telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1 | // |
| 2 | // Copyright © 2017 Arm Ltd. All rights reserved. |
David Beck | ecb56cd | 2018-09-05 12:52:57 +0100 | [diff] [blame] | 3 | // SPDX-License-Identifier: MIT |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 4 | // |
arovir01 | 43095f3 | 2018-10-09 18:04:24 +0100 | [diff] [blame] | 5 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 6 | #include <test/CreateWorkload.hpp> |
arovir01 | 43095f3 | 2018-10-09 18:04:24 +0100 | [diff] [blame] | 7 | |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 8 | #include <reference/RefTensorHandle.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 9 | #include <reference/RefWorkloadFactory.hpp> |
| 10 | #include <reference/workloads/RefWorkloads.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 11 | |
| 12 | namespace |
| 13 | { |
| 14 | |
| 15 | template<typename Workload> |
| 16 | void CheckInputOutput(std::unique_ptr<Workload> workload, const TensorInfo& inputInfo, const TensorInfo& outputInfo) |
| 17 | { |
| 18 | auto queueDescriptor = workload->GetData(); |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 19 | auto inputHandle = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 20 | auto outputHandle = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 21 | BOOST_TEST((inputHandle->GetTensorInfo() == inputInfo)); |
| 22 | BOOST_TEST((outputHandle->GetTensorInfo() == outputInfo)); |
| 23 | } |
| 24 | |
| 25 | template <typename Workload> |
| 26 | void CheckInputsOutput(std::unique_ptr<Workload> workload, |
| 27 | const TensorInfo& inputInfo0, |
| 28 | const TensorInfo& inputInfo1, |
| 29 | const TensorInfo& outputInfo) |
| 30 | { |
| 31 | auto queueDescriptor = workload->GetData(); |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 32 | auto inputHandle0 = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 33 | auto inputHandle1 = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 34 | auto outputHandle = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 35 | BOOST_TEST((inputHandle0->GetTensorInfo() == inputInfo0)); |
| 36 | BOOST_TEST((inputHandle1->GetTensorInfo() == inputInfo1)); |
| 37 | BOOST_TEST((outputHandle->GetTensorInfo() == outputInfo)); |
| 38 | } |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 39 | |
| 40 | armnn::RefWorkloadFactory GetFactory() |
| 41 | { |
| 42 | std::shared_ptr<RefMemoryManager> memoryManager = std::make_shared<RefMemoryManager>(); |
| 43 | return RefWorkloadFactory(memoryManager); |
| 44 | } |
| 45 | |
| 46 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 47 | } |
| 48 | |
| 49 | BOOST_AUTO_TEST_SUITE(CreateWorkloadRef) |
| 50 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 51 | template <typename ActivationWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 52 | static void RefCreateActivationWorkloadTest() |
| 53 | { |
| 54 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 55 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 56 | auto workload = CreateActivationWorkloadTest<ActivationWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 57 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 58 | // Checks that outputs are as we expect them (see definition of CreateActivationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 59 | CheckInputOutput(std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 60 | TensorInfo({ 1, 1 }, DataType), |
| 61 | TensorInfo({ 1, 1 }, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 62 | } |
| 63 | |
| 64 | BOOST_AUTO_TEST_CASE(CreateActivationFloat32Workload) |
| 65 | { |
Nattapat Chaimanowong | ae2c5f0 | 2019-04-24 16:19:57 +0100 | [diff] [blame] | 66 | RefCreateActivationWorkloadTest<RefActivationWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 67 | } |
| 68 | |
| 69 | BOOST_AUTO_TEST_CASE(CreateActivationUint8Workload) |
| 70 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 71 | RefCreateActivationWorkloadTest<RefActivationWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 72 | } |
| 73 | |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 74 | template <typename WorkloadType, |
| 75 | typename DescriptorType, |
| 76 | typename LayerType, |
| 77 | armnn::DataType DataType> |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 78 | static void RefCreateElementwiseWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 79 | { |
| 80 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 81 | RefWorkloadFactory factory = GetFactory(); |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 82 | auto workload = CreateElementwiseWorkloadTest<WorkloadType, DescriptorType, LayerType, DataType>( |
| 83 | factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 84 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 85 | CheckInputsOutput(std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 86 | TensorInfo({ 2, 3 }, DataType), |
| 87 | TensorInfo({ 2, 3 }, DataType), |
| 88 | TensorInfo({ 2, 3 }, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 89 | } |
| 90 | |
| 91 | BOOST_AUTO_TEST_CASE(CreateAdditionFloatWorkload) |
| 92 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 93 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 94 | AdditionQueueDescriptor, |
| 95 | AdditionLayer, |
| 96 | armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 97 | } |
| 98 | |
| 99 | BOOST_AUTO_TEST_CASE(CreateAdditionUint8Workload) |
| 100 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 101 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 102 | AdditionQueueDescriptor, |
| 103 | AdditionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 104 | armnn::DataType::QAsymmU8>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 105 | } |
| 106 | |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 107 | BOOST_AUTO_TEST_CASE(CreateAdditionInt16Workload) |
| 108 | { |
| 109 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload, |
| 110 | AdditionQueueDescriptor, |
| 111 | AdditionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 112 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 113 | } |
| 114 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 115 | BOOST_AUTO_TEST_CASE(CreateSubtractionFloat32Workload) |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 116 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 117 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 118 | SubtractionQueueDescriptor, |
| 119 | SubtractionLayer, |
| 120 | armnn::DataType::Float32>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 121 | } |
| 122 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 123 | BOOST_AUTO_TEST_CASE(CreateSubtractionFloat16Workload) |
| 124 | { |
| 125 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload, |
| 126 | SubtractionQueueDescriptor, |
| 127 | SubtractionLayer, |
| 128 | armnn::DataType::Float16>(); |
| 129 | } |
| 130 | |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 131 | BOOST_AUTO_TEST_CASE(CreateSubtractionUint8Workload) |
| 132 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 133 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 134 | SubtractionQueueDescriptor, |
| 135 | SubtractionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 136 | armnn::DataType::QAsymmU8>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 137 | } |
| 138 | |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 139 | BOOST_AUTO_TEST_CASE(CreateSubtractionInt16Workload) |
| 140 | { |
| 141 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload, |
| 142 | SubtractionQueueDescriptor, |
| 143 | SubtractionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 144 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 145 | } |
| 146 | |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 147 | BOOST_AUTO_TEST_CASE(CreateMultiplicationFloatWorkload) |
| 148 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 149 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 150 | MultiplicationQueueDescriptor, |
