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 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 13 | #include <doctest/doctest.h> |
| 14 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 15 | namespace |
| 16 | { |
| 17 | |
| 18 | template<typename Workload> |
| 19 | void CheckInputOutput(std::unique_ptr<Workload> workload, const TensorInfo& inputInfo, const TensorInfo& outputInfo) |
| 20 | { |
| 21 | auto queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 22 | auto inputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 23 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 24 | CHECK((inputHandle->GetTensorInfo() == inputInfo)); |
| 25 | CHECK((outputHandle->GetTensorInfo() == outputInfo)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 26 | } |
| 27 | |
| 28 | template <typename Workload> |
| 29 | void CheckInputsOutput(std::unique_ptr<Workload> workload, |
| 30 | const TensorInfo& inputInfo0, |
| 31 | const TensorInfo& inputInfo1, |
| 32 | const TensorInfo& outputInfo) |
| 33 | { |
| 34 | auto queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 35 | auto inputHandle0 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 36 | auto inputHandle1 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 37 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 38 | CHECK((inputHandle0->GetTensorInfo() == inputInfo0)); |
| 39 | CHECK((inputHandle1->GetTensorInfo() == inputInfo1)); |
| 40 | CHECK((outputHandle->GetTensorInfo() == outputInfo)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 41 | } |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 42 | |
| 43 | armnn::RefWorkloadFactory GetFactory() |
| 44 | { |
| 45 | std::shared_ptr<RefMemoryManager> memoryManager = std::make_shared<RefMemoryManager>(); |
| 46 | return RefWorkloadFactory(memoryManager); |
| 47 | } |
| 48 | |
| 49 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 50 | } |
| 51 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 52 | TEST_SUITE("CreateWorkloadRef") |
| 53 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 54 | template <typename ActivationWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 55 | static void RefCreateActivationWorkloadTest() |
| 56 | { |
| 57 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 58 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 59 | auto workload = CreateActivationWorkloadTest<ActivationWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 60 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 61 | // Checks that outputs are as we expect them (see definition of CreateActivationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 62 | CheckInputOutput(std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 63 | TensorInfo({ 1, 1 }, DataType), |
| 64 | TensorInfo({ 1, 1 }, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 65 | } |
| 66 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 67 | TEST_CASE("CreateActivationFloat32Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 68 | { |
Nattapat Chaimanowong | ae2c5f0 | 2019-04-24 16:19:57 +0100 | [diff] [blame] | 69 | RefCreateActivationWorkloadTest<RefActivationWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 70 | } |
| 71 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 72 | TEST_CASE("CreateActivationUint8Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 73 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 74 | RefCreateActivationWorkloadTest<RefActivationWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 75 | } |
| 76 | |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 77 | template <typename WorkloadType, |
| 78 | typename DescriptorType, |
| 79 | typename LayerType, |
| 80 | armnn::DataType DataType> |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 81 | static void RefCreateElementwiseWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 82 | { |
| 83 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 84 | RefWorkloadFactory factory = GetFactory(); |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 85 | auto workload = CreateElementwiseWorkloadTest<WorkloadType, DescriptorType, LayerType, DataType>( |
| 86 | factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 87 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 88 | CheckInputsOutput(std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 89 | TensorInfo({ 2, 3 }, DataType), |
| 90 | TensorInfo({ 2, 3 }, DataType), |
| 91 | TensorInfo({ 2, 3 }, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 92 | } |
| 93 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 94 | TEST_CASE("CreateSubtractionWorkloadWithBlobTest") |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 95 | { |
| 96 | Graph graph; |
| 97 | RefWorkloadFactory factory = GetFactory(); |
| 98 | armnn::DataType DataType = armnn::DataType::Float32; |
| 99 | |
| 100 | auto workload = CreateSubtractionWithBlobWorkloadTest<RefSubtractionWorkload<>, |
| 101 | SubtractionQueueDescriptor, |
| 102 | armnn::DataType::Float32> |
| 103 | (factory, graph); |
| 104 | |
| 105 | CheckInputsOutput(std::move(workload), |
| 106 | TensorInfo({ 2, 3 }, DataType), |
| 107 | TensorInfo({ 2, 3 }, DataType), |
| 108 | TensorInfo({ 2, 3 }, DataType)); |
| 109 | } |
| 110 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 111 | TEST_CASE("CreateAdditionWorkloadWithBlobTest") |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 112 | { |
| 113 | Graph graph; |
| 114 | RefWorkloadFactory factory = GetFactory(); |
| 115 | armnn::DataType DataType = armnn::DataType::Float32; |
| 116 | |
| 117 | auto workload = CreateAdditionWithBlobWorkloadTest<RefAdditionWorkload<>, |
| 118 | AdditionQueueDescriptor, |
| 119 | armnn::DataType::Float32>(factory, graph); |
| 120 | |
| 121 | CheckInputsOutput(std::move(workload), |
| 122 | TensorInfo({ 2, 3 }, DataType), |
| 123 | TensorInfo({ 2, 3 }, DataType), |
| 124 | TensorInfo({ 2, 3 }, DataType)); |
| 125 | } |
| 126 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 127 | TEST_CASE("CreateMultiplicationWorkloadWithBlobTest") |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 128 | { |
| 129 | Graph graph; |
| 130 | RefWorkloadFactory factory = GetFactory(); |
| 131 | armnn::DataType DataType = armnn::DataType::Float32; |
| 132 | |
| 133 | auto workload = CreateMultiplicationWithBlobWorkloadTest<RefMultiplicationWorkload<>, |
| 134 | MultiplicationQueueDescriptor, |
| 135 | armnn::DataType::Float32>(factory, graph); |
| 136 | |
| 137 | CheckInputsOutput(std::move(workload), |
| 138 | TensorInfo({2, 3}, DataType), |
| 139 | TensorInfo({2, 3}, DataType), |
| 140 | TensorInfo({2, 3}, DataType)); |
| 141 | } |
| 142 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 143 | TEST_CASE("CreateAdditionFloatWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 144 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 145 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 146 | AdditionQueueDescriptor, |
| 147 | AdditionLayer, |
| 148 | armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 149 | } |
| 150 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 151 | TEST_CASE("CreateAdditionUint8Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 152 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 153 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 154 | AdditionQueueDescriptor, |
| 155 | AdditionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 156 | armnn::DataType::QAsymmU8>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 157 | } |
| 158 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 159 | TEST_CASE("CreateAdditionInt16Workload") |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 160 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 161 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload<>, |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 162 | AdditionQueueDescriptor, |
| 163 | AdditionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 164 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 165 | } |
| 166 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 167 | TEST_CASE("CreateAdditionInt32Workload") |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 168 | { |
| 169 | RefCreateElementwiseWorkloadTest<RefAdditionWorkload<int32_t>, |
| 170 | AdditionQueueDescriptor, |
| 171 | AdditionLayer, |
| 172 | armnn::DataType::Signed32>(); |
| 173 | } |
| 174 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 175 | TEST_CASE("CreateSubtractionFloat32Workload") |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 176 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 177 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 178 | SubtractionQueueDescriptor, |
| 179 | SubtractionLayer, |
| 180 | armnn::DataType::Float32>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 181 | } |
| 182 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 183 | TEST_CASE("CreateSubtractionFloat16Workload") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 184 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 185 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<>, |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 186 | SubtractionQueueDescriptor, |
| 187 | SubtractionLayer, |
| 188 | armnn::DataType::Float16>(); |
| 189 | } |
