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 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 8 | #include <armnn/utility/PolymorphicDowncast.hpp> |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 9 | #include <reference/RefTensorHandle.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 10 | #include <reference/RefWorkloadFactory.hpp> |
| 11 | #include <reference/workloads/RefWorkloads.hpp> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 12 | |
| 13 | namespace |
| 14 | { |
| 15 | |
| 16 | template<typename Workload> |
| 17 | void CheckInputOutput(std::unique_ptr<Workload> workload, const TensorInfo& inputInfo, const TensorInfo& outputInfo) |
| 18 | { |
| 19 | auto queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 20 | auto inputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 21 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 22 | BOOST_TEST((inputHandle->GetTensorInfo() == inputInfo)); |
| 23 | BOOST_TEST((outputHandle->GetTensorInfo() == outputInfo)); |
| 24 | } |
| 25 | |
| 26 | template <typename Workload> |
| 27 | void CheckInputsOutput(std::unique_ptr<Workload> workload, |
| 28 | const TensorInfo& inputInfo0, |
| 29 | const TensorInfo& inputInfo1, |
| 30 | const TensorInfo& outputInfo) |
| 31 | { |
| 32 | auto queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 33 | auto inputHandle0 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 34 | auto inputHandle1 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 35 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 36 | BOOST_TEST((inputHandle0->GetTensorInfo() == inputInfo0)); |
| 37 | BOOST_TEST((inputHandle1->GetTensorInfo() == inputInfo1)); |
| 38 | BOOST_TEST((outputHandle->GetTensorInfo() == outputInfo)); |
| 39 | } |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 40 | |
| 41 | armnn::RefWorkloadFactory GetFactory() |
| 42 | { |
| 43 | std::shared_ptr<RefMemoryManager> memoryManager = std::make_shared<RefMemoryManager>(); |
| 44 | return RefWorkloadFactory(memoryManager); |
| 45 | } |
| 46 | |
| 47 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 48 | } |
| 49 | |
| 50 | BOOST_AUTO_TEST_SUITE(CreateWorkloadRef) |
| 51 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 52 | template <typename ActivationWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 53 | static void RefCreateActivationWorkloadTest() |
| 54 | { |
| 55 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 56 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 57 | auto workload = CreateActivationWorkloadTest<ActivationWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 58 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 59 | // Checks that outputs are as we expect them (see definition of CreateActivationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 60 | CheckInputOutput(std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 61 | TensorInfo({ 1, 1 }, DataType), |
| 62 | TensorInfo({ 1, 1 }, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 63 | } |
| 64 | |
| 65 | BOOST_AUTO_TEST_CASE(CreateActivationFloat32Workload) |
| 66 | { |
Nattapat Chaimanowong | ae2c5f0 | 2019-04-24 16:19:57 +0100 | [diff] [blame] | 67 | RefCreateActivationWorkloadTest<RefActivationWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 68 | } |
| 69 | |
| 70 | BOOST_AUTO_TEST_CASE(CreateActivationUint8Workload) |
| 71 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 72 | RefCreateActivationWorkloadTest<RefActivationWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 73 | } |
| 74 | |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 75 | template <typename WorkloadType, |
| 76 | typename DescriptorType, |
| 77 | typename LayerType, |
| 78 | armnn::DataType DataType> |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 79 | static void RefCreateElementwiseWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 80 | { |
| 81 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 82 | RefWorkloadFactory factory = GetFactory(); |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 83 | auto workload = CreateElementwiseWorkloadTest<WorkloadType, DescriptorType, LayerType, DataType>( |
| 84 | factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 85 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 86 | CheckInputsOutput(std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 87 | TensorInfo({ 2, 3 }, DataType), |
| 88 | TensorInfo({ 2, 3 }, DataType), |
| 89 | TensorInfo({ 2, 3 }, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 90 | } |
| 91 | |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 92 | BOOST_AUTO_TEST_CASE(CreateSubtractionWorkloadWithBlobTest) |
| 93 | { |
| 94 | Graph graph; |
| 95 | RefWorkloadFactory factory = GetFactory(); |
| 96 | armnn::DataType DataType = armnn::DataType::Float32; |
| 97 | |
| 98 | auto workload = CreateSubtractionWithBlobWorkloadTest<RefSubtractionWorkload<>, |
| 99 | SubtractionQueueDescriptor, |
| 100 | armnn::DataType::Float32> |
| 101 | (factory, graph); |
| 102 | |
| 103 | CheckInputsOutput(std::move(workload), |
| 104 | TensorInfo({ 2, 3 }, DataType), |
| 105 | TensorInfo({ 2, 3 }, DataType), |
| 106 | TensorInfo({ 2, 3 }, DataType)); |
| 107 | } |
| 108 | |
| 109 | BOOST_AUTO_TEST_CASE(CreateAdditionWorkloadWithBlobTest) |
| 110 | { |
| 111 | Graph graph; |
| 112 | RefWorkloadFactory factory = GetFactory(); |
| 113 | armnn::DataType DataType = armnn::DataType::Float32; |
| 114 | |
| 115 | auto workload = CreateAdditionWithBlobWorkloadTest<RefAdditionWorkload<>, |
| 116 | AdditionQueueDescriptor, |
| 117 | armnn::DataType::Float32>(factory, graph); |
| 118 | |
| 119 | CheckInputsOutput(std::move(workload), |
| 120 | TensorInfo({ 2, 3 }, DataType), |
| 121 | TensorInfo({ 2, 3 }, DataType), |
| 122 | TensorInfo({ 2, 3 }, DataType)); |
| 123 | } |
| 124 | |
| 125 | BOOST_AUTO_TEST_CASE(CreateMultiplicationWorkloadWithBlobTest) |
| 126 | { |
| 127 | Graph graph; |
| 128 | RefWorkloadFactory factory = GetFactory(); |
| 129 | armnn::DataType DataType = armnn::DataType::Float32; |
| 130 | |
| 131 | auto workload = CreateMultiplicationWithBlobWorkloadTest<RefMultiplicationWorkload<>, |
| 132 | MultiplicationQueueDescriptor, |
| 133 | armnn::DataType::Float32>(factory, graph); |
| 134 | |
| 135 | CheckInputsOutput(std::move(workload), |
| 136 | TensorInfo({2, 3}, DataType), |
| 137 | TensorInfo({2, 3}, DataType), |
| 138 | TensorInfo({2, 3}, DataType)); |
| 139 | } |
| 140 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 141 | BOOST_AUTO_TEST_CASE(CreateAdditionFloatWorkload) |
| 142 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 143 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 144 | AdditionQueueDescriptor, |
| 145 | AdditionLayer, |
| 146 | armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 147 | } |
| 148 | |
| 149 | BOOST_AUTO_TEST_CASE(CreateAdditionUint8Workload) |
| 150 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 151 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 152 | AdditionQueueDescriptor, |
| 153 | AdditionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 154 | armnn::DataType::QAsymmU8>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 155 | } |
| 156 | |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 157 | BOOST_AUTO_TEST_CASE(CreateAdditionInt16Workload) |
| 158 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 159 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload<>, |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 160 | AdditionQueueDescriptor, |
| 161 | AdditionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 162 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 163 | } |
| 164 | |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 165 | BOOST_AUTO_TEST_CASE(CreateAdditionInt32Workload) |
| 166 | { |
| 167 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload<int32_t>, |
| 168 | AdditionQueueDescriptor, |
| 169 | AdditionLayer, |
| 170 | armnn::DataType::Signed32>(); |
| 171 | } |
| 172 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 173 | BOOST_AUTO_TEST_CASE(CreateSubtractionFloat32Workload) |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 174 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 175 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 176 | SubtractionQueueDescriptor, |
| 177 | SubtractionLayer, |
| 178 | armnn::DataType::Float32>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 179 | } |
| 180 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 181 | BOOST_AUTO_TEST_CASE(CreateSubtractionFloat16Workload) |