| 151 | MultiplicationLayer, |
| 152 | armnn::DataType::Float32>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 153 | } |
| 154 | |
| 155 | BOOST_AUTO_TEST_CASE(CreateMultiplicationUint8Workload) |
| 156 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 157 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 158 | MultiplicationQueueDescriptor, |
| 159 | MultiplicationLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 160 | armnn::DataType::QAsymmU8>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 161 | } |
| 162 | |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 163 | BOOST_AUTO_TEST_CASE(CreateMultiplicationInt16Workload) |
| 164 | { |
| 165 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload, |
| 166 | MultiplicationQueueDescriptor, |
| 167 | MultiplicationLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 168 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 169 | } |
| 170 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 171 | BOOST_AUTO_TEST_CASE(CreateDivisionFloat32Workload) |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 172 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 173 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 174 | DivisionQueueDescriptor, |
| 175 | DivisionLayer, |
| 176 | armnn::DataType::Float32>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 177 | } |
| 178 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 179 | BOOST_AUTO_TEST_CASE(CreateDivisionFloat16Workload) |
| 180 | { |
| 181 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload, |
| 182 | DivisionQueueDescriptor, |
| 183 | DivisionLayer, |
| 184 | armnn::DataType::Float16>(); |
| 185 | } |
| 186 | |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 187 | BOOST_AUTO_TEST_CASE(CreateDivisionUint8Workload) |
| 188 | { |
Sadik Armagan | 2e6dc3a | 2019-04-03 17:48:18 +0100 | [diff] [blame] | 189 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 190 | DivisionQueueDescriptor, |
| 191 | DivisionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 192 | armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 193 | } |
| 194 | |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 195 | BOOST_AUTO_TEST_CASE(CreateDivisionInt16Workload) |
| 196 | { |
| 197 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload, |
| 198 | DivisionQueueDescriptor, |
| 199 | DivisionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 200 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 201 | } |
| 202 | |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 203 | template <typename BatchNormalizationWorkloadType, armnn::DataType DataType> |
| 204 | static void RefCreateBatchNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 205 | { |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 206 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 207 | RefWorkloadFactory factory = GetFactory(); |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 208 | auto workload = CreateBatchNormalizationWorkloadTest<BatchNormalizationWorkloadType, DataType>(factory, |
| 209 | graph, |
| 210 | dataLayout); |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 211 | |
| 212 | TensorShape inputShape; |
| 213 | TensorShape outputShape; |
| 214 | |
| 215 | switch (dataLayout) |
| 216 | { |
| 217 | case DataLayout::NHWC: |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 218 | inputShape = { 2, 4, 4, 3 }; |
| 219 | outputShape = { 2, 4, 4, 3 }; |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 220 | break; |
| 221 | case DataLayout::NCHW: |
| 222 | default: |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 223 | inputShape = { 2, 3, 4, 4 }; |
| 224 | outputShape = { 2, 3, 4, 4 }; |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 225 | break; |
| 226 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 227 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 228 | // Checks that outputs and inputs are as we expect them (see definition of CreateBatchNormalizationWorkloadTest). |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 229 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, DataType), TensorInfo(outputShape, DataType)); |
| 230 | } |
| 231 | |
| 232 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloat32Workload) |
| 233 | { |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 234 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload,armnn::DataType::Float32> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 235 | (DataLayout::NCHW); |
| 236 | } |
| 237 | |
| 238 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloat32WorkloadNhwc) |
| 239 | { |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 240 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::Float32> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 241 | (DataLayout::NHWC); |
| 242 | } |
| 243 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 244 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloat16Workload) |
| 245 | { |
| 246 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload,armnn::DataType::Float16> |
| 247 | (DataLayout::NCHW); |
| 248 | } |
| 249 | |
| 250 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloat16WorkloadNhwc) |
| 251 | { |
| 252 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::Float16> |
| 253 | (DataLayout::NHWC); |
| 254 | } |
| 255 | |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 256 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationUint8Workload) |
| 257 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 258 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QAsymmU8> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 259 | (DataLayout::NCHW); |
| 260 | } |
| 261 | |
| 262 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationUint8WorkloadNhwc) |
| 263 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 264 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QAsymmU8> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 265 | (DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 266 | } |
| 267 | |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 268 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationInt16Workload) |
| 269 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 270 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QSymmS16> |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 271 | (DataLayout::NCHW); |
| 272 | } |
| 273 | |
| 274 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationInt16WorkloadNhwc) |
| 275 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 276 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QSymmS16> |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 277 | (DataLayout::NHWC); |
| 278 | } |
| 279 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 280 | BOOST_AUTO_TEST_CASE(CreateConvertFp16ToFp32Float32Workload) |
| 281 | { |
| 282 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 283 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 284 | auto workload = CreateConvertFp16ToFp32WorkloadTest<RefConvertFp16ToFp32Workload>(factory, graph); |
| 285 | |
| 286 | // Checks that outputs and inputs are as we expect them |
| 287 | CheckInputOutput( |
| 288 | std::move(workload), TensorInfo({1, 3, 2, 3}, DataType::Float16), TensorInfo({1, 3, 2, 3}, DataType::Float32)); |
| 289 | } |
| 290 | |
| 291 | BOOST_AUTO_TEST_CASE(CreateConvertFp32ToFp16Float16Workload) |
| 292 | { |
| 293 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 294 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 295 | auto workload = CreateConvertFp32ToFp16WorkloadTest<RefConvertFp32ToFp16Workload>(factory, graph); |
| 296 | |
| 297 | // Checks that outputs and inputs are as we expect them |
| 298 | CheckInputOutput( |
| 299 | std::move(workload), TensorInfo({1, 3, 2, 3}, DataType::Float32), TensorInfo({1, 3, 2, 3}, DataType::Float16)); |
| 300 | } |