| 190 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 191 | TEST_CASE("CreateSubtractionUint8Workload") |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 192 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 193 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 194 | SubtractionQueueDescriptor, |
| 195 | SubtractionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 196 | armnn::DataType::QAsymmU8>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 197 | } |
| 198 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 199 | TEST_CASE("CreateSubtractionInt16Workload") |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 200 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 201 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<>, |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 202 | SubtractionQueueDescriptor, |
| 203 | SubtractionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 204 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 205 | } |
| 206 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 207 | TEST_CASE("CreateSubtractionInt32Workload") |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 208 | { |
| 209 | RefCreateElementwiseWorkloadTest<RefSubtractionWorkload<int32_t>, |
| 210 | SubtractionQueueDescriptor, |
| 211 | SubtractionLayer, |
| 212 | armnn::DataType::Signed32>(); |
| 213 | } |
| 214 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 215 | TEST_CASE("CreateMultiplicationFloatWorkload") |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 216 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 217 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 218 | MultiplicationQueueDescriptor, |
| 219 | MultiplicationLayer, |
| 220 | armnn::DataType::Float32>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 221 | } |
| 222 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 223 | TEST_CASE("CreateMultiplicationUint8Workload") |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 224 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 225 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 226 | MultiplicationQueueDescriptor, |
| 227 | MultiplicationLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 228 | armnn::DataType::QAsymmU8>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 229 | } |
| 230 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 231 | TEST_CASE("CreateMultiplicationInt16Workload") |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 232 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 233 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload<>, |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 234 | MultiplicationQueueDescriptor, |
| 235 | MultiplicationLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 236 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 237 | } |
| 238 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 239 | TEST_CASE("CreateMultiplicationInt32Workload") |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 240 | { |
| 241 | RefCreateElementwiseWorkloadTest<RefMultiplicationWorkload<int32_t>, |
| 242 | MultiplicationQueueDescriptor, |
| 243 | MultiplicationLayer, |
| 244 | armnn::DataType::Signed32>(); |
| 245 | } |
| 246 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 247 | TEST_CASE("CreateDivisionFloat32Workload") |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 248 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 249 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 250 | DivisionQueueDescriptor, |
| 251 | DivisionLayer, |
| 252 | armnn::DataType::Float32>(); |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 253 | } |
| 254 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 255 | TEST_CASE("CreateDivisionFloat16Workload") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 256 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 257 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<>, |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 258 | DivisionQueueDescriptor, |
| 259 | DivisionLayer, |
| 260 | armnn::DataType::Float16>(); |
| 261 | } |
| 262 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 263 | TEST_CASE("CreateDivisionUint8Workload") |
David Beck | bc39245 | 2018-09-10 14:47:28 +0100 | [diff] [blame] | 264 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 265 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<>, |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 266 | DivisionQueueDescriptor, |
| 267 | DivisionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 268 | armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 269 | } |
| 270 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 271 | TEST_CASE("CreateDivisionInt16Workload") |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 272 | { |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 273 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<>, |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 274 | DivisionQueueDescriptor, |
| 275 | DivisionLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 276 | armnn::DataType::QSymmS16>(); |
Sadik Armagan | 2999a02 | 2019-04-09 14:20:12 +0100 | [diff] [blame] | 277 | } |
| 278 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 279 | TEST_CASE("CreateDivisionInt32Workload") |
Finn Williams | cbd2c23 | 2020-06-22 15:58:32 +0100 | [diff] [blame] | 280 | { |
| 281 | RefCreateElementwiseWorkloadTest<RefDivisionWorkload<int32_t>, |
| 282 | DivisionQueueDescriptor, |
| 283 | DivisionLayer, |
| 284 | armnn::DataType::Signed32>(); |
| 285 | } |
| 286 | |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 287 | template <typename BatchNormalizationWorkloadType, armnn::DataType DataType> |
| 288 | static void RefCreateBatchNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 289 | { |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 290 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 291 | RefWorkloadFactory factory = GetFactory(); |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 292 | auto workload = CreateBatchNormalizationWorkloadTest<BatchNormalizationWorkloadType, DataType>(factory, |
| 293 | graph, |
| 294 | dataLayout); |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 295 | |
| 296 | TensorShape inputShape; |
| 297 | TensorShape outputShape; |
| 298 | |
| 299 | switch (dataLayout) |
| 300 | { |
| 301 | case DataLayout::NHWC: |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 302 | inputShape = { 2, 4, 4, 3 }; |
| 303 | outputShape = { 2, 4, 4, 3 }; |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 304 | break; |
| 305 | case DataLayout::NCHW: |
| 306 | default: |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 307 | inputShape = { 2, 3, 4, 4 }; |
| 308 | outputShape = { 2, 3, 4, 4 }; |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 309 | break; |
| 310 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 311 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 312 | // 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] | 313 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, DataType), TensorInfo(outputShape, DataType)); |
| 314 | } |
| 315 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 316 | TEST_CASE("CreateBatchNormalizationWithBlobFloat32Workload") |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 317 | { |
| 318 | Graph graph; |
| 319 | RefWorkloadFactory factory = GetFactory(); |
| 320 | auto dataType = armnn::DataType::Float32; |
| 321 | auto workload = CreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, |
| 322 | armnn::DataType::Float32>(factory, graph, DataLayout::NHWC); |
| 323 | |
| 324 | TensorShape inputShape; |
| 325 | TensorShape outputShape; |
| 326 | |
| 327 | inputShape = { 2, 4, 4, 3 }; |
| 328 | outputShape = { 2, 4, 4, 3 }; |
| 329 | |
| 330 | // Checks that outputs and inputs are as we expect them (see definition of CreateBatchNormalizationWorkloadTest). |
| 331 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, dataType), TensorInfo(outputShape, dataType)); |
| 332 | } |
| 333 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 334 | TEST_CASE("CreateBatchNormalizationFloat32Workload") |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 335 | { |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 336 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload,armnn::DataType::Float32> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 337 | (DataLayout::NCHW); |
| 338 | } |
| 339 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 340 | TEST_CASE("CreateBatchNormalizationFloat32WorkloadNhwc") |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 341 | { |
Matteo Martincigh | 3122bd5 | 2019-06-03 16:54:25 +0100 | [diff] [blame] | 342 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::Float32> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 343 | (DataLayout::NHWC); |
| 344 | } |
| 345 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 346 | TEST_CASE("CreateBatchNormalizationFloat16Workload") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 347 | { |
| 348 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload,armnn::DataType::Float16> |
| 349 | (DataLayout::NCHW); |
| 350 | } |
| 351 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 352 | TEST_CASE("CreateBatchNormalizationFloat16WorkloadNhwc") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 353 | { |
| 354 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::Float16> |