| 182 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 183 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<>, |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 184 | SubtractionQueueDescriptor, |
| 185 | SubtractionLayer, |
| 186 | armnn::DataType::Float16>(); |
| 187 | } |
| 188 | |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 189 | BOOST_AUTO_TEST_CASE(CreateSubtractionUint8Workload) |
| 190 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 191 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 192 | SubtractionQueueDescriptor, |
| 193 | SubtractionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 194 | armnn::DataType::QAsymmU8>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 195 | } |
| 196 | |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 197 | BOOST_AUTO_TEST_CASE(CreateSubtractionInt16Workload) |
| 198 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 199 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<>, |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 200 | SubtractionQueueDescriptor, |
| 201 | SubtractionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 202 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 203 | } |
| 204 | |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 205 | BOOST_AUTO_TEST_CASE(CreateSubtractionInt32Workload) |
| 206 | { |
| 207 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<int32_t>, |
| 208 | SubtractionQueueDescriptor, |
| 209 | SubtractionLayer, |
| 210 | armnn::DataType::Signed32>(); |
| 211 | } |
| 212 | |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 213 | BOOST_AUTO_TEST_CASE(CreateMultiplicationFloatWorkload) |
| 214 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 215 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 216 | MultiplicationQueueDescriptor, |
| 217 | MultiplicationLayer, |
| 218 | armnn::DataType::Float32>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 219 | } |
| 220 | |
| 221 | BOOST_AUTO_TEST_CASE(CreateMultiplicationUint8Workload) |
| 222 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 223 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 224 | MultiplicationQueueDescriptor, |
| 225 | MultiplicationLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 226 | armnn::DataType::QAsymmU8>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 227 | } |
| 228 | |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 229 | BOOST_AUTO_TEST_CASE(CreateMultiplicationInt16Workload) |
| 230 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 231 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload<>, |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 232 | MultiplicationQueueDescriptor, |
| 233 | MultiplicationLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 234 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 235 | } |
| 236 | |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 237 | BOOST_AUTO_TEST_CASE(CreateMultiplicationInt32Workload) |
| 238 | { |
| 239 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload<int32_t>, |
| 240 | MultiplicationQueueDescriptor, |
| 241 | MultiplicationLayer, |
| 242 | armnn::DataType::Signed32>(); |
| 243 | } |
| 244 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 245 | BOOST_AUTO_TEST_CASE(CreateDivisionFloat32Workload) |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 246 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 247 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 248 | DivisionQueueDescriptor, |
| 249 | DivisionLayer, |
| 250 | armnn::DataType::Float32>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 251 | } |
| 252 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 253 | BOOST_AUTO_TEST_CASE(CreateDivisionFloat16Workload) |
| 254 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 255 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<>, |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 256 | DivisionQueueDescriptor, |
| 257 | DivisionLayer, |
| 258 | armnn::DataType::Float16>(); |
| 259 | } |
| 260 | |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 261 | BOOST_AUTO_TEST_CASE(CreateDivisionUint8Workload) |
| 262 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 263 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 264 | DivisionQueueDescriptor, |
| 265 | DivisionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 266 | armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 267 | } |
| 268 | |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 269 | BOOST_AUTO_TEST_CASE(CreateDivisionInt16Workload) |
| 270 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 271 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<>, |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 272 | DivisionQueueDescriptor, |
| 273 | DivisionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 274 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 275 | } |
| 276 | |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 277 | BOOST_AUTO_TEST_CASE(CreateDivisionInt32Workload) |
| 278 | { |
| 279 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<int32_t>, |
| 280 | DivisionQueueDescriptor, |
| 281 | DivisionLayer, |
| 282 | armnn::DataType::Signed32>(); |
| 283 | } |
| 284 | |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 285 | template <typename BatchNormalizationWorkloadType, armnn::DataType DataType> |
| 286 | static void RefCreateBatchNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 287 | { |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 288 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 289 | RefWorkloadFactory factory = GetFactory(); |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 290 | auto workload = CreateBatchNormalizationWorkloadTest<BatchNormalizationWorkloadType, DataType>(factory, |
| 291 | graph, |
| 292 | dataLayout); |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 293 | |
| 294 | TensorShape inputShape; |
| 295 | TensorShape outputShape; |
| 296 | |
| 297 | switch (dataLayout) |
| 298 | { |
| 299 | case DataLayout::NHWC: |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 300 | inputShape = { 2, 4, 4, 3 }; |
| 301 | outputShape = { 2, 4, 4, 3 }; |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 302 | break; |
| 303 | case DataLayout::NCHW: |
| 304 | default: |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 305 | inputShape = { 2, 3, 4, 4 }; |
| 306 | outputShape = { 2, 3, 4, 4 }; |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 307 | break; |
| 308 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 309 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 310 | // 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] | 311 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, DataType), TensorInfo(outputShape, DataType)); |
| 312 | } |
| 313 | |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 314 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationWithBlobFloat32Workload) |
| 315 | { |
| 316 | Graph graph; |
| 317 | RefWorkloadFactory factory = GetFactory(); |
| 318 | auto dataType = armnn::DataType::Float32; |
| 319 | auto workload = CreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, |
| 320 | armnn::DataType::Float32>(factory, graph, DataLayout::NHWC); |
| 321 | |
| 322 | TensorShape inputShape; |
| 323 | TensorShape outputShape; |
| 324 | |
| 325 | inputShape = { 2, 4, 4, 3 }; |
| 326 | outputShape = { 2, 4, 4, 3 }; |
| 327 | |
| 328 | // Checks that outputs and inputs are as we expect them (see definition of CreateBatchNormalizationWorkloadTest). |
| 329 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, dataType), TensorInfo(outputShape, dataType)); |
| 330 | } |
| 331 | |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 332 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloat32Workload) |
| 333 | { |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 334 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload,armnn::DataType::Float32> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 335 | (DataLayout::NCHW); |
| 336 | } |
| 337 | |
| 338 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloat32WorkloadNhwc) |
| 339 | { |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 340 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::Float32> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 341 | (DataLayout::NHWC); |
| 342 | } |
| 343 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 344 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloat16Workload) |