| 301 | |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 302 | static void RefCreateConvolution2dWorkloadTest(DataLayout dataLayout = DataLayout::NCHW) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 303 | { |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 304 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 305 | RefWorkloadFactory factory = GetFactory(); |
Mike Kelly | 9b39832 | 2019-05-22 17:21:49 +0100 | [diff] [blame] | 306 | auto workload = CreateConvolution2dWorkloadTest<RefConvolution2dWorkload, DataType::Float32> |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 307 | (factory, graph, dataLayout); |
| 308 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 309 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 3, 8, 16}) |
| 310 | : std::initializer_list<unsigned int>({2, 8, 16, 3}); |
| 311 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 2, 2, 10}) |
| 312 | : std::initializer_list<unsigned int>({2, 2, 10, 2}); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 313 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 314 | // Checks that outputs and inputs are as we expect them (see definition of CreateConvolution2dWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 315 | CheckInputOutput(std::move(workload), |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 316 | TensorInfo(inputShape, DataType::Float32), |
| 317 | TensorInfo(outputShape, DataType::Float32)); |
| 318 | } |
| 319 | |
| 320 | BOOST_AUTO_TEST_CASE(CreateConvolution2dFloatNchwWorkload) |
| 321 | { |
| 322 | RefCreateConvolution2dWorkloadTest(DataLayout::NCHW); |
| 323 | } |
| 324 | |
| 325 | BOOST_AUTO_TEST_CASE(CreateConvolution2dFloatNhwcWorkload) |
| 326 | { |
| 327 | RefCreateConvolution2dWorkloadTest(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 328 | } |
| 329 | |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 330 | static void RefCreateDepthwiseConvolutionWorkloadTest(DataLayout dataLayout) |
| 331 | { |
| 332 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 333 | RefWorkloadFactory factory = GetFactory(); |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 334 | auto workload = CreateDepthwiseConvolution2dWorkloadTest<RefDepthwiseConvolution2dWorkload, DataType::Float32> |
| 335 | (factory, graph, dataLayout); |
| 336 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 337 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 338 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
| 339 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 340 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
| 341 | |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 342 | // Checks that inputs/outputs are as we expect them (see definition of CreateDepthwiseConvolution2dWorkloadTest). |
| 343 | CheckInputOutput(std::move(workload), |
| 344 | TensorInfo(inputShape, DataType::Float32), |
| 345 | TensorInfo(outputShape, DataType::Float32)); |
| 346 | } |
| 347 | |
| 348 | BOOST_AUTO_TEST_CASE(CreateDepthwiseConvolutionFloat32NhwcWorkload) |
| 349 | { |
| 350 | RefCreateDepthwiseConvolutionWorkloadTest(DataLayout::NHWC); |
| 351 | } |
| 352 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 353 | template <typename FullyConnectedWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 354 | static void RefCreateFullyConnectedWorkloadTest() |
| 355 | { |
| 356 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 357 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 358 | auto workload = CreateFullyConnectedWorkloadTest<FullyConnectedWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 359 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 360 | // Checks that outputs and inputs are as we expect them (see definition of CreateFullyConnectedWorkloadTest). |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 361 | float inputsQScale = DataType == armnn::DataType::QAsymmU8 ? 1.0f : 0.0; |
| 362 | float outputQScale = DataType == armnn::DataType::QAsymmU8 ? 2.0f : 0.0; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 363 | CheckInputOutput(std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 364 | TensorInfo({ 3, 1, 4, 5 }, DataType, inputsQScale), |
| 365 | TensorInfo({ 3, 7 }, DataType, outputQScale)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 366 | } |
| 367 | |
Francis Murtagh | 43aec58 | 2019-05-27 12:14:10 +0100 | [diff] [blame] | 368 | BOOST_AUTO_TEST_CASE(CreateFullyConnectedWorkloadFloat32) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 369 | { |
Francis Murtagh | 43aec58 | 2019-05-27 12:14:10 +0100 | [diff] [blame] | 370 | RefCreateFullyConnectedWorkloadTest<RefFullyConnectedWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 371 | } |
| 372 | |
Francis Murtagh | 43aec58 | 2019-05-27 12:14:10 +0100 | [diff] [blame] | 373 | BOOST_AUTO_TEST_CASE(CreateFullyConnectedWorkloadQuantisedAsymm8) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 374 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 375 | RefCreateFullyConnectedWorkloadTest<RefFullyConnectedWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 376 | } |
| 377 | |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 378 | BOOST_AUTO_TEST_CASE(CreateFullyConnectedWorkloadQuantisedSymm16) |
Francis Murtagh | 46c09d0 | 2019-05-28 08:15:28 +0100 | [diff] [blame] | 379 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 380 | RefCreateFullyConnectedWorkloadTest<RefFullyConnectedWorkload, armnn::DataType::QSymmS16>(); |
Francis Murtagh | 46c09d0 | 2019-05-28 08:15:28 +0100 | [diff] [blame] | 381 | } |
| 382 | |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 383 | template <typename NormalizationWorkloadType, armnn::DataType DataType> |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 384 | static void RefCreateNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 385 | { |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 386 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 387 | RefWorkloadFactory factory = GetFactory(); |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 388 | auto workload = CreateNormalizationWorkloadTest<NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
| 389 | |
| 390 | TensorShape inputShape; |
| 391 | TensorShape outputShape; |
| 392 | |
| 393 | switch (dataLayout) |
| 394 | { |
| 395 | case DataLayout::NHWC: |
| 396 | inputShape = { 3, 1, 5, 5 }; |
| 397 | outputShape = { 3, 1, 5, 5 }; |
| 398 | break; |
| 399 | case DataLayout::NCHW: |
| 400 | default: |
| 401 | inputShape = { 3, 5, 5, 1 }; |
| 402 | outputShape = { 3, 5, 5, 1 }; |
| 403 | break; |
| 404 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 405 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 406 | // Checks that outputs and inputs are as we expect them (see definition of CreateNormalizationWorkloadTest). |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 407 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, DataType), TensorInfo(outputShape, DataType)); |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 408 | } |
| 409 | |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 410 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationFloat32NchwWorkload) |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 411 | { |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 412 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 413 | } |
| 414 | |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 415 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationFloat32NhwcWorkload) |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 416 | { |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 417 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 418 | } |
| 419 | |
| 420 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationUint8NchwWorkload) |
| 421 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 422 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 423 | } |
| 424 | |
| 425 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationUint8NhwcWorkload) |
