telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1 | // |
Teresa Charlin | 8398edc | 2020-07-20 14:23:02 +0100 | [diff] [blame] | 2 | // Copyright © 2017 Arm Ltd and Contributors. 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 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 6 | #include "ClContextControlFixture.hpp" |
Aron Virginas-Tar | 5605519 | 2018-11-12 18:10:43 +0000 | [diff] [blame] | 7 | #include "ClWorkloadFactoryHelper.hpp" |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 8 | |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 9 | #include <armnn/utility/Assert.hpp> |
| 10 | #include <armnn/utility/IgnoreUnused.hpp> |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 11 | #include <armnn/utility/PolymorphicDowncast.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 12 | #include <backendsCommon/MemCopyWorkload.hpp> |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 13 | #include <backendsCommon/test/TensorCopyUtils.hpp> |
| 14 | #include <backendsCommon/test/WorkloadTestUtils.hpp> |
Aron Virginas-Tar | 3b278e9 | 2018-10-12 13:00:55 +0100 | [diff] [blame] | 15 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 16 | #include <aclCommon/test/CreateWorkloadClNeon.hpp> |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 17 | #include <aclCommon/ArmComputeTensorUtils.hpp> |
Aron Virginas-Tar | 3b278e9 | 2018-10-12 13:00:55 +0100 | [diff] [blame] | 18 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 19 | #include <cl/ClTensorHandle.hpp> |
| 20 | #include <cl/ClWorkloadFactory.hpp> |
| 21 | #include <cl/workloads/ClWorkloads.hpp> |
| 22 | #include <cl/workloads/ClWorkloadUtils.hpp> |
arovir01 | 43095f3 | 2018-10-09 18:04:24 +0100 | [diff] [blame] | 23 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 24 | boost::test_tools::predicate_result CompareIClTensorHandleShape(IClTensorHandle* tensorHandle, |
| 25 | std::initializer_list<unsigned int> expectedDimensions) |
| 26 | { |
| 27 | return CompareTensorHandleShape<IClTensorHandle>(tensorHandle, expectedDimensions); |
| 28 | } |
| 29 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 30 | BOOST_FIXTURE_TEST_SUITE(CreateWorkloadCl, ClContextControlFixture) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 31 | |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 32 | template <armnn::DataType DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 33 | static void ClCreateActivationWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 34 | { |
| 35 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 36 | ClWorkloadFactory factory = |
| 37 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 38 | |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 39 | auto workload = CreateActivationWorkloadTest<ClActivationWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 40 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 41 | // Checks that inputs/outputs are as we expect them (see definition of CreateActivationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 42 | ActivationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 43 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 44 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 45 | |
Matthew Bentham | 8910528 | 2018-11-20 14:33:33 +0000 | [diff] [blame] | 46 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {1, 1})); |
| 47 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {1, 1})); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 48 | } |
| 49 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 50 | BOOST_AUTO_TEST_CASE(CreateActivationFloatWorkload) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 51 | { |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 52 | ClCreateActivationWorkloadTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 53 | } |
| 54 | |
| 55 | BOOST_AUTO_TEST_CASE(CreateActivationFloat16Workload) |
| 56 | { |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 57 | ClCreateActivationWorkloadTest<armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 58 | } |
| 59 | |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 60 | template <typename WorkloadType, |
| 61 | typename DescriptorType, |
| 62 | typename LayerType, |
| 63 | armnn::DataType DataType> |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 64 | static void ClCreateElementwiseWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 65 | { |
| 66 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 67 | ClWorkloadFactory factory = |