| 345 | { |
| 346 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload,armnn::DataType::Float16> |
| 347 | (DataLayout::NCHW); |
| 348 | } |
| 349 | |
| 350 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloat16WorkloadNhwc) |
| 351 | { |
| 352 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::Float16> |
| 353 | (DataLayout::NHWC); |
| 354 | } |
| 355 | |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 356 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationUint8Workload) |
| 357 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 358 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QAsymmU8> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 359 | (DataLayout::NCHW); |
| 360 | } |
| 361 | |
| 362 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationUint8WorkloadNhwc) |
| 363 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 364 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QAsymmU8> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 365 | (DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 366 | } |
| 367 | |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 368 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationInt16Workload) |
| 369 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 370 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QSymmS16> |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 371 | (DataLayout::NCHW); |
| 372 | } |
| 373 | |
| 374 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationInt16WorkloadNhwc) |
| 375 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 376 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QSymmS16> |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 377 | (DataLayout::NHWC); |
| 378 | } |
| 379 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 380 | BOOST_AUTO_TEST_CASE(CreateConvertFp16ToFp32Float32Workload) |
| 381 | { |
| 382 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 383 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 384 | auto workload = CreateConvertFp16ToFp32WorkloadTest<RefConvertFp16ToFp32Workload>(factory, graph); |
| 385 | |
| 386 | // Checks that outputs and inputs are as we expect them |
| 387 | CheckInputOutput( |
| 388 | std::move(workload), TensorInfo({1, 3, 2, 3}, DataType::Float16), TensorInfo({1, 3, 2, 3}, DataType::Float32)); |
| 389 | } |
| 390 | |
| 391 | BOOST_AUTO_TEST_CASE(CreateConvertFp32ToFp16Float16Workload) |
| 392 | { |
| 393 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 394 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 395 | auto workload = CreateConvertFp32ToFp16WorkloadTest<RefConvertFp32ToFp16Workload>(factory, graph); |
| 396 | |
| 397 | // Checks that outputs and inputs are as we expect them |
| 398 | CheckInputOutput( |
| 399 | std::move(workload), TensorInfo({1, 3, 2, 3}, DataType::Float32), TensorInfo({1, 3, 2, 3}, DataType::Float16)); |
| 400 | } |
| 401 | |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 402 | static void RefCreateConvolution2dWorkloadTest(DataLayout dataLayout = DataLayout::NCHW) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 403 | { |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 404 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 405 | RefWorkloadFactory factory = GetFactory(); |
Mike Kelly | 9b39832 | 2019-05-22 17:21:49 +0100 | [diff] [blame] | 406 | auto workload = CreateConvolution2dWorkloadTest<RefConvolution2dWorkload, DataType::Float32> |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 407 | (factory, graph, dataLayout); |
| 408 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 409 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 3, 8, 16}) |
| 410 | : std::initializer_list<unsigned int>({2, 8, 16, 3}); |
| 411 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 2, 2, 10}) |
| 412 | : std::initializer_list<unsigned int>({2, 2, 10, 2}); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 413 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 414 | // 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] | 415 | CheckInputOutput(std::move(workload), |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 416 | TensorInfo(inputShape, DataType::Float32), |
| 417 | TensorInfo(outputShape, DataType::Float32)); |
| 418 | } |
| 419 | |
| 420 | BOOST_AUTO_TEST_CASE(CreateConvolution2dFloatNchwWorkload) |
| 421 | { |
| 422 | RefCreateConvolution2dWorkloadTest(DataLayout::NCHW); |
| 423 | } |
| 424 | |
| 425 | BOOST_AUTO_TEST_CASE(CreateConvolution2dFloatNhwcWorkload) |
| 426 | { |
| 427 | RefCreateConvolution2dWorkloadTest(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 428 | } |
| 429 | |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 430 | BOOST_AUTO_TEST_CASE(CreateConvolution2dWithBlobWorkload) |
| 431 | { |
| 432 | DataLayout dataLayout = DataLayout::NHWC; |
| 433 | Graph graph; |
| 434 | RefWorkloadFactory factory = GetFactory(); |
| 435 | auto workload = CreateConvolution2dFusedActivationWithBlobWorkloadTest<RefConvolution2dWorkload, DataType::Float32> |
| 436 | (factory, graph, dataLayout); |
| 437 | |
| 438 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 3, 8, 16}) |
| 439 | : std::initializer_list<unsigned int>({2, 8, 16, 3}); |
| 440 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 2, 2, 10}) |
| 441 | : std::initializer_list<unsigned int>({2, 2, 10, 2}); |
| 442 | |
| 443 | // Checks that outputs and inputs are as we expect them (see definition of CreateConvolution2dWorkloadTest). |
| 444 | CheckInputOutput(std::move(workload), |
| 445 | TensorInfo(inputShape, DataType::Float32), |
| 446 | TensorInfo(outputShape, DataType::Float32)); |
| 447 | } |
| 448 | |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 449 | static void RefCreateDepthwiseConvolutionWorkloadTest(DataLayout dataLayout) |
| 450 | { |
| 451 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 452 | RefWorkloadFactory factory = GetFactory(); |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 453 | auto workload = CreateDepthwiseConvolution2dWorkloadTest<RefDepthwiseConvolution2dWorkload, DataType::Float32> |
| 454 | (factory, graph, dataLayout); |
| 455 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 456 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 457 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
| 458 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 459 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
| 460 | |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 461 | // Checks that inputs/outputs are as we expect them (see definition of CreateDepthwiseConvolution2dWorkloadTest). |
| 462 | CheckInputOutput(std::move(workload), |
| 463 | TensorInfo(inputShape, DataType::Float32), |
| 464 | TensorInfo(outputShape, DataType::Float32)); |
| 465 | } |
| 466 | |
| 467 | BOOST_AUTO_TEST_CASE(CreateDepthwiseConvolutionFloat32NhwcWorkload) |
| 468 | { |
| 469 | RefCreateDepthwiseConvolutionWorkloadTest(DataLayout::NHWC); |
| 470 | } |
| 471 | |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 472 | BOOST_AUTO_TEST_CASE(RefCreateFullyConnectedWithBlobWorkloadTest) |
| 473 | { |
| 474 | Graph graph; |
| 475 | RefWorkloadFactory factory = GetFactory(); |
| 476 | auto workload = CreateFullyConnectedWithBlobWorkloadTest<RefFullyConnectedWorkload, |
| 477 | armnn::DataType::Float32>(factory, graph); |
| 478 | |
| 479 | // Checks that outputs and inputs are as we expect them (see definition of CreateFullyConnectedWorkloadTest). |
| 480 | float inputsQScale = 0.0f; |
| 481 | float outputQScale = 0.0f; |
| 482 | CheckInputOutput(std::move(workload), |
| 483 | TensorInfo({ 3, 1, 4, 5 }, armnn::DataType::Float32, inputsQScale), |
| 484 | TensorInfo({ 3, 7 }, armnn::DataType::Float32, outputQScale)); |
| 485 | } |
| 486 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 487 | template <typename FullyConnectedWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 488 | static void RefCreateFullyConnectedWorkloadTest() |
| 489 | { |
| 490 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 491 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 492 | auto workload = CreateFullyConnectedWorkloadTest<FullyConnectedWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 493 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 494 | // 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] | 495 | float inputsQScale = DataType == armnn::DataType::QAsymmU8 ? 1.0f : 0.0; |