| 426 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 427 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 428 | } |
| 429 | |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 430 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationInt16NchwWorkload) |
| 431 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 432 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 433 | } |
| 434 | |
| 435 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationInt16NhwcWorkload) |
| 436 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 437 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NHWC); |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 438 | } |
| 439 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 440 | template <typename Pooling2dWorkloadType, armnn::DataType DataType> |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 441 | static void RefCreatePooling2dWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 442 | { |
| 443 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 444 | RefWorkloadFactory factory = GetFactory(); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 445 | auto workload = CreatePooling2dWorkloadTest<Pooling2dWorkloadType, DataType>(factory, graph, dataLayout); |
| 446 | |
| 447 | TensorShape inputShape; |
| 448 | TensorShape outputShape; |
| 449 | |
| 450 | switch (dataLayout) |
| 451 | { |
| 452 | case DataLayout::NHWC: |
| 453 | inputShape = { 3, 5, 5, 2 }; |
| 454 | outputShape = { 3, 2, 4, 2 }; |
| 455 | break; |
| 456 | case DataLayout::NCHW: |
| 457 | default: |
| 458 | inputShape = { 3, 2, 5, 5 }; |
| 459 | outputShape = { 3, 2, 2, 4 }; |
| 460 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 461 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 462 | // Checks that outputs and inputs are as we expect them (see definition of CreatePooling2dWorkloadTest). |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 463 | CheckInputOutput(std::move(workload), |
| 464 | TensorInfo(inputShape, DataType), |
| 465 | TensorInfo(outputShape, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 466 | } |
| 467 | |
| 468 | BOOST_AUTO_TEST_CASE(CreatePooling2dFloat32Workload) |
| 469 | { |
Teresa Charlin | a3b2047 | 2019-06-06 11:12:32 +0100 | [diff] [blame] | 470 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 471 | } |
| 472 | |
| 473 | BOOST_AUTO_TEST_CASE(CreatePooling2dFloat32NhwcWorkload) |
| 474 | { |
Teresa Charlin | a3b2047 | 2019-06-06 11:12:32 +0100 | [diff] [blame] | 475 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 476 | } |
| 477 | |
| 478 | BOOST_AUTO_TEST_CASE(CreatePooling2dUint8Workload) |
| 479 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 480 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 481 | } |
| 482 | |
| 483 | BOOST_AUTO_TEST_CASE(CreatePooling2dUint8NhwcWorkload) |
| 484 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 485 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 486 | } |
| 487 | |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 488 | BOOST_AUTO_TEST_CASE(CreatePooling2dInt16Workload) |
| 489 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 490 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 491 | } |
| 492 | |
| 493 | BOOST_AUTO_TEST_CASE(CreatePooling2dInt16NhwcWorkload) |
| 494 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 495 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QSymmS16>(DataLayout::NHWC); |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 496 | } |
| 497 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 498 | template <typename SoftmaxWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 499 | static void RefCreateSoftmaxWorkloadTest() |
| 500 | { |
| 501 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 502 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 503 | auto workload = CreateSoftmaxWorkloadTest<SoftmaxWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 504 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 505 | // Checks that outputs and inputs are as we expect them (see definition of CreateSoftmaxWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 506 | CheckInputOutput( |
| 507 | std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 508 | TensorInfo({4, 1}, DataType), |
| 509 | TensorInfo({4, 1}, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 510 | } |
| 511 | |
| 512 | BOOST_AUTO_TEST_CASE(CreateSoftmaxFloat32Workload) |
| 513 | { |
nikraj01 | a121de3 | 2019-05-29 10:51:05 +0100 | [diff] [blame] | 514 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 515 | } |
| 516 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 517 | BOOST_AUTO_TEST_CASE(CreateSoftmaxFloat16Workload) |
| 518 | { |
| 519 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::Float16>(); |
| 520 | } |
| 521 | |
nikraj01 | a121de3 | 2019-05-29 10:51:05 +0100 | [diff] [blame] | 522 | BOOST_AUTO_TEST_CASE(CreateSoftmaxQuantisedAsymm8Workload) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 523 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 524 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 525 | } |
| 526 | |
nikraj01 | 248683f | 2019-05-29 16:46:50 +0100 | [diff] [blame] | 527 | BOOST_AUTO_TEST_CASE(CreateSoftmaxQuantisedSymm16Workload) |
| 528 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 529 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::QSymmS16>(); |
nikraj01 | 248683f | 2019-05-29 16:46:50 +0100 | [diff] [blame] | 530 | } |
| 531 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 532 | template <typename SplitterWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 533 | static void RefCreateSplitterWorkloadTest() |
| 534 | { |
| 535 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 536 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 537 | auto workload = CreateSplitterWorkloadTest<SplitterWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 538 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 539 | // Checks that outputs are as we expect them (see definition of CreateSplitterWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 540 | SplitterQueueDescriptor queueDescriptor = workload->GetData(); |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 541 | auto inputHandle = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 542 | BOOST_TEST((inputHandle->GetTensorInfo() == TensorInfo({ 5, 7, 7 }, DataType))); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 543 | |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 544 | auto outputHandle0 = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 545 | BOOST_TEST((outputHandle0->GetTensorInfo() == TensorInfo({ 1, 7, 7 }, DataType))); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 546 | |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 547 | auto outputHandle1 = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Outputs[1]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 548 | BOOST_TEST((outputHandle1->GetTensorInfo() == TensorInfo({ 2, 7, 7 }, DataType))); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 549 | |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 550 | auto outputHandle2 = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Outputs[2]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 551 | BOOST_TEST((outputHandle2->GetTensorInfo() == TensorInfo({ 2, 7, 7 }, DataType))); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 552 | } |
| 553 | |
| 554 | BOOST_AUTO_TEST_CASE(CreateSplitterFloat32Workload) |
| 555 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 556 | RefCreateSplitterWorkloadTest<RefSplitterWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 557 | } |
| 558 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 559 | BOOST_AUTO_TEST_CASE(CreateSplitterFloat16Workload) |
| 560 | { |
| 561 | RefCreateSplitterWorkloadTest<RefSplitterWorkload, armnn::DataType::Float16>(); |
| 562 | } |
| 563 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 564 | BOOST_AUTO_TEST_CASE(CreateSplitterUint8Workload) |