| 355 | (DataLayout::NHWC); |
| 356 | } |
| 357 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 358 | TEST_CASE("CreateBatchNormalizationUint8Workload") |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 359 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 360 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QAsymmU8> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 361 | (DataLayout::NCHW); |
| 362 | } |
| 363 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 364 | TEST_CASE("CreateBatchNormalizationUint8WorkloadNhwc") |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 365 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 366 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QAsymmU8> |
Matteo Martincigh | 3dc4303 | 2018-10-18 10:55:19 +0100 | [diff] [blame] | 367 | (DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 368 | } |
| 369 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 370 | TEST_CASE("CreateBatchNormalizationInt16Workload") |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 371 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 372 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QSymmS16> |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 373 | (DataLayout::NCHW); |
| 374 | } |
| 375 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 376 | TEST_CASE("CreateBatchNormalizationInt16WorkloadNhwc") |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 377 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 378 | RefCreateBatchNormalizationWorkloadTest<RefBatchNormalizationWorkload, armnn::DataType::QSymmS16> |
Matteo Martincigh | f550713 | 2019-06-04 10:59:47 +0100 | [diff] [blame] | 379 | (DataLayout::NHWC); |
| 380 | } |
| 381 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 382 | TEST_CASE("CreateConvertFp16ToFp32Float32Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 383 | { |
| 384 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 385 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 386 | auto workload = CreateConvertFp16ToFp32WorkloadTest<RefConvertFp16ToFp32Workload>(factory, graph); |
| 387 | |
| 388 | // Checks that outputs and inputs are as we expect them |
| 389 | CheckInputOutput( |
| 390 | std::move(workload), TensorInfo({1, 3, 2, 3}, DataType::Float16), TensorInfo({1, 3, 2, 3}, DataType::Float32)); |
| 391 | } |
| 392 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 393 | TEST_CASE("CreateConvertFp32ToFp16Float16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 394 | { |
| 395 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 396 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 397 | auto workload = CreateConvertFp32ToFp16WorkloadTest<RefConvertFp32ToFp16Workload>(factory, graph); |
| 398 | |
| 399 | // Checks that outputs and inputs are as we expect them |
| 400 | CheckInputOutput( |
| 401 | std::move(workload), TensorInfo({1, 3, 2, 3}, DataType::Float32), TensorInfo({1, 3, 2, 3}, DataType::Float16)); |
| 402 | } |
| 403 | |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 404 | static void RefCreateConvolution2dWorkloadTest(DataLayout dataLayout = DataLayout::NCHW) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 405 | { |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 406 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 407 | RefWorkloadFactory factory = GetFactory(); |
Mike Kelly | 9b39832 | 2019-05-22 17:21:49 +0100 | [diff] [blame] | 408 | auto workload = CreateConvolution2dWorkloadTest<RefConvolution2dWorkload, DataType::Float32> |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 409 | (factory, graph, dataLayout); |
| 410 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 411 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 3, 8, 16}) |
| 412 | : std::initializer_list<unsigned int>({2, 8, 16, 3}); |
| 413 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 2, 2, 10}) |
| 414 | : std::initializer_list<unsigned int>({2, 2, 10, 2}); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 415 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 416 | // 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] | 417 | CheckInputOutput(std::move(workload), |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 418 | TensorInfo(inputShape, DataType::Float32), |
| 419 | TensorInfo(outputShape, DataType::Float32)); |
| 420 | } |
| 421 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 422 | TEST_CASE("CreateConvolution2dFloatNchwWorkload") |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 423 | { |
| 424 | RefCreateConvolution2dWorkloadTest(DataLayout::NCHW); |
| 425 | } |
| 426 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 427 | TEST_CASE("CreateConvolution2dFloatNhwcWorkload") |
Nikhil Raj | e4dfd6e | 2018-10-18 10:11:04 +0100 | [diff] [blame] | 428 | { |
| 429 | RefCreateConvolution2dWorkloadTest(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 430 | } |
| 431 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 432 | TEST_CASE("CreateConvolution2dWithBlobWorkload") |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 433 | { |
| 434 | DataLayout dataLayout = DataLayout::NHWC; |
| 435 | Graph graph; |
| 436 | RefWorkloadFactory factory = GetFactory(); |
| 437 | auto workload = CreateConvolution2dFusedActivationWithBlobWorkloadTest<RefConvolution2dWorkload, DataType::Float32> |
| 438 | (factory, graph, dataLayout); |
| 439 | |
| 440 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 3, 8, 16}) |
| 441 | : std::initializer_list<unsigned int>({2, 8, 16, 3}); |
| 442 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 2, 2, 10}) |
| 443 | : std::initializer_list<unsigned int>({2, 2, 10, 2}); |
| 444 | |
| 445 | // Checks that outputs and inputs are as we expect them (see definition of CreateConvolution2dWorkloadTest). |
| 446 | CheckInputOutput(std::move(workload), |
| 447 | TensorInfo(inputShape, DataType::Float32), |
| 448 | TensorInfo(outputShape, DataType::Float32)); |
| 449 | } |
| 450 | |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 451 | static void RefCreateDepthwiseConvolutionWorkloadTest(DataLayout dataLayout) |
| 452 | { |
| 453 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 454 | RefWorkloadFactory factory = GetFactory(); |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 455 | auto workload = CreateDepthwiseConvolution2dWorkloadTest<RefDepthwiseConvolution2dWorkload, DataType::Float32> |
| 456 | (factory, graph, dataLayout); |
| 457 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 458 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 459 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
| 460 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 461 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
| 462 | |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 463 | // Checks that inputs/outputs are as we expect them (see definition of CreateDepthwiseConvolution2dWorkloadTest). |
| 464 | CheckInputOutput(std::move(workload), |
| 465 | TensorInfo(inputShape, DataType::Float32), |
| 466 | TensorInfo(outputShape, DataType::Float32)); |
| 467 | } |
| 468 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 469 | TEST_CASE("CreateDepthwiseConvolutionFloat32NhwcWorkload") |
Ruomei Yan | 495852f | 2019-05-23 11:37:33 +0100 | [diff] [blame] | 470 | { |
| 471 | RefCreateDepthwiseConvolutionWorkloadTest(DataLayout::NHWC); |
| 472 | } |
| 473 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 474 | TEST_CASE("RefCreateFullyConnectedWithBlobWorkloadTest") |
Keith Davis | df04d23 | 2020-10-23 17:20:05 +0100 | [diff] [blame] | 475 | { |
| 476 | Graph graph; |
| 477 | RefWorkloadFactory factory = GetFactory(); |
| 478 | auto workload = CreateFullyConnectedWithBlobWorkloadTest<RefFullyConnectedWorkload, |
| 479 | armnn::DataType::Float32>(factory, graph); |
| 480 | |
| 481 | // Checks that outputs and inputs are as we expect them (see definition of CreateFullyConnectedWorkloadTest). |
| 482 | float inputsQScale = 0.0f; |
| 483 | float outputQScale = 0.0f; |
| 484 | CheckInputOutput(std::move(workload), |
| 485 | TensorInfo({ 3, 1, 4, 5 }, armnn::DataType::Float32, inputsQScale), |
| 486 | TensorInfo({ 3, 7 }, armnn::DataType::Float32, outputQScale)); |
| 487 | } |
| 488 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 489 | template <typename FullyConnectedWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 490 | static void RefCreateFullyConnectedWorkloadTest() |
| 491 | { |
| 492 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 493 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 494 | auto workload = CreateFullyConnectedWorkloadTest<FullyConnectedWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 495 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 496 | // 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] | 497 | float inputsQScale = DataType == armnn::DataType::QAsymmU8 ? 1.0f : 0.0; |
| 498 | float outputQScale = DataType == armnn::DataType::QAsymmU8 ? 2.0f : 0.0; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 499 | CheckInputOutput(std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 500 | TensorInfo({ 3, 1, 4, 5 }, DataType, inputsQScale), |
| 501 | TensorInfo({ 3, 7 }, DataType, outputQScale)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 502 | } |