| 496 | float outputQScale = DataType == armnn::DataType::QAsymmU8 ? 2.0f : 0.0; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 497 | CheckInputOutput(std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 498 | TensorInfo({ 3, 1, 4, 5 }, DataType, inputsQScale), |
| 499 | TensorInfo({ 3, 7 }, DataType, outputQScale)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 500 | } |
| 501 | |
Francis Murtagh | 43aec58 | 2019-05-27 12:14:10 +0100 | [diff] [blame] | 502 | BOOST_AUTO_TEST_CASE(CreateFullyConnectedWorkloadFloat32) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 503 | { |
Francis Murtagh | 43aec58 | 2019-05-27 12:14:10 +0100 | [diff] [blame] | 504 | RefCreateFullyConnectedWorkloadTest<RefFullyConnectedWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 505 | } |
| 506 | |
Francis Murtagh | 43aec58 | 2019-05-27 12:14:10 +0100 | [diff] [blame] | 507 | BOOST_AUTO_TEST_CASE(CreateFullyConnectedWorkloadQuantisedAsymm8) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 508 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 509 | RefCreateFullyConnectedWorkloadTest<RefFullyConnectedWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 510 | } |
| 511 | |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 512 | BOOST_AUTO_TEST_CASE(CreateFullyConnectedWorkloadQuantisedSymm16) |
Francis Murtagh | 46c09d0 | 2019-05-28 08:15:28 +0100 | [diff] [blame] | 513 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 514 | RefCreateFullyConnectedWorkloadTest<RefFullyConnectedWorkload, armnn::DataType::QSymmS16>(); |
Francis Murtagh | 46c09d0 | 2019-05-28 08:15:28 +0100 | [diff] [blame] | 515 | } |
| 516 | |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 517 | template <typename NormalizationWorkloadType, armnn::DataType DataType> |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 518 | static void RefCreateNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 519 | { |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 520 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 521 | RefWorkloadFactory factory = GetFactory(); |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 522 | auto workload = CreateNormalizationWorkloadTest<NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
| 523 | |
| 524 | TensorShape inputShape; |
| 525 | TensorShape outputShape; |
| 526 | |
| 527 | switch (dataLayout) |
| 528 | { |
| 529 | case DataLayout::NHWC: |
| 530 | inputShape = { 3, 1, 5, 5 }; |
| 531 | outputShape = { 3, 1, 5, 5 }; |
| 532 | break; |
| 533 | case DataLayout::NCHW: |
| 534 | default: |
| 535 | inputShape = { 3, 5, 5, 1 }; |
| 536 | outputShape = { 3, 5, 5, 1 }; |
| 537 | break; |
| 538 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 539 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 540 | // 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] | 541 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, DataType), TensorInfo(outputShape, DataType)); |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 542 | } |
| 543 | |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 544 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationFloat32NchwWorkload) |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 545 | { |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 546 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 547 | } |
| 548 | |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 549 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationFloat32NhwcWorkload) |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 550 | { |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 551 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 552 | } |
| 553 | |
| 554 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationUint8NchwWorkload) |
| 555 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 556 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 557 | } |
| 558 | |
| 559 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationUint8NhwcWorkload) |
| 560 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 561 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 562 | } |
| 563 | |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 564 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationInt16NchwWorkload) |
| 565 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 566 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 567 | } |
| 568 | |
| 569 | BOOST_AUTO_TEST_CASE(CreateRefNormalizationInt16NhwcWorkload) |
| 570 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 571 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NHWC); |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 572 | } |
| 573 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 574 | template <typename Pooling2dWorkloadType, armnn::DataType DataType> |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 575 | static void RefCreatePooling2dWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 576 | { |
| 577 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 578 | RefWorkloadFactory factory = GetFactory(); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 579 | auto workload = CreatePooling2dWorkloadTest<Pooling2dWorkloadType, DataType>(factory, graph, dataLayout); |
| 580 | |
| 581 | TensorShape inputShape; |
| 582 | TensorShape outputShape; |
| 583 | |
| 584 | switch (dataLayout) |
| 585 | { |
| 586 | case DataLayout::NHWC: |
| 587 | inputShape = { 3, 5, 5, 2 }; |
| 588 | outputShape = { 3, 2, 4, 2 }; |
| 589 | break; |
| 590 | case DataLayout::NCHW: |
| 591 | default: |
| 592 | inputShape = { 3, 2, 5, 5 }; |
| 593 | outputShape = { 3, 2, 2, 4 }; |
| 594 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 595 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 596 | // 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] | 597 | CheckInputOutput(std::move(workload), |
| 598 | TensorInfo(inputShape, DataType), |
| 599 | TensorInfo(outputShape, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 600 | } |
| 601 | |
| 602 | BOOST_AUTO_TEST_CASE(CreatePooling2dFloat32Workload) |
| 603 | { |
Teresa Charlin | a3b2047 | 2019-06-06 11:12:32 +0100 | [diff] [blame] | 604 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 605 | } |
| 606 | |
| 607 | BOOST_AUTO_TEST_CASE(CreatePooling2dFloat32NhwcWorkload) |
| 608 | { |
Teresa Charlin | a3b2047 | 2019-06-06 11:12:32 +0100 | [diff] [blame] | 609 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 610 | } |
| 611 | |
| 612 | BOOST_AUTO_TEST_CASE(CreatePooling2dUint8Workload) |
| 613 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 614 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 615 | } |
| 616 | |
| 617 | BOOST_AUTO_TEST_CASE(CreatePooling2dUint8NhwcWorkload) |
| 618 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 619 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 620 | } |
| 621 | |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 622 | BOOST_AUTO_TEST_CASE(CreatePooling2dInt16Workload) |
| 623 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 624 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 625 | } |
| 626 | |
| 627 | BOOST_AUTO_TEST_CASE(CreatePooling2dInt16NhwcWorkload) |
| 628 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 629 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QSymmS16>(DataLayout::NHWC); |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 630 | } |
| 631 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 632 | template <typename SoftmaxWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 633 | static void RefCreateSoftmaxWorkloadTest() |
| 634 | { |
| 635 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 636 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 637 | auto workload = CreateSoftmaxWorkloadTest<SoftmaxWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 638 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 639 | // Checks that outputs and inputs are as we expect them (see definition of CreateSoftmaxWorkloadTest). |
Sadik Armagan | be88a57 | 2020-04-30 11:39:37 +0100 | [diff] [blame] | 640 | |
| 641 | armnn::TensorInfo tensorInfo({4, 1}, DataType); |
| 642 | if (DataType == armnn::DataType::QAsymmU8) |
| 643 | { |
| 644 | tensorInfo.SetQuantizationOffset(0); |
| 645 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 646 | } |
| 647 | else if (DataType == armnn::DataType::QAsymmS8) |
| 648 | { |
| 649 | tensorInfo.SetQuantizationOffset(-128); |
| 650 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 651 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 652 | CheckInputOutput( |
| 653 | std::move(workload), |
