descriptor& internalDescriptor = static_cast<const Descriptor&>(descriptor);
77*89c4ff92SAndroid Build Coastguard Worker VerifyDescriptor(internalDescriptor);
78*89c4ff92SAndroid Build Coastguard Worker break;
79*89c4ff92SAndroid Build Coastguard Worker }
80*89c4ff92SAndroid Build Coastguard Worker }
81*89c4ff92SAndroid Build Coastguard Worker }
82*89c4ff92SAndroid Build Coastguard Worker
83*89c4ff92SAndroid Build Coastguard Worker protected:
VerifyDescriptor(const Descriptor & descriptor)84*89c4ff92SAndroid Build Coastguard Worker void VerifyDescriptor(const Descriptor& descriptor)
85*89c4ff92SAndroid Build Coastguard Worker {
86*89c4ff92SAndroid Build Coastguard Worker CHECK(descriptor == m_Descriptor);
87*89c4ff92SAndroid Build Coastguard Worker }
88*89c4ff92SAndroid Build Coastguard Worker
89*89c4ff92SAndroid Build Coastguard Worker Descriptor m_Descriptor;
90*89c4ff92SAndroid Build Coastguard Worker };
91*89c4ff92SAndroid Build Coastguard Worker
92*89c4ff92SAndroid Build Coastguard Worker template<typename T>
CompareConstTensorData(const void * data1,const void * data2,unsigned int numElements)93*89c4ff92SAndroid Build Coastguard Worker void CompareConstTensorData(const void* data1, const void* data2, unsigned int numElements)
94*89c4ff92SAndroid Build Coastguard Worker {
95*89c4ff92SAndroid Build Coastguard Worker T typedData1 = static_cast<T>(data1);
96*89c4ff92SAndroid Build Coastguard Worker T typedData2 = static_cast<T>(data2);
97*89c4ff92SAndroid Build Coastguard Worker CHECK(typedData1);
98*89c4ff92SAndroid Build Coastguard Worker CHECK(typedData2);
99*89c4ff92SAndroid Build Coastguard Worker
100*89c4ff92SAndroid Build Coastguard Worker for (unsigned int i = 0; i < numElements; i++)
101*89c4ff92SAndroid Build Coastguard Worker {
102*89c4ff92SAndroid Build Coastguard Worker CHECK(typedData1[i] == typedData2[i]);
103*89c4ff92SAndroid Build Coastguard Worker }
104*89c4ff92SAndroid Build Coastguard Worker }
105*89c4ff92SAndroid Build Coastguard Worker
106*89c4ff92SAndroid Build Coastguard Worker
107*89c4ff92SAndroid Build Coastguard Worker template <typename Descriptor>
108*89c4ff92SAndroid Build Coastguard Worker class LayerVerifierBaseWithDescriptorAndConstants : public LayerVerifierBaseWithDescriptor<Descriptor>
109*89c4ff92SAndroid Build Coastguard Worker {
110*89c4ff92SAndroid Build Coastguard Worker public:
LayerVerifierBaseWithDescriptorAndConstants(const std::string & layerName,const std::vector<armnn::TensorInfo> & inputInfos,const std::vector<armnn::TensorInfo> & outputInfos,const Descriptor & descriptor,const std::vector<armnn::ConstTensor> & constants)111*89c4ff92SAndroid Build Coastguard Worker LayerVerifierBaseWithDescriptorAndConstants(const std::string& layerName,
112*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::TensorInfo>& inputInfos,
113*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::TensorInfo>& outputInfos,
114*89c4ff92SAndroid Build Coastguard Worker const Descriptor& descriptor,
115*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::ConstTensor>& constants)
116*89c4ff92SAndroid Build Coastguard Worker : LayerVerifierBaseWithDescriptor<Descriptor>(layerName, inputInfos, outputInfos, descriptor)
117*89c4ff92SAndroid Build Coastguard Worker , m_Constants(constants) {}
118*89c4ff92SAndroid Build Coastguard Worker
ExecuteStrategy(const armnn::IConnectableLayer * layer,const armnn::BaseDescriptor & descriptor,const std::vector<armnn::ConstTensor> & constants,const char * name,const armnn::LayerBindingId id=0)119*89c4ff92SAndroid Build Coastguard Worker void ExecuteStrategy(const armnn::IConnectableLayer* layer,