| 68 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 69 | |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 70 | auto workload = CreateElementwiseWorkloadTest<WorkloadType, DescriptorType, LayerType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 71 | |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 72 | // Checks that inputs/outputs are as we expect them (see definition of CreateElementwiseWorkloadTest). |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 73 | DescriptorType queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 74 | auto inputHandle1 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 75 | auto inputHandle2 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 76 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 77 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle1, {2, 3})); |
| 78 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle2, {2, 3})); |
| 79 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {2, 3})); |
| 80 | } |
| 81 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 82 | BOOST_AUTO_TEST_CASE(CreateAdditionFloatWorkload) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 83 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 84 | ClCreateElementwiseWorkloadTest<ClAdditionWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 85 | AdditionQueueDescriptor, |
| 86 | AdditionLayer, |
| 87 | armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 88 | } |
| 89 | |
| 90 | BOOST_AUTO_TEST_CASE(CreateAdditionFloat16Workload) |
| 91 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 92 | ClCreateElementwiseWorkloadTest<ClAdditionWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 93 | AdditionQueueDescriptor, |
| 94 | AdditionLayer, |
| 95 | armnn::DataType::Float16>(); |
| 96 | } |
| 97 | |
| 98 | BOOST_AUTO_TEST_CASE(CreateSubtractionFloatWorkload) |
| 99 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 100 | ClCreateElementwiseWorkloadTest<ClSubtractionWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 101 | SubtractionQueueDescriptor, |
| 102 | SubtractionLayer, |
| 103 | armnn::DataType::Float32>(); |
| 104 | } |
| 105 | |
| 106 | BOOST_AUTO_TEST_CASE(CreateSubtractionFloat16Workload) |
| 107 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 108 | ClCreateElementwiseWorkloadTest<ClSubtractionWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 109 | SubtractionQueueDescriptor, |
| 110 | SubtractionLayer, |
| 111 | armnn::DataType::Float16>(); |
| 112 | } |
| 113 | |
| 114 | BOOST_AUTO_TEST_CASE(CreateMultiplicationFloatWorkloadTest) |
| 115 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 116 | ClCreateElementwiseWorkloadTest<ClMultiplicationWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 117 | MultiplicationQueueDescriptor, |
| 118 | MultiplicationLayer, |
| 119 | armnn::DataType::Float32>(); |
| 120 | } |
| 121 | |
| 122 | BOOST_AUTO_TEST_CASE(CreateMultiplicationFloat16WorkloadTest) |
| 123 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 124 | ClCreateElementwiseWorkloadTest<ClMultiplicationWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 125 | MultiplicationQueueDescriptor, |
| 126 | MultiplicationLayer, |
| 127 | armnn::DataType::Float16>(); |
| 128 | } |
| 129 | |
Matthew Bentham | e2ec330 | 2018-10-01 11:32:48 +0100 | [diff] [blame] | 130 | BOOST_AUTO_TEST_CASE(CreateMultiplicationUint8WorkloadTest) |
| 131 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 132 | ClCreateElementwiseWorkloadTest<ClMultiplicationWorkload, |
Matthew Bentham | e2ec330 | 2018-10-01 11:32:48 +0100 | [diff] [blame] | 133 | MultiplicationQueueDescriptor, |
| 134 | MultiplicationLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 135 | armnn::DataType::QAsymmU8>(); |
Matthew Bentham | e2ec330 | 2018-10-01 11:32:48 +0100 | [diff] [blame] | 136 | } |
| 137 | |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 138 | BOOST_AUTO_TEST_CASE(CreateDivisionFloatWorkloadTest) |
| 139 | { |
Teresa Charlin | e11e63d | 2021-04-21 12:56:45 +0100 | [diff] [blame] | 140 | ClCreateElementwiseWorkloadTest<ClDivisionWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 141 | DivisionQueueDescriptor, |
| 142 | DivisionLayer, |
| 143 | armnn::DataType::Float32>(); |
| 144 | } |
| 145 | |
| 146 | BOOST_AUTO_TEST_CASE(CreateDivisionFloat16WorkloadTest) |
| 147 | { |
Teresa Charlin | e11e63d | 2021-04-21 12:56:45 +0100 | [diff] [blame] | 148 | ClCreateElementwiseWorkloadTest<ClDivisionWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 149 | DivisionQueueDescriptor, |
| 150 | DivisionLayer, |
| 151 | armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 152 | } |