Sadik Armagan | be88a57 | 2020-04-30 11:39:37 +0100 | [diff] [blame] | 654 | tensorInfo, |
| 655 | tensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 656 | } |
| 657 | |
| 658 | BOOST_AUTO_TEST_CASE(CreateSoftmaxFloat32Workload) |
| 659 | { |
nikraj01 | a121de3 | 2019-05-29 10:51:05 +0100 | [diff] [blame] | 660 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 661 | } |
| 662 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 663 | BOOST_AUTO_TEST_CASE(CreateSoftmaxFloat16Workload) |
| 664 | { |
| 665 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::Float16>(); |
| 666 | } |
| 667 | |
nikraj01 | a121de3 | 2019-05-29 10:51:05 +0100 | [diff] [blame] | 668 | BOOST_AUTO_TEST_CASE(CreateSoftmaxQuantisedAsymm8Workload) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 669 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 670 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 671 | } |
| 672 | |
nikraj01 | 248683f | 2019-05-29 16:46:50 +0100 | [diff] [blame] | 673 | BOOST_AUTO_TEST_CASE(CreateSoftmaxQuantisedSymm16Workload) |
| 674 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 675 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::QSymmS16>(); |
nikraj01 | 248683f | 2019-05-29 16:46:50 +0100 | [diff] [blame] | 676 | } |
| 677 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 678 | template <typename SplitterWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 679 | static void RefCreateSplitterWorkloadTest() |
| 680 | { |
| 681 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 682 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 683 | auto workload = CreateSplitterWorkloadTest<SplitterWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 684 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 685 | // Checks that outputs are as we expect them (see definition of CreateSplitterWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 686 | SplitterQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 687 | auto inputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 688 | BOOST_TEST((inputHandle->GetTensorInfo() == TensorInfo({ 5, 7, 7 }, DataType))); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 689 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 690 | auto outputHandle0 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 691 | BOOST_TEST((outputHandle0->GetTensorInfo() == TensorInfo({ 1, 7, 7 }, DataType))); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 692 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 693 | auto outputHandle1 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[1]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 694 | BOOST_TEST((outputHandle1->GetTensorInfo() == TensorInfo({ 2, 7, 7 }, DataType))); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 695 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 696 | auto outputHandle2 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[2]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 697 | BOOST_TEST((outputHandle2->GetTensorInfo() == TensorInfo({ 2, 7, 7 }, DataType))); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 698 | } |
| 699 | |
| 700 | BOOST_AUTO_TEST_CASE(CreateSplitterFloat32Workload) |
| 701 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 702 | RefCreateSplitterWorkloadTest<RefSplitterWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 703 | } |
| 704 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 705 | BOOST_AUTO_TEST_CASE(CreateSplitterFloat16Workload) |
| 706 | { |
| 707 | RefCreateSplitterWorkloadTest<RefSplitterWorkload, armnn::DataType::Float16>(); |
| 708 | } |
| 709 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 710 | BOOST_AUTO_TEST_CASE(CreateSplitterUint8Workload) |
| 711 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 712 | RefCreateSplitterWorkloadTest<RefSplitterWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 713 | } |
| 714 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 715 | template <typename SplitterWorkloadType, typename ConcatWorkloadType, armnn::DataType DataType> |
| 716 | static void RefCreateSplitterConcatWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 717 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 718 | // 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] | 719 | // should be lined to which input of the concat layer. |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 720 | // We tested that is is possible to specify 0th output |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 721 | // of the splitter to be the 1st input to the concat and the 1st output of the splitter to be 0th input |
| 722 | // of the concat. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 723 | |
| 724 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 725 | RefWorkloadFactory factory = GetFactory(); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 726 | auto workloads = CreateSplitterConcatWorkloadTest<SplitterWorkloadType, ConcatWorkloadType, DataType> |
| 727 | (factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 728 | |
| 729 | auto wlSplitter = std::move(workloads.first); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 730 | auto wlConcat = std::move(workloads.second); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 731 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 732 | //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] | 733 | armnn::RefTensorHandle* sOut0 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 734 | armnn::RefTensorHandle* sOut1 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
| 735 | armnn::RefTensorHandle* mIn0 = dynamic_cast<armnn::RefTensorHandle*>(wlConcat->GetData().m_Inputs[0]); |
| 736 | armnn::RefTensorHandle* mIn1 = dynamic_cast<armnn::RefTensorHandle*>(wlConcat->GetData().m_Inputs[1]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 737 | |
| 738 | BOOST_TEST(sOut0); |
| 739 | BOOST_TEST(sOut1); |
| 740 | BOOST_TEST(mIn0); |
| 741 | BOOST_TEST(mIn1); |
| 742 | |
| 743 | bool validDataPointers = (sOut0 == mIn1) && (sOut1 == mIn0); |
| 744 | |
| 745 | BOOST_TEST(validDataPointers); |
| 746 | } |
| 747 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 748 | BOOST_AUTO_TEST_CASE(CreateSplitterConcatFloat32) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 749 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 750 | RefCreateSplitterConcatWorkloadTest<RefSplitterWorkload, RefConcatWorkload, DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 751 | } |
| 752 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 753 | BOOST_AUTO_TEST_CASE(CreateSplitterConcatFloat16) |
| 754 | { |
| 755 | RefCreateSplitterConcatWorkloadTest<RefSplitterWorkload, RefConcatWorkload, DataType::Float16>(); |
| 756 | } |
| 757 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 758 | BOOST_AUTO_TEST_CASE(CreateSplitterConcatUint8) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 759 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 760 | RefCreateSplitterConcatWorkloadTest<RefSplitterWorkload, RefConcatWorkload, DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 761 | } |
| 762 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 763 | template <typename SplitterWorkloadType, typename ActivationWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 764 | static void RefCreateSingleOutputMultipleInputsTest() |
| 765 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 766 | // Tests that it is possible to assign multiple (two) different layers to each of the outputs of a splitter layer. |
| 767 | // 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] | 768 | |
| 769 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 770 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 771 | std::unique_ptr<SplitterWorkloadType> wlSplitter; |
| 772 | std::unique_ptr<ActivationWorkloadType> wlActiv0_0; |
| 773 | std::unique_ptr<ActivationWorkloadType> wlActiv0_1; |
| 774 | std::unique_ptr<ActivationWorkloadType> wlActiv1_0; |
| 775 | std::unique_ptr<ActivationWorkloadType> wlActiv1_1; |
| 776 | |
| 777 | CreateSplitterMultipleInputsOneOutputWorkloadTest<SplitterWorkloadType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 778 | ActivationWorkloadType, DataType>(factory, graph, wlSplitter, wlActiv0_0, wlActiv0_1, wlActiv1_0, wlActiv1_1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 779 | |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 780 | armnn::RefTensorHandle* sOut0 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 781 | armnn::RefTensorHandle* sOut1 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