| 503 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 504 | TEST_CASE("CreateFullyConnectedWorkloadFloat32") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 505 | { |
Francis Murtagh | 43aec58 | 2019-05-27 12:14:10 +0100 | [diff] [blame] | 506 | RefCreateFullyConnectedWorkloadTest<RefFullyConnectedWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 507 | } |
| 508 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 509 | TEST_CASE("CreateFullyConnectedWorkloadQuantisedAsymm8") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 510 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 511 | RefCreateFullyConnectedWorkloadTest<RefFullyConnectedWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 512 | } |
| 513 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 514 | TEST_CASE("CreateFullyConnectedWorkloadQuantisedSymm16") |
Francis Murtagh | 46c09d0 | 2019-05-28 08:15:28 +0100 | [diff] [blame] | 515 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 516 | RefCreateFullyConnectedWorkloadTest<RefFullyConnectedWorkload, armnn::DataType::QSymmS16>(); |
Francis Murtagh | 46c09d0 | 2019-05-28 08:15:28 +0100 | [diff] [blame] | 517 | } |
| 518 | |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 519 | template <typename NormalizationWorkloadType, armnn::DataType DataType> |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 520 | static void RefCreateNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 521 | { |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 522 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 523 | RefWorkloadFactory factory = GetFactory(); |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 524 | auto workload = CreateNormalizationWorkloadTest<NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
| 525 | |
| 526 | TensorShape inputShape; |
| 527 | TensorShape outputShape; |
| 528 | |
| 529 | switch (dataLayout) |
| 530 | { |
| 531 | case DataLayout::NHWC: |
| 532 | inputShape = { 3, 1, 5, 5 }; |
| 533 | outputShape = { 3, 1, 5, 5 }; |
| 534 | break; |
| 535 | case DataLayout::NCHW: |
| 536 | default: |
| 537 | inputShape = { 3, 5, 5, 1 }; |
| 538 | outputShape = { 3, 5, 5, 1 }; |
| 539 | break; |
| 540 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 541 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 542 | // 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] | 543 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, DataType), TensorInfo(outputShape, DataType)); |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 544 | } |
| 545 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 546 | TEST_CASE("CreateRefNormalizationFloat32NchwWorkload") |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 547 | { |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 548 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 549 | } |
| 550 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 551 | TEST_CASE("CreateRefNormalizationFloat32NhwcWorkload") |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 552 | { |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 553 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 554 | } |
| 555 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 556 | TEST_CASE("CreateRefNormalizationUint8NchwWorkload") |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 557 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 558 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 559 | } |
| 560 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 561 | TEST_CASE("CreateRefNormalizationUint8NhwcWorkload") |
Matteo Martincigh | 2fc70c5 | 2019-06-05 14:12:48 +0100 | [diff] [blame] | 562 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 563 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 564 | } |
| 565 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 566 | TEST_CASE("CreateRefNormalizationInt16NchwWorkload") |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 567 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 568 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 569 | } |
| 570 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 571 | TEST_CASE("CreateRefNormalizationInt16NhwcWorkload") |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 572 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 573 | RefCreateNormalizationWorkloadTest<RefNormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NHWC); |
Matteo Martincigh | 6aeb771 | 2019-06-05 17:23:29 +0100 | [diff] [blame] | 574 | } |
| 575 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 576 | template <typename Pooling2dWorkloadType, armnn::DataType DataType> |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 577 | static void RefCreatePooling2dWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 578 | { |
| 579 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 580 | RefWorkloadFactory factory = GetFactory(); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 581 | auto workload = CreatePooling2dWorkloadTest<Pooling2dWorkloadType, DataType>(factory, graph, dataLayout); |
| 582 | |
| 583 | TensorShape inputShape; |
| 584 | TensorShape outputShape; |
| 585 | |
| 586 | switch (dataLayout) |
| 587 | { |
| 588 | case DataLayout::NHWC: |
| 589 | inputShape = { 3, 5, 5, 2 }; |
| 590 | outputShape = { 3, 2, 4, 2 }; |
| 591 | break; |
| 592 | case DataLayout::NCHW: |
| 593 | default: |
| 594 | inputShape = { 3, 2, 5, 5 }; |
| 595 | outputShape = { 3, 2, 2, 4 }; |
| 596 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 597 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 598 | // 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] | 599 | CheckInputOutput(std::move(workload), |
| 600 | TensorInfo(inputShape, DataType), |
| 601 | TensorInfo(outputShape, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 602 | } |
| 603 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 604 | TEST_CASE("CreatePooling2dFloat32Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 605 | { |
Teresa Charlin | a3b2047 | 2019-06-06 11:12:32 +0100 | [diff] [blame] | 606 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 607 | } |
| 608 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 609 | TEST_CASE("CreatePooling2dFloat32NhwcWorkload") |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 610 | { |
Teresa Charlin | a3b2047 | 2019-06-06 11:12:32 +0100 | [diff] [blame] | 611 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 612 | } |
| 613 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 614 | TEST_CASE("CreatePooling2dUint8Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 615 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 616 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 617 | } |
| 618 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 619 | TEST_CASE("CreatePooling2dUint8NhwcWorkload") |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 620 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 621 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 622 | } |
| 623 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 624 | TEST_CASE("CreatePooling2dInt16Workload") |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 625 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 626 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 627 | } |
| 628 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 629 | TEST_CASE("CreatePooling2dInt16NhwcWorkload") |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 630 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 631 | RefCreatePooling2dWorkloadTest<RefPooling2dWorkload, armnn::DataType::QSymmS16>(DataLayout::NHWC); |
Teresa Charlin | 0434df6 | 2019-06-06 13:40:35 +0100 | [diff] [blame] | 632 | } |
| 633 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 634 | template <typename SoftmaxWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 635 | static void RefCreateSoftmaxWorkloadTest() |
| 636 | { |
| 637 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 638 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 639 | auto workload = CreateSoftmaxWorkloadTest<SoftmaxWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 640 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 641 | // 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] | 642 | |
| 643 | armnn::TensorInfo tensorInfo({4, 1}, DataType); |
| 644 | if (DataType == armnn::DataType::QAsymmU8) |
| 645 | { |
| 646 | tensorInfo.SetQuantizationOffset(0); |
| 647 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 648 | } |
| 649 | else if (DataType == armnn::DataType::QAsymmS8) |
| 650 | { |
| 651 | tensorInfo.SetQuantizationOffset(-128); |
| 652 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 653 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 654 | CheckInputOutput( |
| 655 | std::move(workload), |
Sadik Armagan | be88a57 | 2020-04-30 11:39:37 +0100 | [diff] [blame] | 656 | tensorInfo, |
| 657 | tensorInfo); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 658 | } |
| 659 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 660 | TEST_CASE("CreateSoftmaxFloat32Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 661 | { |
nikraj01 | a121de3 | 2019-05-29 10:51:05 +0100 | [diff] [blame] | 662 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 663 | } |
| 664 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 665 | TEST_CASE("CreateSoftmaxFloat16Workload") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 666 | { |