| 565 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 566 | RefCreateSplitterWorkloadTest<RefSplitterWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 567 | } |
| 568 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 569 | template <typename SplitterWorkloadType, typename ConcatWorkloadType, armnn::DataType DataType> |
| 570 | static void RefCreateSplitterConcatWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 571 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 572 | // Tests that it is possible to decide which output of the splitter layer |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 573 | // should be lined to which input of the concat layer. |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 574 | // We tested that is is possible to specify 0th output |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 575 | // of the splitter to be the 1st input to the concat and the 1st output of the splitter to be 0th input |
| 576 | // of the concat. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 577 | |
| 578 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 579 | RefWorkloadFactory factory = GetFactory(); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 580 | auto workloads = CreateSplitterConcatWorkloadTest<SplitterWorkloadType, ConcatWorkloadType, DataType> |
| 581 | (factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 582 | |
| 583 | auto wlSplitter = std::move(workloads.first); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 584 | auto wlConcat = std::move(workloads.second); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 585 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 586 | //Checks that the index of inputs/outputs matches what we declared on InputDescriptor construction. |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 587 | armnn::RefTensorHandle* sOut0 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 588 | armnn::RefTensorHandle* sOut1 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
| 589 | armnn::RefTensorHandle* mIn0 = dynamic_cast<armnn::RefTensorHandle*>(wlConcat->GetData().m_Inputs[0]); |
| 590 | armnn::RefTensorHandle* mIn1 = dynamic_cast<armnn::RefTensorHandle*>(wlConcat->GetData().m_Inputs[1]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 591 | |
| 592 | BOOST_TEST(sOut0); |
| 593 | BOOST_TEST(sOut1); |
| 594 | BOOST_TEST(mIn0); |
| 595 | BOOST_TEST(mIn1); |
| 596 | |
| 597 | bool validDataPointers = (sOut0 == mIn1) && (sOut1 == mIn0); |
| 598 | |
| 599 | BOOST_TEST(validDataPointers); |
| 600 | } |
| 601 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 602 | BOOST_AUTO_TEST_CASE(CreateSplitterConcatFloat32) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 603 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 604 | RefCreateSplitterConcatWorkloadTest<RefSplitterWorkload, RefConcatWorkload, DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 605 | } |
| 606 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 607 | BOOST_AUTO_TEST_CASE(CreateSplitterConcatFloat16) |
| 608 | { |
| 609 | RefCreateSplitterConcatWorkloadTest<RefSplitterWorkload, RefConcatWorkload, DataType::Float16>(); |
| 610 | } |
| 611 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 612 | BOOST_AUTO_TEST_CASE(CreateSplitterConcatUint8) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 613 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 614 | RefCreateSplitterConcatWorkloadTest<RefSplitterWorkload, RefConcatWorkload, DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 615 | } |
| 616 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 617 | template <typename SplitterWorkloadType, typename ActivationWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 618 | static void RefCreateSingleOutputMultipleInputsTest() |
| 619 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 620 | // Tests that it is possible to assign multiple (two) different layers to each of the outputs of a splitter layer. |
| 621 | // We created a splitter with two outputs. That each of those outputs is used by two different activation layers. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 622 | |
| 623 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 624 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 625 | std::unique_ptr<SplitterWorkloadType> wlSplitter; |
| 626 | std::unique_ptr<ActivationWorkloadType> wlActiv0_0; |
| 627 | std::unique_ptr<ActivationWorkloadType> wlActiv0_1; |
| 628 | std::unique_ptr<ActivationWorkloadType> wlActiv1_0; |
| 629 | std::unique_ptr<ActivationWorkloadType> wlActiv1_1; |
| 630 | |
| 631 | CreateSplitterMultipleInputsOneOutputWorkloadTest<SplitterWorkloadType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 632 | ActivationWorkloadType, DataType>(factory, graph, wlSplitter, wlActiv0_0, wlActiv0_1, wlActiv1_0, wlActiv1_1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 633 | |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 634 | armnn::RefTensorHandle* sOut0 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 635 | armnn::RefTensorHandle* sOut1 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
| 636 | armnn::RefTensorHandle* activ0_0Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv0_0->GetData().m_Inputs[0]); |
| 637 | armnn::RefTensorHandle* activ0_1Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv0_1->GetData().m_Inputs[0]); |
| 638 | armnn::RefTensorHandle* activ1_0Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv1_0->GetData().m_Inputs[0]); |
| 639 | armnn::RefTensorHandle* activ1_1Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv1_1->GetData().m_Inputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 640 | |
| 641 | |
| 642 | BOOST_TEST(sOut0); |
| 643 | BOOST_TEST(sOut1); |
| 644 | BOOST_TEST(activ0_0Im); |
| 645 | BOOST_TEST(activ0_1Im); |
| 646 | BOOST_TEST(activ1_0Im); |
| 647 | BOOST_TEST(activ1_1Im); |
| 648 | |
| 649 | bool validDataPointers = (sOut0 == activ0_0Im) && (sOut0 == activ0_1Im) && |
| 650 | (sOut1 == activ1_0Im) && (sOut1 == activ1_1Im); |
| 651 | |
| 652 | BOOST_TEST(validDataPointers); |
| 653 | } |
| 654 | |
| 655 | BOOST_AUTO_TEST_CASE(CreateSingleOutputMultipleInputsFloat32) |
| 656 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 657 | RefCreateSingleOutputMultipleInputsTest<RefSplitterWorkload, RefActivationWorkload, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 658 | armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 659 | } |
| 660 | |
| 661 | BOOST_AUTO_TEST_CASE(CreateSingleOutputMultipleInputsUint8) |
| 662 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 663 | RefCreateSingleOutputMultipleInputsTest<RefSplitterWorkload, RefActivationWorkload, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 664 | armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 665 | } |
| 666 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 667 | template <typename ResizeBilinearWorkloadType, armnn::DataType DataType> |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 668 | static void RefCreateResizeBilinearTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 669 | { |
| 670 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 671 | RefWorkloadFactory factory = GetFactory(); |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 672 | auto workload = CreateResizeBilinearWorkloadTest<ResizeBilinearWorkloadType, DataType>(factory, graph, dataLayout); |
| 673 | |
| 674 | TensorShape inputShape; |
| 675 | TensorShape outputShape; |
| 676 | |
| 677 | switch (dataLayout) |
| 678 | { |
| 679 | case DataLayout::NHWC: |
| 680 | inputShape = { 2, 4, 4, 3 }; |
| 681 | outputShape = { 2, 2, 2, 3 }; |
| 682 | break; |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 683 | case DataLayout::NCHW: |
| 684 | default: |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 685 | inputShape = { 2, 3, 4, 4 }; |
| 686 | outputShape = { 2, 3, 2, 2 }; |