| 782 | armnn::RefTensorHandle* activ0_0Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv0_0->GetData().m_Inputs[0]); |
| 783 | armnn::RefTensorHandle* activ0_1Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv0_1->GetData().m_Inputs[0]); |
| 784 | armnn::RefTensorHandle* activ1_0Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv1_0->GetData().m_Inputs[0]); |
| 785 | 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] | 786 | |
| 787 | |
| 788 | BOOST_TEST(sOut0); |
| 789 | BOOST_TEST(sOut1); |
| 790 | BOOST_TEST(activ0_0Im); |
| 791 | BOOST_TEST(activ0_1Im); |
| 792 | BOOST_TEST(activ1_0Im); |
| 793 | BOOST_TEST(activ1_1Im); |
| 794 | |
| 795 | bool validDataPointers = (sOut0 == activ0_0Im) && (sOut0 == activ0_1Im) && |
| 796 | (sOut1 == activ1_0Im) && (sOut1 == activ1_1Im); |
| 797 | |
| 798 | BOOST_TEST(validDataPointers); |
| 799 | } |
| 800 | |
| 801 | BOOST_AUTO_TEST_CASE(CreateSingleOutputMultipleInputsFloat32) |
| 802 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 803 | RefCreateSingleOutputMultipleInputsTest<RefSplitterWorkload, RefActivationWorkload, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 804 | armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 805 | } |
| 806 | |
| 807 | BOOST_AUTO_TEST_CASE(CreateSingleOutputMultipleInputsUint8) |
| 808 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 809 | RefCreateSingleOutputMultipleInputsTest<RefSplitterWorkload, RefActivationWorkload, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 810 | armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 811 | } |
| 812 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 813 | template <typename ResizeBilinearWorkloadType, armnn::DataType DataType> |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 814 | static void RefCreateResizeBilinearTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 815 | { |
| 816 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 817 | RefWorkloadFactory factory = GetFactory(); |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 818 | auto workload = CreateResizeBilinearWorkloadTest<ResizeBilinearWorkloadType, DataType>(factory, graph, dataLayout); |
| 819 | |
| 820 | TensorShape inputShape; |
| 821 | TensorShape outputShape; |
| 822 | |
| 823 | switch (dataLayout) |
| 824 | { |
| 825 | case DataLayout::NHWC: |
| 826 | inputShape = { 2, 4, 4, 3 }; |
| 827 | outputShape = { 2, 2, 2, 3 }; |
| 828 | break; |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 829 | case DataLayout::NCHW: |
| 830 | default: |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 831 | inputShape = { 2, 3, 4, 4 }; |
| 832 | outputShape = { 2, 3, 2, 2 }; |
| 833 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 834 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 835 | // 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] | 836 | CheckInputOutput(std::move(workload), |
| 837 | TensorInfo(inputShape, DataType), |
| 838 | TensorInfo(outputShape, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 839 | } |
| 840 | |
| 841 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearFloat32) |
| 842 | { |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 843 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 844 | } |
| 845 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 846 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearFloat16) |
| 847 | { |
| 848 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 849 | } |
| 850 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 851 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearUint8) |
| 852 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 853 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 854 | } |
| 855 | |
Ellen Norris-Thompson | 3cb85f3 | 2019-06-17 11:32:49 +0100 | [diff] [blame] | 856 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearQuantisedAsymm16) |
| 857 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 858 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Ellen Norris-Thompson | 3cb85f3 | 2019-06-17 11:32:49 +0100 | [diff] [blame] | 859 | } |
| 860 | |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 861 | BOOST_AUTO_TEST_CASE(CreateResizeBilinearFloat32Nhwc) |
| 862 | { |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 863 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 864 | } |
| 865 | |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 866 | template <typename BatchToSpaceNdWorkloadType, armnn::DataType DataType> |
| 867 | static void RefCreateBatchToSpaceNdTest() |
| 868 | { |
| 869 | Graph graph; |
| 870 | RefWorkloadFactory factory; |
| 871 | |
| 872 | auto workload = CreateBatchToSpaceNdWorkloadTest<BatchToSpaceNdWorkloadType, DataType>(factory, graph); |
| 873 | |
| 874 | CheckInputOutput(std::move(workload), |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 875 | TensorInfo({ 1, 1, 1, 1 }, DataType), |
| 876 | TensorInfo({ 1, 1, 1, 1 }, DataType)); |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 877 | } |
| 878 | |
| 879 | BOOST_AUTO_TEST_CASE(CreateBatchToSpaceNdFloat32) |
| 880 | { |
| 881 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::Float32>(); |
| 882 | } |
| 883 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 884 | BOOST_AUTO_TEST_CASE(CreateBatchToSpaceNdFloat16) |
| 885 | { |
| 886 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::Float16>(); |
| 887 | } |
| 888 | |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 889 | BOOST_AUTO_TEST_CASE(CreateBatchToSpaceNdUint8) |
| 890 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 891 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::QAsymmU8>(); |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 892 | } |
| 893 | |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 894 | BOOST_AUTO_TEST_CASE(CreateBatchToSpaceNdQSymm16) |
| 895 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 896 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::QSymmS16>(); |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 897 | } |
| 898 | |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 899 | template <typename L2NormalizationWorkloadType, armnn::DataType DataType> |
| 900 | static void RefCreateL2NormalizationTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 901 | { |
| 902 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 903 | RefWorkloadFactory factory = GetFactory(); |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 904 | auto workload = |
| 905 | CreateL2NormalizationWorkloadTest<L2NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
| 906 | |
| 907 | TensorShape inputShape; |
| 908 | TensorShape outputShape; |
| 909 | |
| 910 | switch (dataLayout) |
| 911 | { |
| 912 | case DataLayout::NHWC: |
| 913 | inputShape = { 5, 50, 67, 20 }; |
| 914 | outputShape = { 5, 50, 67, 20 }; |
| 915 | break; |
| 916 | case DataLayout::NCHW: |
| 917 | default: |
| 918 | inputShape = { 5, 20, 50, 67 }; |
| 919 | outputShape = { 5, 20, 50, 67 }; |
| 920 | break; |
| 921 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 922 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 923 | // 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] | 924 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, DataType), TensorInfo(outputShape, DataType)); |
| 925 | } |
| 926 | |
| 927 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationFloat32) |
| 928 | { |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 929 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 930 | } |
| 931 | |
| 932 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationFloat32Nhwc) |
| 933 | { |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 934 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 935 | } |
| 936 | |
| 937 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationInt16) |
| 938 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 939 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 940 | } |
| 941 | |
| 942 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationInt16Nhwc) |
| 943 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 944 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 945 | } |
| 946 | |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 947 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationUint8) |
| 948 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 949 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 950 | } |
| 951 | |
