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