| 667 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::Float16>(); |
| 668 | } |
| 669 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 670 | TEST_CASE("CreateSoftmaxQuantisedAsymm8Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 671 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 672 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 673 | } |
| 674 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 675 | TEST_CASE("CreateSoftmaxQuantisedSymm16Workload") |
nikraj01 | 248683f | 2019-05-29 16:46:50 +0100 | [diff] [blame] | 676 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 677 | RefCreateSoftmaxWorkloadTest<RefSoftmaxWorkload, armnn::DataType::QSymmS16>(); |
nikraj01 | 248683f | 2019-05-29 16:46:50 +0100 | [diff] [blame] | 678 | } |
| 679 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 680 | template <typename SplitterWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 681 | static void RefCreateSplitterWorkloadTest() |
| 682 | { |
| 683 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 684 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 685 | auto workload = CreateSplitterWorkloadTest<SplitterWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 686 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 687 | // Checks that outputs are as we expect them (see definition of CreateSplitterWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 688 | SplitterQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 689 | auto inputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 690 | CHECK((inputHandle->GetTensorInfo() == TensorInfo({ 5, 7, 7 }, DataType))); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 691 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 692 | auto outputHandle0 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 693 | CHECK((outputHandle0->GetTensorInfo() == TensorInfo({ 1, 7, 7 }, DataType))); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 694 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 695 | auto outputHandle1 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 696 | CHECK((outputHandle1->GetTensorInfo() == TensorInfo({ 2, 7, 7 }, DataType))); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 697 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 698 | auto outputHandle2 = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[2]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 699 | CHECK((outputHandle2->GetTensorInfo() == TensorInfo({ 2, 7, 7 }, DataType))); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 700 | } |
| 701 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 702 | TEST_CASE("CreateSplitterFloat32Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 703 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 704 | RefCreateSplitterWorkloadTest<RefSplitterWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 705 | } |
| 706 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 707 | TEST_CASE("CreateSplitterFloat16Workload") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 708 | { |
| 709 | RefCreateSplitterWorkloadTest<RefSplitterWorkload, armnn::DataType::Float16>(); |
| 710 | } |
| 711 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 712 | TEST_CASE("CreateSplitterUint8Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 713 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 714 | RefCreateSplitterWorkloadTest<RefSplitterWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 715 | } |
| 716 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 717 | template <typename SplitterWorkloadType, typename ConcatWorkloadType, armnn::DataType DataType> |
| 718 | static void RefCreateSplitterConcatWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 719 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 720 | // 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] | 721 | // should be lined to which input of the concat layer. |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 722 | // We tested that is is possible to specify 0th output |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 723 | // of the splitter to be the 1st input to the concat and the 1st output of the splitter to be 0th input |
| 724 | // of the concat. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 725 | |
| 726 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 727 | RefWorkloadFactory factory = GetFactory(); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 728 | auto workloads = CreateSplitterConcatWorkloadTest<SplitterWorkloadType, ConcatWorkloadType, DataType> |
| 729 | (factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 730 | |
| 731 | auto wlSplitter = std::move(workloads.first); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 732 | auto wlConcat = std::move(workloads.second); |
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 the index of inputs/outputs matches what we declared on InputDescriptor construction. |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 735 | armnn::RefTensorHandle* sOut0 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 736 | armnn::RefTensorHandle* sOut1 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
| 737 | armnn::RefTensorHandle* mIn0 = dynamic_cast<armnn::RefTensorHandle*>(wlConcat->GetData().m_Inputs[0]); |
| 738 | armnn::RefTensorHandle* mIn1 = dynamic_cast<armnn::RefTensorHandle*>(wlConcat->GetData().m_Inputs[1]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 739 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 740 | CHECK(sOut0); |
| 741 | CHECK(sOut1); |
| 742 | CHECK(mIn0); |
| 743 | CHECK(mIn1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 744 | |
| 745 | bool validDataPointers = (sOut0 == mIn1) && (sOut1 == mIn0); |
| 746 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 747 | CHECK(validDataPointers); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 748 | } |
| 749 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 750 | TEST_CASE("CreateSplitterConcatFloat32") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 751 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 752 | RefCreateSplitterConcatWorkloadTest<RefSplitterWorkload, RefConcatWorkload, DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 753 | } |
| 754 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 755 | TEST_CASE("CreateSplitterConcatFloat16") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 756 | { |
| 757 | RefCreateSplitterConcatWorkloadTest<RefSplitterWorkload, RefConcatWorkload, DataType::Float16>(); |
| 758 | } |
| 759 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 760 | TEST_CASE("CreateSplitterConcatUint8") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 761 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 762 | RefCreateSplitterConcatWorkloadTest<RefSplitterWorkload, RefConcatWorkload, DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 763 | } |
| 764 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 765 | template <typename SplitterWorkloadType, typename ActivationWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 766 | static void RefCreateSingleOutputMultipleInputsTest() |
| 767 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 768 | // Tests that it is possible to assign multiple (two) different layers to each of the outputs of a splitter layer. |
| 769 | // 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] | 770 | |
| 771 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 772 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 773 | std::unique_ptr<SplitterWorkloadType> wlSplitter; |
| 774 | std::unique_ptr<ActivationWorkloadType> wlActiv0_0; |
| 775 | std::unique_ptr<ActivationWorkloadType> wlActiv0_1; |
| 776 | std::unique_ptr<ActivationWorkloadType> wlActiv1_0; |
| 777 | std::unique_ptr<ActivationWorkloadType> wlActiv1_1; |
| 778 | |
| 779 | CreateSplitterMultipleInputsOneOutputWorkloadTest<SplitterWorkloadType, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 780 | ActivationWorkloadType, DataType>(factory, graph, wlSplitter, wlActiv0_0, wlActiv0_1, wlActiv1_0, wlActiv1_1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 781 | |
Matthew Bentham | 4cefc41 | 2019-06-18 16:14:34 +0100 | [diff] [blame] | 782 | armnn::RefTensorHandle* sOut0 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 783 | armnn::RefTensorHandle* sOut1 = dynamic_cast<armnn::RefTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
| 784 | armnn::RefTensorHandle* activ0_0Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv0_0->GetData().m_Inputs[0]); |
| 785 | armnn::RefTensorHandle* activ0_1Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv0_1->GetData().m_Inputs[0]); |
| 786 | armnn::RefTensorHandle* activ1_0Im = dynamic_cast<armnn::RefTensorHandle*>(wlActiv1_0->GetData().m_Inputs[0]); |
| 787 | 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] | 788 | |
| 789 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 790 | CHECK(sOut0); |
| 791 | CHECK(sOut1); |
| 792 | CHECK(activ0_0Im); |
| 793 | CHECK(activ0_1Im); |
| 794 | CHECK(activ1_0Im); |
| 795 | CHECK(activ1_1Im); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 796 | |
| 797 | bool validDataPointers = (sOut0 == activ0_0Im) && (sOut0 == activ0_1Im) && |
| 798 | (sOut1 == activ1_0Im) && (sOut1 == activ1_1Im); |