| 687 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 688 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 689 | // Checks that outputs and inputs are as we expect them (see definition of CreateResizeBilinearWorkloadTest). |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 690 | CheckInputOutput(std::move(workload), |
| 691 | TensorInfo(inputShape, DataType), |
| 692 | TensorInfo(outputShape, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 693 | } |
| 694 | |
| 695 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearFloat32) |
| 696 | { |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 697 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 698 | } |
| 699 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 700 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearFloat16) |
| 701 | { |
| 702 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 703 | } |
| 704 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 705 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearUint8) |
| 706 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 707 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 708 | } |
| 709 | |
Ellen Norris-Thompson | 3cb85f3 | 2019-06-17 11:32:49 +0100 | [diff] [blame] | 710 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearQuantisedAsymm16) |
| 711 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 712 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Ellen Norris-Thompson | 3cb85f3 | 2019-06-17 11:32:49 +0100 | [diff] [blame] | 713 | } |
| 714 | |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 715 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearFloat32Nhwc) |
| 716 | { |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 717 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 718 | } |
| 719 | |
nikraj01 | 33732f6 | 2019-06-04 15:35:34 +0100 | [diff] [blame] | 720 | template <typename RsqrtWorkloadType, armnn::DataType DataType> |
| 721 | static void RefCreateRsqrtTest() |
| 722 | { |
| 723 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 724 | RefWorkloadFactory factory = GetFactory(); |
nikraj01 | 33732f6 | 2019-06-04 15:35:34 +0100 | [diff] [blame] | 725 | |
| 726 | auto workload = CreateRsqrtWorkloadTest<RsqrtWorkloadType, DataType>(factory, graph); |
| 727 | |
| 728 | // Checks that outputs are as we expect them (see definition of CreateRsqrtWorkloadTest). |
| 729 | CheckInputOutput(std::move(workload), |
| 730 | TensorInfo({ 1, 1 }, DataType), |
| 731 | TensorInfo({ 1, 1 }, DataType)); |
| 732 | |
| 733 | } |
| 734 | |
| 735 | BOOST_AUTO_TEST_CASE(CreateRsqrtFloat32) |
| 736 | { |
nikraj01 | 99a6631 | 2019-06-06 10:31:27 +0100 | [diff] [blame] | 737 | RefCreateRsqrtTest<RefRsqrtWorkload, armnn::DataType::Float32>(); |
nikraj01 | 33732f6 | 2019-06-04 15:35:34 +0100 | [diff] [blame] | 738 | } |
| 739 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 740 | BOOST_AUTO_TEST_CASE(CreateRsqrtFloat16) |
| 741 | { |
| 742 | RefCreateRsqrtTest<RefRsqrtWorkload, armnn::DataType::Float16>(); |
| 743 | } |
| 744 | |
nikraj01 | 0421e7f | 2019-06-14 09:40:34 +0100 | [diff] [blame] | 745 | BOOST_AUTO_TEST_CASE(CreateRsqrtUint8) |
| 746 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 747 | RefCreateRsqrtTest<RefRsqrtWorkload, armnn::DataType::QAsymmU8>(); |
nikraj01 | 0421e7f | 2019-06-14 09:40:34 +0100 | [diff] [blame] | 748 | } |
| 749 | |
nikraj01 | 24d7321 | 2019-06-14 14:20:40 +0100 | [diff] [blame] | 750 | BOOST_AUTO_TEST_CASE(CreateRsqrtQsymm16) |
| 751 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 752 | RefCreateRsqrtTest<RefRsqrtWorkload, armnn::DataType::QSymmS16>(); |
nikraj01 | 24d7321 | 2019-06-14 14:20:40 +0100 | [diff] [blame] | 753 | } |
| 754 | |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 755 | template <typename BatchToSpaceNdWorkloadType, armnn::DataType DataType> |
| 756 | static void RefCreateBatchToSpaceNdTest() |
| 757 | { |
| 758 | Graph graph; |
| 759 | RefWorkloadFactory factory; |
| 760 | |
| 761 | auto workload = CreateBatchToSpaceNdWorkloadTest<BatchToSpaceNdWorkloadType, DataType>(factory, graph); |
| 762 | |
| 763 | CheckInputOutput(std::move(workload), |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 764 | TensorInfo({ 1, 1, 1, 1 }, DataType), |
| 765 | TensorInfo({ 1, 1, 1, 1 }, DataType)); |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 766 | } |
| 767 | |
| 768 | BOOST_AUTO_TEST_CASE(CreateBatchToSpaceNdFloat32) |
| 769 | { |
| 770 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::Float32>(); |
| 771 | } |
| 772 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 773 | BOOST_AUTO_TEST_CASE(CreateBatchToSpaceNdFloat16) |
| 774 | { |
| 775 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::Float16>(); |
| 776 | } |
| 777 | |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 778 | BOOST_AUTO_TEST_CASE(CreateBatchToSpaceNdUint8) |
| 779 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 780 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::QAsymmU8>(); |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 781 | } |
| 782 | |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 783 | BOOST_AUTO_TEST_CASE(CreateBatchToSpaceNdQSymm16) |
| 784 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 785 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::QSymmS16>(); |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 786 | } |
| 787 | |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 788 | template <typename L2NormalizationWorkloadType, armnn::DataType DataType> |
| 789 | static void RefCreateL2NormalizationTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 790 | { |
| 791 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 792 | RefWorkloadFactory factory = GetFactory(); |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 793 | auto workload = |
| 794 | CreateL2NormalizationWorkloadTest<L2NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
| 795 | |
| 796 | TensorShape inputShape; |
| 797 | TensorShape outputShape; |
| 798 | |
| 799 | switch (dataLayout) |
| 800 | { |
| 801 | case DataLayout::NHWC: |
| 802 | inputShape = { 5, 50, 67, 20 }; |
| 803 | outputShape = { 5, 50, 67, 20 }; |
| 804 | break; |
| 805 | case DataLayout::NCHW: |
| 806 | default: |
| 807 | inputShape = { 5, 20, 50, 67 }; |
| 808 | outputShape = { 5, 20, 50, 67 }; |
| 809 | break; |
| 810 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 811 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 812 | // Checks that outputs and inputs are as we expect them (see definition of CreateL2NormalizationWorkloadTest). |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 813 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, DataType), TensorInfo(outputShape, DataType)); |
| 814 | } |
| 815 | |
| 816 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationFloat32) |
| 817 | { |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 818 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 819 | } |
| 820 | |
| 821 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationFloat32Nhwc) |
| 822 | { |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 823 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 824 | } |
| 825 | |
| 826 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationInt16) |
| 827 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 828 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 829 | } |
| 830 | |
| 831 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationInt16Nhwc) |
| 832 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 833 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 834 | } |
| 835 | |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 836 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationUint8) |
| 837 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 838 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 839 | } |
| 840 | |
| 841 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationUint8Nhwc) |