| 153 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 154 | template <typename WorkloadType, |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 155 | typename DescriptorType, |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 156 | armnn::DataType DataType> |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 157 | static void ClCreateElementwiseUnaryWorkloadTest(armnn::UnaryOperation op) |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 158 | { |
| 159 | Graph graph; |
| 160 | ClWorkloadFactory factory = |
| 161 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 162 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 163 | auto workload = CreateElementwiseUnaryWorkloadTest<WorkloadType, DescriptorType, DataType>(factory, graph, op); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 164 | |
| 165 | DescriptorType queueDescriptor = workload->GetData(); |
| 166 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 167 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 168 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 169 | |
| 170 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {2, 3})); |
| 171 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {2, 3})); |
| 172 | } |
| 173 | |
| 174 | BOOST_AUTO_TEST_CASE(CreateRsqrtFloat32WorkloadTest) |
| 175 | { |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 176 | ClCreateElementwiseUnaryWorkloadTest<ClRsqrtWorkload, RsqrtQueueDescriptor, armnn::DataType::Float32>( |
| 177 | UnaryOperation::Rsqrt); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 178 | } |
| 179 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 180 | template <typename BatchNormalizationWorkloadType, armnn::DataType DataType> |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 181 | static void ClCreateBatchNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 182 | { |
| 183 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 184 | ClWorkloadFactory factory = |
| 185 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 186 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 187 | auto workload = CreateBatchNormalizationWorkloadTest<BatchNormalizationWorkloadType, DataType> |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 188 | (factory, graph, dataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 189 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 190 | // Checks that inputs/outputs are as we expect them (see definition of CreateBatchNormalizationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 191 | BatchNormalizationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 192 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 193 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 194 | |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 195 | switch (dataLayout) |
| 196 | { |
| 197 | case DataLayout::NHWC: |
| 198 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, { 2, 4, 4, 3 })); |
| 199 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, { 2, 4, 4, 3 })); |
| 200 | break; |
| 201 | default: // NCHW |
| 202 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, { 2, 3, 4, 4 })); |
| 203 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, { 2, 3, 4, 4 })); |
| 204 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 205 | } |
| 206 | |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 207 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloatNchwWorkload) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 208 | { |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 209 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 210 | armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 211 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 212 | |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 213 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloat16NchwWorkload) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 214 | { |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 215 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 216 | armnn::DataType::Float16>(DataLayout::NCHW); |
| 217 | } |
| 218 | |
| 219 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationFloatNhwcWorkload) |
| 220 | { |
| 221 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 222 | armnn::DataType::Float32>(DataLayout::NHWC); |
| 223 | } |
| 224 | |
| 225 | BOOST_AUTO_TEST_CASE(CreateBatchNormalizationNhwcFloat16NhwcWorkload) |
| 226 | { |
| 227 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 228 | armnn::DataType::Float16>(DataLayout::NHWC); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 229 | } |