| 799 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 800 | CHECK(validDataPointers); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 801 | } |
| 802 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 803 | TEST_CASE("CreateSingleOutputMultipleInputsFloat32") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 804 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 805 | RefCreateSingleOutputMultipleInputsTest<RefSplitterWorkload, RefActivationWorkload, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 806 | armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 807 | } |
| 808 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 809 | TEST_CASE("CreateSingleOutputMultipleInputsUint8") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 810 | { |
Ruomei Yan | 25339c3 | 2019-05-28 16:48:20 +0100 | [diff] [blame] | 811 | RefCreateSingleOutputMultipleInputsTest<RefSplitterWorkload, RefActivationWorkload, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 812 | armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 813 | } |
| 814 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 815 | template <typename ResizeBilinearWorkloadType, armnn::DataType DataType> |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 816 | static void RefCreateResizeBilinearTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 817 | { |
| 818 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 819 | RefWorkloadFactory factory = GetFactory(); |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 820 | auto workload = CreateResizeBilinearWorkloadTest<ResizeBilinearWorkloadType, DataType>(factory, graph, dataLayout); |
| 821 | |
| 822 | TensorShape inputShape; |
| 823 | TensorShape outputShape; |
| 824 | |
| 825 | switch (dataLayout) |
| 826 | { |
| 827 | case DataLayout::NHWC: |
| 828 | inputShape = { 2, 4, 4, 3 }; |
| 829 | outputShape = { 2, 2, 2, 3 }; |
| 830 | break; |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 831 | case DataLayout::NCHW: |
| 832 | default: |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 833 | inputShape = { 2, 3, 4, 4 }; |
| 834 | outputShape = { 2, 3, 2, 2 }; |
| 835 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 836 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 837 | // 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] | 838 | CheckInputOutput(std::move(workload), |
| 839 | TensorInfo(inputShape, DataType), |
| 840 | TensorInfo(outputShape, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 841 | } |
| 842 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 843 | TEST_CASE("CreateResizeBilinearFloat32") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 844 | { |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 845 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 846 | } |
| 847 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 848 | TEST_CASE("CreateResizeBilinearFloat16") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 849 | { |
| 850 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 851 | } |
| 852 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 853 | TEST_CASE("CreateResizeBilinearUint8") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 854 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 855 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 856 | } |
| 857 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 858 | TEST_CASE("CreateResizeBilinearQuantisedAsymm16") |
Ellen Norris-Thompson | 3cb85f3 | 2019-06-17 11:32:49 +0100 | [diff] [blame] | 859 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 860 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Ellen Norris-Thompson | 3cb85f3 | 2019-06-17 11:32:49 +0100 | [diff] [blame] | 861 | } |
| 862 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 863 | TEST_CASE("CreateResizeBilinearFloat32Nhwc") |
James Conroy | 5954082 | 2018-10-11 12:39:05 +0100 | [diff] [blame] | 864 | { |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 865 | RefCreateResizeBilinearTest<RefResizeWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 866 | } |
| 867 | |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 868 | template <typename BatchToSpaceNdWorkloadType, armnn::DataType DataType> |
| 869 | static void RefCreateBatchToSpaceNdTest() |
| 870 | { |
| 871 | Graph graph; |
| 872 | RefWorkloadFactory factory; |
| 873 | |
| 874 | auto workload = CreateBatchToSpaceNdWorkloadTest<BatchToSpaceNdWorkloadType, DataType>(factory, graph); |
| 875 | |
| 876 | CheckInputOutput(std::move(workload), |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 877 | TensorInfo({ 1, 1, 1, 1 }, DataType), |
| 878 | TensorInfo({ 1, 1, 1, 1 }, DataType)); |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 879 | } |
| 880 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 881 | TEST_CASE("CreateBatchToSpaceNdFloat32") |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 882 | { |
| 883 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::Float32>(); |
| 884 | } |
| 885 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 886 | TEST_CASE("CreateBatchToSpaceNdFloat16") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 887 | { |
| 888 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::Float16>(); |
| 889 | } |
| 890 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 891 | TEST_CASE("CreateBatchToSpaceNdUint8") |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 892 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 893 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::QAsymmU8>(); |
Francis Murtagh | 57f13d5 | 2019-06-24 14:24:36 +0100 | [diff] [blame] | 894 | } |
| 895 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 896 | TEST_CASE("CreateBatchToSpaceNdQSymm16") |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 897 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 898 | RefCreateBatchToSpaceNdTest<RefBatchToSpaceNdWorkload, armnn::DataType::QSymmS16>(); |
Francis Murtagh | d0dfe17 | 2019-06-25 10:57:10 +0100 | [diff] [blame] | 899 | } |
| 900 | |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 901 | template <typename L2NormalizationWorkloadType, armnn::DataType DataType> |
| 902 | static void RefCreateL2NormalizationTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 903 | { |
| 904 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 905 | RefWorkloadFactory factory = GetFactory(); |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 906 | auto workload = |
| 907 | CreateL2NormalizationWorkloadTest<L2NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
| 908 | |
| 909 | TensorShape inputShape; |
| 910 | TensorShape outputShape; |
| 911 | |
| 912 | switch (dataLayout) |
| 913 | { |
| 914 | case DataLayout::NHWC: |
| 915 | inputShape = { 5, 50, 67, 20 }; |
| 916 | outputShape = { 5, 50, 67, 20 }; |
| 917 | break; |
| 918 | case DataLayout::NCHW: |
| 919 | default: |
| 920 | inputShape = { 5, 20, 50, 67 }; |
| 921 | outputShape = { 5, 20, 50, 67 }; |
| 922 | break; |
| 923 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 924 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 925 | // 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] | 926 | CheckInputOutput(std::move(workload), TensorInfo(inputShape, DataType), TensorInfo(outputShape, DataType)); |
| 927 | } |
| 928 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 929 | TEST_CASE("CreateL2NormalizationFloat32") |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 930 | { |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 931 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 932 | } |
| 933 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 934 | TEST_CASE("CreateL2NormalizationFloat32Nhwc") |
Matteo Martincigh | b63973e | 2018-10-16 16:23:33 +0100 | [diff] [blame] | 935 | { |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 936 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 937 | } |
| 938 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 939 | TEST_CASE("CreateL2NormalizationInt16") |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 940 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 941 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NCHW); |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 942 | } |
| 943 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 944 | TEST_CASE("CreateL2NormalizationInt16Nhwc") |
Ferran Balaguer | d73d14f | 2019-06-10 10:29:54 +0100 | [diff] [blame] | 945 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 946 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QSymmS16>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 947 | } |
| 948 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 949 | TEST_CASE("CreateL2NormalizationUint8") |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 950 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 951 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 952 | } |
| 953 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 954 | TEST_CASE("CreateL2NormalizationUint8Nhwc") |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 955 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 956 | RefCreateL2NormalizationTest<RefL2NormalizationWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
Ferran Balaguer | c6138d8 | 2019-06-13 17:23:50 +0100 | [diff] [blame] | 957 | } |