| 842 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 843 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 844 | } |
| 845 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 846 | template <typename ReshapeWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 847 | static void RefCreateReshapeWorkloadTest() |
| 848 | { |
| 849 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 850 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 851 | auto workload = CreateReshapeWorkloadTest<ReshapeWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 852 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 853 | // Checks that outputs and inputs are as we expect them (see definition of CreateReshapeWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 854 | CheckInputOutput( |
| 855 | std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 856 | TensorInfo({ 4, 1 }, DataType), |
| 857 | TensorInfo({ 1, 4 }, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 858 | } |
| 859 | |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 860 | BOOST_AUTO_TEST_CASE(CreateReshapeWorkloadFloat32) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 861 | { |
Nina Drozd | 2f2778f | 2019-05-27 10:37:05 +0100 | [diff] [blame] | 862 | RefCreateReshapeWorkloadTest<RefReshapeWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 863 | } |
| 864 | |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 865 | BOOST_AUTO_TEST_CASE(CreateReshapeWorkloadQuantisedAsymm8) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 866 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 867 | RefCreateReshapeWorkloadTest<RefReshapeWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 868 | } |
| 869 | |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 870 | BOOST_AUTO_TEST_CASE(CreateReshapeWorkloadQuantisedSymm16) |
| 871 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 872 | RefCreateReshapeWorkloadTest<RefReshapeWorkload, armnn::DataType::QSymmS16>(); |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 873 | } |
| 874 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 875 | template <typename ConcatWorkloadType, armnn::DataType DataType> |
| 876 | static void RefCreateConcatWorkloadTest(const armnn::TensorShape& outputShape, |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 877 | unsigned int concatAxis) |
| 878 | { |
| 879 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 880 | RefWorkloadFactory factory = GetFactory(); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 881 | auto workload = CreateConcatWorkloadTest<ConcatWorkloadType, DataType>(factory, graph, outputShape, concatAxis); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 882 | |
| 883 | CheckInputsOutput(std::move(workload), |
| 884 | TensorInfo({ 2, 3, 2, 5 }, DataType), |
| 885 | TensorInfo({ 2, 3, 2, 5 }, DataType), |
| 886 | TensorInfo(outputShape, DataType)); |
| 887 | } |
| 888 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 889 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 890 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 891 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 4, 3, 2, 5 }, 0); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 892 | } |
| 893 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 894 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Float16Workload) |
| 895 | { |
| 896 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float16>({ 4, 3, 2, 5 }, 0); |
| 897 | } |
| 898 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 899 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Uint8Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 900 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 901 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 4, 3, 2, 5 }, 0); |
Jim Flynn | cbb66aa | 2019-05-15 13:03:54 +0100 | [diff] [blame] | 902 | } |
| 903 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 904 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Uint16Workload) |
Jim Flynn | cbb66aa | 2019-05-15 13:03:54 +0100 | [diff] [blame] | 905 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 906 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QSymmS16>({ 4, 3, 2, 5 }, 0); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 907 | } |
| 908 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 909 | BOOST_AUTO_TEST_CASE(CreateConcatDim1Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 910 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 911 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 2, 6, 2, 5 }, 1); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 912 | } |
| 913 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 914 | BOOST_AUTO_TEST_CASE(CreateConcatDim1Uint8Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 915 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 916 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 6, 2, 5 }, 1); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 917 | } |
| 918 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 919 | BOOST_AUTO_TEST_CASE(CreateConcatDim2Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 920 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 921 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 2, 3, 4, 5 }, 2); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 922 | } |
| 923 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 924 | BOOST_AUTO_TEST_CASE(CreateConcatDim2Uint8Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 925 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 926 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 4, 5 }, 2); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 927 | } |
| 928 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 929 | BOOST_AUTO_TEST_CASE(CreateConcatDim3Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 930 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 931 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 2, 3, 2, 10 }, 3); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 932 | } |
| 933 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 934 | BOOST_AUTO_TEST_CASE(CreateConcatDim3Uint8Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 935 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 936 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 2, 10 }, 3); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 937 | } |
| 938 | |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 939 | template <typename ConstantWorkloadType, armnn::DataType DataType> |
| 940 | static void RefCreateConstantWorkloadTest(const armnn::TensorShape& outputShape) |
| 941 | { |
| 942 | armnn::Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 943 | RefWorkloadFactory factory = GetFactory(); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 944 | auto workload = CreateConstantWorkloadTest<ConstantWorkloadType, DataType>(factory, graph, outputShape); |
| 945 | |
| 946 | // Check output is as expected |
| 947 | auto queueDescriptor = workload->GetData(); |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 948 | auto outputHandle = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 949 | BOOST_TEST((outputHandle->GetTensorInfo() == TensorInfo(outputShape, DataType))); |
| 950 | } |
| 951 | |
| 952 | BOOST_AUTO_TEST_CASE(CreateConstantUint8Workload) |
| 953 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 954 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 2, 10 }); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 955 | } |
| 956 | |
| 957 | BOOST_AUTO_TEST_CASE(CreateConstantInt16Workload) |
| 958 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 959 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::QSymmS16>({ 2, 3, 2, 10 }); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 960 | } |
| 961 | |
| 962 | BOOST_AUTO_TEST_CASE(CreateConstantFloat32Workload) |
| 963 | { |
| 964 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::Float32>({ 2, 3, 2, 10 }); |
| 965 | } |
| 966 | |