| 952 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationUint8Nhwc) |
| 953 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 954 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 955 | } |
| 956 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 957 | template <typename ReshapeWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 958 | static void RefCreateReshapeWorkloadTest() |
| 959 | { |
| 960 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 961 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 962 | auto workload = CreateReshapeWorkloadTest<ReshapeWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 963 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 964 | // 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] | 965 | CheckInputOutput( |
| 966 | std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 967 | TensorInfo({ 4, 1 }, DataType), |
| 968 | TensorInfo({ 1, 4 }, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 969 | } |
| 970 | |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 971 | BOOST_AUTO_TEST_CASE(CreateReshapeWorkloadFloat32) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 972 | { |
Nina Drozd | 2f2778f | 2019-05-27 10:37:05 +0100 | [diff] [blame] | 973 | RefCreateReshapeWorkloadTest<RefReshapeWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 974 | } |
| 975 | |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 976 | BOOST_AUTO_TEST_CASE(CreateReshapeWorkloadQuantisedAsymm8) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 977 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 978 | RefCreateReshapeWorkloadTest<RefReshapeWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 979 | } |
| 980 | |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 981 | BOOST_AUTO_TEST_CASE(CreateReshapeWorkloadQuantisedSymm16) |
| 982 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 983 | RefCreateReshapeWorkloadTest<RefReshapeWorkload, armnn::DataType::QSymmS16>(); |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 984 | } |
| 985 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 986 | template <typename ConcatWorkloadType, armnn::DataType DataType> |
| 987 | static void RefCreateConcatWorkloadTest(const armnn::TensorShape& outputShape, |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 988 | unsigned int concatAxis) |
| 989 | { |
| 990 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 991 | RefWorkloadFactory factory = GetFactory(); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 992 | auto workload = CreateConcatWorkloadTest<ConcatWorkloadType, DataType>(factory, graph, outputShape, concatAxis); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 993 | |
| 994 | CheckInputsOutput(std::move(workload), |
| 995 | TensorInfo({ 2, 3, 2, 5 }, DataType), |
| 996 | TensorInfo({ 2, 3, 2, 5 }, DataType), |
| 997 | TensorInfo(outputShape, DataType)); |
| 998 | } |
| 999 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1000 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1001 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1002 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 4, 3, 2, 5 }, 0); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1003 | } |
| 1004 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1005 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Float16Workload) |
| 1006 | { |
| 1007 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float16>({ 4, 3, 2, 5 }, 0); |
| 1008 | } |
| 1009 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1010 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Uint8Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1011 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1012 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 4, 3, 2, 5 }, 0); |
Jim Flynn | cbb66aa | 2019-05-15 13:03:54 +0100 | [diff] [blame] | 1013 | } |
| 1014 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1015 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Uint16Workload) |
Jim Flynn | cbb66aa | 2019-05-15 13:03:54 +0100 | [diff] [blame] | 1016 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1017 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QSymmS16>({ 4, 3, 2, 5 }, 0); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1018 | } |
| 1019 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1020 | BOOST_AUTO_TEST_CASE(CreateConcatDim1Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1021 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1022 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 2, 6, 2, 5 }, 1); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1023 | } |
| 1024 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1025 | BOOST_AUTO_TEST_CASE(CreateConcatDim1Uint8Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1026 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1027 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 6, 2, 5 }, 1); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1028 | } |
| 1029 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1030 | BOOST_AUTO_TEST_CASE(CreateConcatDim2Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1031 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1032 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 2, 3, 4, 5 }, 2); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1033 | } |
| 1034 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1035 | BOOST_AUTO_TEST_CASE(CreateConcatDim2Uint8Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1036 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1037 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 4, 5 }, 2); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1038 | } |
| 1039 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1040 | BOOST_AUTO_TEST_CASE(CreateConcatDim3Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1041 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1042 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 2, 3, 2, 10 }, 3); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1043 | } |
| 1044 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1045 | BOOST_AUTO_TEST_CASE(CreateConcatDim3Uint8Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1046 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1047 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 2, 10 }, 3); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1048 | } |
| 1049 | |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1050 | template <typename ConstantWorkloadType, armnn::DataType DataType> |
| 1051 | static void RefCreateConstantWorkloadTest(const armnn::TensorShape& outputShape) |
| 1052 | { |
| 1053 | armnn::Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 1054 | RefWorkloadFactory factory = GetFactory(); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1055 | auto workload = CreateConstantWorkloadTest<ConstantWorkloadType, DataType>(factory, graph, outputShape); |
| 1056 | |
| 1057 | // Check output is as expected |
| 1058 | auto queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1059 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1060 | BOOST_TEST((outputHandle->GetTensorInfo() == TensorInfo(outputShape, DataType))); |
| 1061 | } |
| 1062 | |
| 1063 | BOOST_AUTO_TEST_CASE(CreateConstantUint8Workload) |
| 1064 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1065 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 2, 10 }); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1066 | } |
| 1067 | |
| 1068 | BOOST_AUTO_TEST_CASE(CreateConstantInt16Workload) |
| 1069 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1070 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::QSymmS16>({ 2, 3, 2, 10 }); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1071 | } |
| 1072 | |
| 1073 | BOOST_AUTO_TEST_CASE(CreateConstantFloat32Workload) |
| 1074 | { |
| 1075 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::Float32>({ 2, 3, 2, 10 }); |
| 1076 | } |
| 1077 | |
| 1078 | BOOST_AUTO_TEST_CASE(CreateConstantSigned32Workload) |
| 1079 | { |
| 1080 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::Signed32>({ 2, 3, 2, 10 }); |
| 1081 | } |
| 1082 | |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1083 | static void RefCreatePreluWorkloadTest(const armnn::TensorShape& inputShape, |
| 1084 | const armnn::TensorShape& alphaShape, |
| 1085 | const armnn::TensorShape& outputShape, |
| 1086 | armnn::DataType dataType) |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1087 | { |
| 1088 | armnn::Graph graph; |