| 958 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 959 | template <typename ReshapeWorkloadType, armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 960 | static void RefCreateReshapeWorkloadTest() |
| 961 | { |
| 962 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 963 | RefWorkloadFactory factory = GetFactory(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 964 | auto workload = CreateReshapeWorkloadTest<ReshapeWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 965 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 966 | // 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] | 967 | CheckInputOutput( |
| 968 | std::move(workload), |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 969 | TensorInfo({ 4, 1 }, DataType), |
| 970 | TensorInfo({ 1, 4 }, DataType)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 971 | } |
| 972 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 973 | TEST_CASE("CreateReshapeWorkloadFloat32") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 974 | { |
Nina Drozd | 2f2778f | 2019-05-27 10:37:05 +0100 | [diff] [blame] | 975 | RefCreateReshapeWorkloadTest<RefReshapeWorkload, armnn::DataType::Float32>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 976 | } |
| 977 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 978 | TEST_CASE("CreateReshapeWorkloadQuantisedAsymm8") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 979 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 980 | RefCreateReshapeWorkloadTest<RefReshapeWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 981 | } |
| 982 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 983 | TEST_CASE("CreateReshapeWorkloadQuantisedSymm16") |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 984 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 985 | RefCreateReshapeWorkloadTest<RefReshapeWorkload, armnn::DataType::QSymmS16>(); |
Nina Drozd | 8ed4b8c | 2019-05-29 10:41:04 +0100 | [diff] [blame] | 986 | } |
| 987 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 988 | template <typename ConcatWorkloadType, armnn::DataType DataType> |
| 989 | static void RefCreateConcatWorkloadTest(const armnn::TensorShape& outputShape, |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 990 | unsigned int concatAxis) |
| 991 | { |
| 992 | Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 993 | RefWorkloadFactory factory = GetFactory(); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 994 | auto workload = CreateConcatWorkloadTest<ConcatWorkloadType, DataType>(factory, graph, outputShape, concatAxis); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 995 | |
| 996 | CheckInputsOutput(std::move(workload), |
| 997 | TensorInfo({ 2, 3, 2, 5 }, DataType), |
| 998 | TensorInfo({ 2, 3, 2, 5 }, DataType), |
| 999 | TensorInfo(outputShape, DataType)); |
| 1000 | } |
| 1001 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1002 | TEST_CASE("CreateConcatDim0Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1003 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1004 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 4, 3, 2, 5 }, 0); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1005 | } |
| 1006 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1007 | TEST_CASE("CreateConcatDim0Float16Workload") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1008 | { |
| 1009 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float16>({ 4, 3, 2, 5 }, 0); |
| 1010 | } |
| 1011 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1012 | TEST_CASE("CreateConcatDim0Uint8Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1013 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1014 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 4, 3, 2, 5 }, 0); |
Jim Flynn | cbb66aa | 2019-05-15 13:03:54 +0100 | [diff] [blame] | 1015 | } |
| 1016 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1017 | TEST_CASE("CreateConcatDim0Uint16Workload") |
Jim Flynn | cbb66aa | 2019-05-15 13:03:54 +0100 | [diff] [blame] | 1018 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1019 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QSymmS16>({ 4, 3, 2, 5 }, 0); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1020 | } |
| 1021 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1022 | TEST_CASE("CreateConcatDim1Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1023 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1024 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 2, 6, 2, 5 }, 1); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1025 | } |
| 1026 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1027 | TEST_CASE("CreateConcatDim1Uint8Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1028 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1029 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 6, 2, 5 }, 1); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1030 | } |
| 1031 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1032 | TEST_CASE("CreateConcatDim2Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1033 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1034 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 2, 3, 4, 5 }, 2); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1035 | } |
| 1036 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1037 | TEST_CASE("CreateConcatDim2Uint8Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1038 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1039 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 4, 5 }, 2); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1040 | } |
| 1041 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1042 | TEST_CASE("CreateConcatDim3Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1043 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1044 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::Float32>({ 2, 3, 2, 10 }, 3); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1045 | } |
| 1046 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1047 | TEST_CASE("CreateConcatDim3Uint8Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1048 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1049 | RefCreateConcatWorkloadTest<RefConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 2, 10 }, 3); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1050 | } |
| 1051 | |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1052 | template <typename ConstantWorkloadType, armnn::DataType DataType> |
| 1053 | static void RefCreateConstantWorkloadTest(const armnn::TensorShape& outputShape) |
| 1054 | { |
| 1055 | armnn::Graph graph; |
Matthew Bentham | 7c1603a | 2019-06-21 17:22:23 +0100 | [diff] [blame] | 1056 | RefWorkloadFactory factory = GetFactory(); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1057 | auto workload = CreateConstantWorkloadTest<ConstantWorkloadType, DataType>(factory, graph, outputShape); |
| 1058 | |
| 1059 | // Check output is as expected |
| 1060 | auto queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1061 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1062 | CHECK((outputHandle->GetTensorInfo() == TensorInfo(outputShape, DataType))); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1063 | } |
| 1064 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1065 | TEST_CASE("CreateConstantUint8Workload") |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1066 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1067 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 2, 10 }); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1068 | } |
| 1069 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1070 | TEST_CASE("CreateConstantInt16Workload") |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1071 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1072 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::QSymmS16>({ 2, 3, 2, 10 }); |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1073 | } |
| 1074 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1075 | TEST_CASE("CreateConstantFloat32Workload") |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1076 | { |
| 1077 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::Float32>({ 2, 3, 2, 10 }); |
| 1078 | } |
| 1079 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1080 | TEST_CASE("CreateConstantSigned32Workload") |
Nina Drozd | 58ef2c6 | 2019-05-16 12:09:18 +0100 | [diff] [blame] | 1081 | { |
| 1082 | RefCreateConstantWorkloadTest<RefConstantWorkload, armnn::DataType::Signed32>({ 2, 3, 2, 10 }); |
| 1083 | } |
| 1084 | |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1085 | static void RefCreatePreluWorkloadTest(const armnn::TensorShape& inputShape, |
| 1086 | const armnn::TensorShape& alphaShape, |
| 1087 | const armnn::TensorShape& outputShape, |
| 1088 | armnn::DataType dataType) |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1089 | { |
| 1090 | armnn::Graph graph; |
| 1091 | RefWorkloadFactory factory; |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1092 | auto workload = CreatePreluWorkloadTest<RefPreluWorkload>(factory, |
| 1093 | graph, |
| 1094 | inputShape, |
| 1095 | alphaShape, |
| 1096 | outputShape, |
| 1097 | dataType); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1098 | |
| 1099 | // Check output is as expected |
| 1100 | auto queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1101 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1102 | CHECK((outputHandle->GetTensorInfo() == TensorInfo(outputShape, dataType))); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1103 | } |