120*89c4ff92SAndroid Build Coastguard Worker const armnn::BaseDescriptor& descriptor,
121*89c4ff92SAndroid Build Coastguard Worker const std::vector<armnn::ConstTensor>& constants,
122*89c4ff92SAndroid Build Coastguard Worker const char* name,
123*89c4ff92SAndroid Build Coastguard Worker const armnn::LayerBindingId id = 0) override
124*89c4ff92SAndroid Build Coastguard Worker {
125*89c4ff92SAndroid Build Coastguard Worker armnn::IgnoreUnused(id);
126*89c4ff92SAndroid Build Coastguard Worker
127*89c4ff92SAndroid Build Coastguard Worker switch (layer->GetType())
128*89c4ff92SAndroid Build Coastguard Worker {
129*89c4ff92SAndroid Build Coastguard Worker case armnn::LayerType::Input: break;
130*89c4ff92SAndroid Build Coastguard Worker case armnn::LayerType::Output: break;
131*89c4ff92SAndroid Build Coastguard Worker case armnn::LayerType::Constant: break;
132*89c4ff92SAndroid Build Coastguard Worker default:
133*89c4ff92SAndroid Build Coastguard Worker {
134*89c4ff92SAndroid Build Coastguard Worker this->VerifyNameAndConnections(layer, name);
135*89c4ff92SAndroid Build Coastguard Worker const Descriptor& internalDescriptor = static_cast<const Descriptor&>(descriptor);
136*89c4ff92SAndroid Build Coastguard Worker this->VerifyDescriptor(internalDescriptor);
137*89c4ff92SAndroid Build Coastguard Worker
138*89c4ff92SAndroid Build Coastguard Worker for(std::size_t i = 0; i < constants.size(); i++)
139*89c4ff92SAndroid Build Coastguard Worker {
140*89c4ff92SAndroid Build Coastguard Worker CompareConstTensor(constants[i], m_Constants[i]);
141*89c4ff92SAndroid Build Coastguard Worker }
142*89c4ff92SAndroid Build Coastguard Worker }
143*89c4ff92SAndroid Build Coastguard Worker }
144*89c4ff92SAndroid Build Coastguard Worker }
145*89c4ff92SAndroid Build Coastguard Worker
146*89c4ff92SAndroid Build Coastguard Worker private:
147*89c4ff92SAndroid Build Coastguard Worker std::vector<armnn::ConstTensor> m_Constants;
148*89c4ff92SAndroid Build Coastguard Worker };
149*89c4ff92SAndroid Build Coastguard Worker
150*89c4ff92SAndroid Build Coastguard Worker template<typename DataType>
GenerateRandomData(size_t size)151*89c4ff92SAndroid Build Coastguard Worker static std::vector<DataType> GenerateRandomData(size_t size)
152*89c4ff92SAndroid Build Coastguard Worker {
153*89c4ff92SAndroid Build Coastguard Worker constexpr bool isIntegerType = std::is_integral<DataType>::value;
154*89c4ff92SAndroid Build Coastguard Worker using Distribution =
155*89c4ff92SAndroid Build Coastguard Worker typename std::conditional<isIntegerType,
156*89c4ff92SAndroid Build Coastguard Worker std::uniform_int_distribution<DataType>,
157*89c4ff92SAndroid Build Coastguard Worker std::uniform_real_distribution<DataType>>::type;
158*89c4ff92SAndroid Build Coastguard Worker
159*89c4ff92SAndroid Build Coastguard Worker static constexpr DataType lowerLimit = std::numeric_limits<DataType>::min();
160*89c4ff92SAndroid Build Coastguard Worker static constexpr DataType upperLimit = std::numeric_limits<DataType>::max();
161*89c4ff92SAndroid Build Coastguard Worker
162*89c4ff92SAndroid Build Coastguard Worker static Distribution distribution(lowerLimit, upperLimit);
163*89c4ff92SAndroid Build Coastguard Worker static std::default_random_engine generator;
164*89c4ff92SAndroid Build Coastguard Worker
165*89c4ff92SAndroid Build Coastguard Worker std::vector<DataType> randomData(size);
166*89c4ff92SAndroid Build Coastguard Worker generate(randomData.begin(), randomData.end(), []() { return distribution(generator); });
167*89c4ff92SAndroid Build Coastguard Worker
168*89c4ff92SAndroid Build Coastguard Worker return randomData;
169*89c4ff92SAndroid Build Coastguard Worker }