| 1089 | RefWorkloadFactory factory; |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1090 | auto workload = CreatePreluWorkloadTest<RefPreluWorkload>(factory, |
| 1091 | graph, |
| 1092 | inputShape, |
| 1093 | alphaShape, |
| 1094 | outputShape, |
| 1095 | dataType); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1096 | |
| 1097 | // Check output is as expected |
| 1098 | auto queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1099 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1100 | BOOST_TEST((outputHandle->GetTensorInfo() == TensorInfo(outputShape, dataType))); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1101 | } |
| 1102 | |
| 1103 | BOOST_AUTO_TEST_CASE(CreatePreluFloat32Workload) |
| 1104 | { |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1105 | 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] | 1106 | } |
| 1107 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1108 | BOOST_AUTO_TEST_CASE(CreatePreluFloat16Workload) |
| 1109 | { |
| 1110 | RefCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, armnn::DataType::Float16); |
| 1111 | } |
| 1112 | |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1113 | BOOST_AUTO_TEST_CASE(CreatePreluUint8Workload) |
| 1114 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1115 | 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] | 1116 | } |
| 1117 | |
| 1118 | BOOST_AUTO_TEST_CASE(CreatePreluInt16Workload) |
| 1119 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1120 | 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] | 1121 | } |
| 1122 | |
| 1123 | BOOST_AUTO_TEST_CASE(CreatePreluFloat32NoBroadcastWorkload) |
| 1124 | { |
| 1125 | BOOST_CHECK_THROW(RefCreatePreluWorkloadTest({ 1, 4, 7, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, |
| 1126 | armnn::DataType::Float32), |
| 1127 | armnn::InvalidArgumentException); |
| 1128 | } |
| 1129 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1130 | BOOST_AUTO_TEST_CASE(CreatePreluFloat16NoBroadcastWorkload) |
| 1131 | { |
| 1132 | BOOST_CHECK_THROW(RefCreatePreluWorkloadTest({ 1, 4, 7, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, |
| 1133 | armnn::DataType::Float16), |
| 1134 | armnn::InvalidArgumentException); |
| 1135 | } |
| 1136 | |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1137 | BOOST_AUTO_TEST_CASE(CreatePreluUint8NoBroadcastWorkload) |
| 1138 | { |
| 1139 | 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] | 1140 | armnn::DataType::QAsymmU8), |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1141 | armnn::InvalidArgumentException); |
| 1142 | } |
| 1143 | |
| 1144 | BOOST_AUTO_TEST_CASE(CreatePreluInt16NoBroadcastWorkload) |
| 1145 | { |
| 1146 | 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] | 1147 | armnn::DataType::QSymmS16), |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1148 | armnn::InvalidArgumentException); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1149 | } |
| 1150 | |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1151 | template <typename SpaceToDepthWorkloadType, armnn::DataType DataType> |
| 1152 | static void RefCreateSpaceToDepthWorkloadTest() |
| 1153 | { |
| 1154 | Graph graph; |
| 1155 | RefWorkloadFactory factory; |
| 1156 | |
| 1157 | auto workload = CreateSpaceToDepthWorkloadTest<SpaceToDepthWorkloadType, DataType>(factory, graph); |
| 1158 | |
| 1159 | CheckInputOutput(std::move(workload), |
| 1160 | TensorInfo({ 1, 2, 2, 1 }, DataType), |
| 1161 | TensorInfo({ 1, 1, 1, 4 }, DataType)); |
| 1162 | } |
| 1163 | |
| 1164 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthWorkloadFloat32) |
| 1165 | { |
| 1166 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::Float32>(); |
| 1167 | } |
| 1168 | |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1169 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthWorkloadFloat16) |
| 1170 | { |
| 1171 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::Float16>(); |
| 1172 | } |
| 1173 | |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1174 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthWorkloadQASymm8) |
| 1175 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1176 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::QAsymmU8>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1177 | } |
| 1178 | |
| 1179 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthWorkloadQSymm16) |
| 1180 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1181 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::QSymmS16>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1182 | } |
| 1183 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1184 | template <armnn::DataType DataType> |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1185 | static void RefCreateStackWorkloadTest(const armnn::TensorShape& inputShape, |
| 1186 | const armnn::TensorShape& outputShape, |
| 1187 | unsigned int axis, |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1188 | unsigned int numInputs) |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1189 | { |
| 1190 | armnn::Graph graph; |
| 1191 | RefWorkloadFactory factory; |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1192 | auto workload = CreateStackWorkloadTest<RefStackWorkload, DataType>(factory, |
| 1193 | graph, |
| 1194 | inputShape, |
| 1195 | outputShape, |
| 1196 | axis, |
| 1197 | numInputs); |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1198 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1199 | // Check inputs and output are as expected |
| 1200 | StackQueueDescriptor queueDescriptor = workload->GetData(); |
| 1201 | for (unsigned int i = 0; i < numInputs; ++i) |
| 1202 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1203 | auto inputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[i]); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1204 | BOOST_TEST((inputHandle->GetTensorInfo() == TensorInfo(inputShape, DataType))); |
| 1205 | } |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1206 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1207 | BOOST_TEST((outputHandle->GetTensorInfo() == TensorInfo(outputShape, DataType))); |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1208 | } |
| 1209 | |
| 1210 | BOOST_AUTO_TEST_CASE(CreateStackFloat32Workload) |
| 1211 | { |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1212 | 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] | 1213 | } |
| 1214 | |
| 1215 | BOOST_AUTO_TEST_CASE(CreateStackUint8Workload) |
| 1216 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1217 | 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] | 1218 | } |
| 1219 | |
| 1220 | BOOST_AUTO_TEST_CASE(CreateStackUint16Workload) |
| 1221 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1222 | 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] | 1223 | } |
| 1224 | |
James Conroy | 4f1f899 | 2020-04-29 20:01:10 +0100 | [diff] [blame] | 1225 | template <typename QLstmWorkloadType> |
| 1226 | static void RefCreateQLstmWorkloadTest() |
| 1227 | { |
| 1228 | Graph graph; |
| 1229 | RefWorkloadFactory factory; |
| 1230 | |
| 1231 | auto workload = CreateQLstmWorkloadTest<QLstmWorkloadType>(factory, graph); |
| 1232 | |
| 1233 | armnn::TensorInfo inputInfo({2 , 4}, armnn::DataType::QAsymmS8, 0.0078125f, 0); |
| 1234 | |
| 1235 | armnn::TensorInfo cellStateInfo({2 , 4}, armnn::DataType::QSymmS16, 3.05176e-05f, 0); |
| 1236 | |
| 1237 | armnn::TensorInfo outputInfo({2 , 4}, armnn::DataType::QAsymmS8, 0.007f, 0); |
| 1238 | |
| 1239 | QLstmQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | aaf9a8f | 2020-07-01 16:35:35 +0100 | [diff] [blame] | 1240 | auto inputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1241 | auto cellStateOutHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[1]); |
| 1242 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[2]); |
James Conroy | 4f1f899 | 2020-04-29 20:01:10 +0100 | [diff] [blame] | 1243 | |
| 1244 | BOOST_TEST((inputHandle->GetTensorInfo() == inputInfo)); |
| 1245 | BOOST_TEST((cellStateOutHandle->GetTensorInfo() == cellStateInfo)); |
| 1246 | BOOST_TEST((outputHandle->GetTensorInfo() == outputInfo)); |
| 1247 | } |
| 1248 | |
Rob Hughes | 985ef1f | 2020-05-19 16:31:10 +0100 | [diff] [blame] | 1249 | BOOST_AUTO_TEST_CASE(CreateQLstmWorkload) |
James Conroy | 4f1f899 | 2020-04-29 20:01:10 +0100 | [diff] [blame] | 1250 | { |
| 1251 | RefCreateQLstmWorkloadTest<RefQLstmWorkload>(); |
| 1252 | } |
| 1253 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1254 | BOOST_AUTO_TEST_SUITE_END() |