| 1104 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1105 | TEST_CASE("CreatePreluFloat32Workload") |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1106 | { |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1107 | 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] | 1108 | } |
| 1109 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1110 | TEST_CASE("CreatePreluFloat16Workload") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1111 | { |
| 1112 | RefCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, armnn::DataType::Float16); |
| 1113 | } |
| 1114 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1115 | TEST_CASE("CreatePreluUint8Workload") |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1116 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1117 | 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] | 1118 | } |
| 1119 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1120 | TEST_CASE("CreatePreluInt16Workload") |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1121 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1122 | 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] | 1123 | } |
| 1124 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1125 | TEST_CASE("CreatePreluFloat32NoBroadcastWorkload") |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1126 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1127 | CHECK_THROWS_AS(RefCreatePreluWorkloadTest({ 1, 4, 7, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1128 | armnn::DataType::Float32), |
| 1129 | armnn::InvalidArgumentException); |
| 1130 | } |
| 1131 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1132 | TEST_CASE("CreatePreluFloat16NoBroadcastWorkload") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1133 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1134 | CHECK_THROWS_AS(RefCreatePreluWorkloadTest({ 1, 4, 7, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1135 | armnn::DataType::Float16), |
| 1136 | armnn::InvalidArgumentException); |
| 1137 | } |
| 1138 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1139 | TEST_CASE("CreatePreluUint8NoBroadcastWorkload") |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1140 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1141 | CHECK_THROWS_AS(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] | 1142 | armnn::DataType::QAsymmU8), |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1143 | armnn::InvalidArgumentException); |
| 1144 | } |
| 1145 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1146 | TEST_CASE("CreatePreluInt16NoBroadcastWorkload") |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1147 | { |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1148 | CHECK_THROWS_AS(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] | 1149 | armnn::DataType::QSymmS16), |
Matteo Martincigh | bf0e722 | 2019-06-20 17:17:45 +0100 | [diff] [blame] | 1150 | armnn::InvalidArgumentException); |
Matteo Martincigh | ab9e525 | 2019-06-13 17:27:46 +0100 | [diff] [blame] | 1151 | } |
| 1152 | |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1153 | template <typename SpaceToDepthWorkloadType, armnn::DataType DataType> |
| 1154 | static void RefCreateSpaceToDepthWorkloadTest() |
| 1155 | { |
| 1156 | Graph graph; |
| 1157 | RefWorkloadFactory factory; |
| 1158 | |
| 1159 | auto workload = CreateSpaceToDepthWorkloadTest<SpaceToDepthWorkloadType, DataType>(factory, graph); |
| 1160 | |
| 1161 | CheckInputOutput(std::move(workload), |
| 1162 | TensorInfo({ 1, 2, 2, 1 }, DataType), |
| 1163 | TensorInfo({ 1, 1, 1, 4 }, DataType)); |
| 1164 | } |
| 1165 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1166 | TEST_CASE("CreateSpaceToDepthWorkloadFloat32") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1167 | { |
| 1168 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::Float32>(); |
| 1169 | } |
| 1170 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1171 | TEST_CASE("CreateSpaceToDepthWorkloadFloat16") |
Matthew Jackson | 9bff144 | 2019-09-12 09:08:23 +0100 | [diff] [blame] | 1172 | { |
| 1173 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::Float16>(); |
| 1174 | } |
| 1175 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1176 | TEST_CASE("CreateSpaceToDepthWorkloadQASymm8") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1177 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1178 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::QAsymmU8>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1179 | } |
| 1180 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1181 | TEST_CASE("CreateSpaceToDepthWorkloadQSymm16") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1182 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1183 | RefCreateSpaceToDepthWorkloadTest<RefSpaceToDepthWorkload, armnn::DataType::QSymmS16>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1184 | } |
| 1185 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1186 | template <armnn::DataType DataType> |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1187 | static void RefCreateStackWorkloadTest(const armnn::TensorShape& inputShape, |
| 1188 | const armnn::TensorShape& outputShape, |
| 1189 | unsigned int axis, |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1190 | unsigned int numInputs) |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1191 | { |
| 1192 | armnn::Graph graph; |
| 1193 | RefWorkloadFactory factory; |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1194 | auto workload = CreateStackWorkloadTest<RefStackWorkload, DataType>(factory, |
| 1195 | graph, |
| 1196 | inputShape, |
| 1197 | outputShape, |
| 1198 | axis, |
| 1199 | numInputs); |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1200 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1201 | // Check inputs and output are as expected |
| 1202 | StackQueueDescriptor queueDescriptor = workload->GetData(); |
| 1203 | for (unsigned int i = 0; i < numInputs; ++i) |
| 1204 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1205 | auto inputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[i]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1206 | CHECK((inputHandle->GetTensorInfo() == TensorInfo(inputShape, DataType))); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1207 | } |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1208 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1209 | CHECK((outputHandle->GetTensorInfo() == TensorInfo(outputShape, DataType))); |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1210 | } |
| 1211 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1212 | TEST_CASE("CreateStackFloat32Workload") |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1213 | { |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1214 | 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] | 1215 | } |
| 1216 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1217 | TEST_CASE("CreateStackUint8Workload") |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1218 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1219 | 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] | 1220 | } |
| 1221 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1222 | TEST_CASE("CreateStackUint16Workload") |
Matthew Jackson | 81e601c | 2019-07-11 12:07:09 +0100 | [diff] [blame] | 1223 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1224 | 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] | 1225 | } |
| 1226 | |
James Conroy | 4f1f899 | 2020-04-29 20:01:10 +0100 | [diff] [blame] | 1227 | template <typename QLstmWorkloadType> |
| 1228 | static void RefCreateQLstmWorkloadTest() |
| 1229 | { |
| 1230 | Graph graph; |
| 1231 | RefWorkloadFactory factory; |
| 1232 | |
| 1233 | auto workload = CreateQLstmWorkloadTest<QLstmWorkloadType>(factory, graph); |
| 1234 | |
| 1235 | armnn::TensorInfo inputInfo({2 , 4}, armnn::DataType::QAsymmS8, 0.0078125f, 0); |
| 1236 | |
| 1237 | armnn::TensorInfo cellStateInfo({2 , 4}, armnn::DataType::QSymmS16, 3.05176e-05f, 0); |
| 1238 | |
| 1239 | armnn::TensorInfo outputInfo({2 , 4}, armnn::DataType::QAsymmS8, 0.007f, 0); |
| 1240 | |
| 1241 | QLstmQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | aaf9a8f | 2020-07-01 16:35:35 +0100 | [diff] [blame] | 1242 | auto inputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1243 | auto cellStateOutHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[1]); |
| 1244 | auto outputHandle = PolymorphicDowncast<RefTensorHandle*>(queueDescriptor.m_Outputs[2]); |
James Conroy | 4f1f899 | 2020-04-29 20:01:10 +0100 | [diff] [blame] | 1245 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1246 | CHECK((inputHandle->GetTensorInfo() == inputInfo)); |
| 1247 | CHECK((cellStateOutHandle->GetTensorInfo() == cellStateInfo)); |
| 1248 | CHECK((outputHandle->GetTensorInfo() == outputInfo)); |
James Conroy | 4f1f899 | 2020-04-29 20:01:10 +0100 | [diff] [blame] | 1249 | } |
| 1250 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1251 | TEST_CASE("CreateQLstmWorkload") |
James Conroy | 4f1f899 | 2020-04-29 20:01:10 +0100 | [diff] [blame] | 1252 | { |
| 1253 | RefCreateQLstmWorkloadTest<RefQLstmWorkload>(); |
| 1254 | } |
| 1255 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1256 | } |