| 967 | BOOST_AUTO_TEST_CASE(CreateConstantSigned32Workload) |
| 968 | { |
| 969 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::Signed32>({ 2, 3, 2, 10 }); |
| 970 | } |
| 971 | |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 972 | static void RefCreatePreluWorkloadTest(const armnn::TensorShape& inputShape, |
| 973 | const armnn::TensorShape& alphaShape, |
| 974 | const armnn::TensorShape& outputShape, |
| 975 | armnn::DataType dataType) |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 976 | { |
| 977 | armnn::Graph graph; |
| 978 | RefWorkloadFactory factory; |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 979 | auto workload = CreatePreluWorkloadTest<RefPreluWorkload>(factory, |
| 980 | graph, |
| 981 | inputShape, |
| 982 | alphaShape, |
| 983 | outputShape, |
| 984 | dataType); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 985 | |
| 986 | // Check output is as expected |
| 987 | auto queueDescriptor = workload->GetData(); |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 988 | auto outputHandle = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 989 | BOOST_TEST((outputHandle->GetTensorInfo() == TensorInfo(outputShape, dataType))); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 990 | } |
| 991 | |
| 992 | BOOST_AUTO_TEST_CASE(CreatePreluFloat32Workload) |
| 993 | { |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 994 | RefCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, armnn::DataType::Float32); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 995 | } |
| 996 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 997 | BOOST_AUTO_TEST_CASE(CreatePreluFloat16Workload) |
| 998 | { |
| 999 | RefCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, armnn::DataType::Float16); |
| 1000 | } |
| 1001 | |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1002 | BOOST_AUTO_TEST_CASE(CreatePreluUint8Workload) |
| 1003 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 1004 | RefCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, armnn::DataType::QAsymmU8); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1005 | } |
| 1006 | |
| 1007 | BOOST_AUTO_TEST_CASE(CreatePreluInt16Workload) |
| 1008 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 1009 | RefCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, armnn::DataType::QSymmS16); |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1010 | } |
| 1011 | |
| 1012 | BOOST_AUTO_TEST_CASE(CreatePreluFloat32NoBroadcastWorkload) |
| 1013 | { |
| 1014 | BOOST_CHECK_THROW(RefCreatePreluWorkloadTest({ 1, 4, 7, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, |
| 1015 | armnn::DataType::Float32), |
| 1016 | armnn::InvalidArgumentException); |
| 1017 | } |
| 1018 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1019 | BOOST_AUTO_TEST_CASE(CreatePreluFloat16NoBroadcastWorkload) |
| 1020 | { |
| 1021 | BOOST_CHECK_THROW(RefCreatePreluWorkloadTest({ 1, 4, 7, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, |
| 1022 | armnn::DataType::Float16), |
| 1023 | armnn::InvalidArgumentException); |
| 1024 | } |
| 1025 | |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1026 | BOOST_AUTO_TEST_CASE(CreatePreluUint8NoBroadcastWorkload) |
| 1027 | { |
| 1028 | BOOST_CHECK_THROW(RefCreatePreluWorkloadTest({ 1, 4, 7, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 1029 | armnn::DataType::QAsymmU8), |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1030 | armnn::InvalidArgumentException); |
| 1031 | } |
| 1032 | |
| 1033 | BOOST_AUTO_TEST_CASE(CreatePreluInt16NoBroadcastWorkload) |
| 1034 | { |
| 1035 | BOOST_CHECK_THROW(RefCreatePreluWorkloadTest({ 1, 4, 7, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 1036 | armnn::DataType::QSymmS16), |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1037 | armnn::InvalidArgumentException); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1038 | } |
| 1039 | |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1040 | template <typename SpaceToDepthWorkloadType, armnn::DataType DataType> |
| 1041 | static void RefCreateSpaceToDepthWorkloadTest() |
| 1042 | { |
| 1043 | Graph graph; |
| 1044 | RefWorkloadFactory factory; |
| 1045 | |
| 1046 | auto workload = CreateSpaceToDepthWorkloadTest<SpaceToDepthWorkloadType, DataType>(factory, graph); |
| 1047 | |
| 1048 | CheckInputOutput(std::move(workload), |
| 1049 | TensorInfo({ 1, 2, 2, 1 }, DataType), |
| 1050 | TensorInfo({ 1, 1, 1, 4 }, DataType)); |
| 1051 | } |
| 1052 | |
| 1053 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthWorkloadFloat32) |
| 1054 | { |
| 1055 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::Float32>(); |
| 1056 | } |
| 1057 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1058 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthWorkloadFloat16) |
| 1059 | { |
| 1060 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::Float16>(); |
| 1061 | } |
| 1062 | |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1063 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthWorkloadQASymm8) |
| 1064 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 1065 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::QAsymmU8>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1066 | } |
| 1067 | |
| 1068 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthWorkloadQSymm16) |
| 1069 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 1070 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::QSymmS16>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1071 | } |
| 1072 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1073 | template <armnn::DataType DataType> |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1074 | static void RefCreateStackWorkloadTest(const armnn::TensorShape& inputShape, |
| 1075 | const armnn::TensorShape& outputShape, |
| 1076 | unsigned int axis, |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1077 | unsigned int numInputs) |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1078 | { |
| 1079 | armnn::Graph graph; |
| 1080 | RefWorkloadFactory factory; |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1081 | auto workload = CreateStackWorkloadTest<RefStackWorkload, DataType>(factory, |
| 1082 | graph, |
| 1083 | inputShape, |
| 1084 | outputShape, |
| 1085 | axis, |
| 1086 | numInputs); |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1087 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1088 | // Check inputs and output are as expected |
| 1089 | StackQueueDescriptor queueDescriptor = workload->GetData(); |
| 1090 | for (unsigned int i = 0; i < numInputs; ++i) |
| 1091 | { |
| 1092 | auto inputHandle = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Inputs[i]); |
| 1093 | BOOST_TEST((inputHandle->GetTensorInfo() == TensorInfo(inputShape, DataType))); |
| 1094 | } |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1095 | auto outputHandle = boost::polymorphic_downcast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1096 | BOOST_TEST((outputHandle->GetTensorInfo() == TensorInfo(outputShape, DataType))); |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1097 | } |
| 1098 | |
| 1099 | BOOST_AUTO_TEST_CASE(CreateStackFloat32Workload) |
| 1100 | { |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1101 | RefCreateStackWorkloadTest<armnn::DataType::Float32>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1102 | } |
| 1103 | |
| 1104 | BOOST_AUTO_TEST_CASE(CreateStackUint8Workload) |
| 1105 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 1106 | RefCreateStackWorkloadTest<armnn::DataType::QAsymmU8>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1107 | } |
| 1108 | |
| 1109 | BOOST_AUTO_TEST_CASE(CreateStackUint16Workload) |
| 1110 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame^] | 1111 | RefCreateStackWorkloadTest<armnn::DataType::QSymmS16>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1112 | } |
| 1113 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1114 | BOOST_AUTO_TEST_SUITE_END() |