| 230 | |
| 231 | BOOST_AUTO_TEST_CASE(CreateConvertFp16ToFp32Workload) |
| 232 | { |
| 233 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 234 | ClWorkloadFactory factory = |
| 235 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 236 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 237 | auto workload = CreateConvertFp16ToFp32WorkloadTest<ClConvertFp16ToFp32Workload>(factory, graph); |
| 238 | |
| 239 | ConvertFp16ToFp32QueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 240 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 241 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 242 | |
Matthew Bentham | 8910528 | 2018-11-20 14:33:33 +0000 | [diff] [blame] | 243 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {1, 3, 2, 3})); |
| 244 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {1, 3, 2, 3})); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 245 | BOOST_TEST((inputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F16)); |
| 246 | BOOST_TEST((outputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F32)); |
| 247 | } |
| 248 | |
| 249 | BOOST_AUTO_TEST_CASE(CreateConvertFp32ToFp16Workload) |
| 250 | { |
| 251 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 252 | ClWorkloadFactory factory = |
| 253 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 254 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 255 | auto workload = CreateConvertFp32ToFp16WorkloadTest<ClConvertFp32ToFp16Workload>(factory, graph); |
| 256 | |
| 257 | ConvertFp32ToFp16QueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 258 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 259 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 260 | |
Matthew Bentham | 8910528 | 2018-11-20 14:33:33 +0000 | [diff] [blame] | 261 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {1, 3, 2, 3})); |
| 262 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {1, 3, 2, 3})); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 263 | BOOST_TEST((inputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F32)); |
| 264 | BOOST_TEST((outputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F16)); |
| 265 | } |
| 266 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 267 | template <typename Convolution2dWorkloadType, typename armnn::DataType DataType> |
| 268 | static void ClConvolution2dWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 269 | { |
| 270 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 271 | ClWorkloadFactory factory = |
| 272 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 273 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 274 | auto workload = CreateConvolution2dWorkloadTest<ClConvolution2dWorkload, DataType>(factory, |
| 275 | graph, |
| 276 | dataLayout); |
| 277 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 278 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 3, 8, 16}) |
| 279 | : std::initializer_list<unsigned int>({2, 8, 16, 3}); |
| 280 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 2, 2, 10}) |
| 281 | : std::initializer_list<unsigned int>({2, 2, 10, 2}); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 282 | |
| 283 | // 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] | 284 | Convolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 285 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 286 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 287 | BOOST_TEST((inputHandle->GetShape() == inputShape)); |
| 288 | BOOST_TEST((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 289 | } |
| 290 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 291 | BOOST_AUTO_TEST_CASE(CreateConvolution2dFloatNchwWorkload) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 292 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 293 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 294 | } |
| 295 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 296 | BOOST_AUTO_TEST_CASE(CreateConvolution2dFloatNhwcWorkload) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 297 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 298 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 299 | } |
| 300 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 301 | BOOST_AUTO_TEST_CASE(CreateConvolution2dFloat16NchwWorkload) |
| 302 | { |
| 303 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 304 | } |
| 305 | |
| 306 | BOOST_AUTO_TEST_CASE(CreateConvolution2dFloat16NhwcWorkload) |
| 307 | { |
| 308 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
| 309 | } |
| 310 | |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 311 | BOOST_AUTO_TEST_CASE(CreateConvolution2dFastMathEnabledWorkload) |
| 312 | { |
| 313 | Graph graph; |
| 314 | |
| 315 | using ModelOptions = std::vector<BackendOptions>; |
| 316 | ModelOptions modelOptions = {}; |
| 317 | BackendOptions gpuAcc("GpuAcc", |
| 318 | { |
| 319 | { "FastMathEnabled", true } |
| 320 | }); |
| 321 | modelOptions.push_back(gpuAcc); |
| 322 | |
| 323 | ClWorkloadFactory factory = |
| 324 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager(), modelOptions); |
| 325 | |
| 326 | auto workload = |
Sadik Armagan | 283a8b4 | 2020-09-22 14:35:19 +0100 | [diff] [blame] | 327 | CreateConvolution2dWorkloadFastMathTest<ClConvolution2dWorkload, armnn::DataType::Float32>(factory, |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 328 | graph, |
| 329 | DataLayout::NCHW, |
| 330 | modelOptions); |
| 331 | |
| 332 | ARMNN_ASSERT(workload != nullptr); |
| 333 | auto conv2dWorkload = PolymorphicDowncast<ClConvolution2dWorkload*>(workload.get()); |
| 334 | IgnoreUnused(conv2dWorkload); |
| 335 | ARMNN_ASSERT(conv2dWorkload != nullptr); |
Sadik Armagan | 283a8b4 | 2020-09-22 14:35:19 +0100 | [diff] [blame] | 336 | ARMNN_ASSERT(conv2dWorkload->GetConvolutionMethod() == arm_compute::ConvolutionMethod::WINOGRAD); |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 337 | } |
| 338 | |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 339 | BOOST_AUTO_TEST_CASE(CreateConvolution2dClCompiledContextWorkload) |
| 340 | { |
| 341 | using namespace armnn; |
| 342 | |
| 343 | const DataType inputType = DataType::QAsymmU8; |
| 344 | const DataType kernelType = DataType::QSymmS8; |
| 345 | const DataType biasType = DataType::Signed32; |
| 346 | |
| 347 | TensorInfo inputInfo ({ 1, 3, 1, 2 }, inputType, 0.5f, 128); |
| 348 | TensorInfo outputInfo({ 1, 3, 1, 3 }, inputType, 1.0f, 128); |
| 349 | |
| 350 | const std::vector<float> quantScales{ 0.5f, 0.75f, 1.0f }; |
| 351 | constexpr unsigned int quantDimension = 0; |
| 352 | |
| 353 | TensorInfo kernelInfo({ 3, 1, 1, 2 }, kernelType, quantScales, quantDimension); |
| 354 | |
| 355 | const std::vector<float> biasQuantScales{ 0.25f, 0.375f, 0.5f }; |
| 356 | TensorInfo biasInfo({ 3 }, biasType, biasQuantScales, quantDimension); |
| 357 | |
| 358 | std::vector<uint8_t> inputData = |
| 359 | { |
| 360 | 138, 108, 138, 108, 138, 108 |
| 361 | }; |
| 362 | |
| 363 | std::vector<int8_t> kernelData = |
| 364 | { |
| 365 | 1, 2, 1, 2, 1, 2 |
| 366 | }; |
| 367 | |
| 368 | std::vector<int32_t> biasData = |
| 369 | { |
| 370 | 4, 4, 4 |
| 371 | }; |
| 372 | |
| 373 | std::vector<uint8_t> expectedOutputData = |
| 374 | { |
| 375 | 121, 118, 115, 121, 118, 115, 121, 118, 115 |
| 376 | }; |
| 377 | |
| 378 | |
| 379 | Convolution2dDescriptor descriptor; |
| 380 | descriptor.m_StrideX = 1; |
| 381 | descriptor.m_StrideY = 1; |
| 382 | descriptor.m_PadLeft = 0; |
| 383 | descriptor.m_PadRight = 0; |
| 384 | descriptor.m_PadTop = 0; |
| 385 | descriptor.m_PadBottom = 0; |
| 386 | descriptor.m_BiasEnabled = true; |
| 387 | descriptor.m_DataLayout = DataLayout::NHWC; |
| 388 | |
| 389 | auto memoryManager = ClWorkloadFactoryHelper::GetMemoryManager(); |
| 390 | auto clMemoryManager = armnn::PolymorphicPointerDowncast<armnn::ClMemoryManager>(memoryManager); |
| 391 | auto tensorHandleFactory = ClWorkloadFactoryHelper::GetTensorHandleFactory(memoryManager); |
| 392 | |
| 393 | std::unique_ptr<ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputInfo); |
| 394 | std::unique_ptr<ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputInfo); |
| 395 | |
| 396 | |
| 397 | WorkloadInfo workloadInfo; |
James Conroy | 1f58f03 | 2021-04-27 17:13:27 +0100 | [diff] [blame^] | 398 | ScopedTensorHandle weightTensor(kernelInfo); |
| 399 | ScopedTensorHandle biasTensor(biasInfo); |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 400 | |
| 401 | AllocateAndCopyDataToITensorHandle(&weightTensor, kernelData.data()); |
| 402 | AllocateAndCopyDataToITensorHandle(&biasTensor, biasData.data()); |
| 403 | |
| 404 | Convolution2dQueueDescriptor queueDescriptor; |
| 405 | queueDescriptor.m_Parameters = descriptor; |
| 406 | queueDescriptor.m_Weight = &weightTensor; |
| 407 | queueDescriptor.m_Bias = &biasTensor; |
| 408 | |
| 409 | AddInputToWorkload(queueDescriptor, workloadInfo, inputInfo, inputHandle.get()); |
| 410 | AddOutputToWorkload(queueDescriptor, workloadInfo, outputInfo, outputHandle.get()); |
| 411 | |
| 412 | // Initialize our m_CLCompileContext using default device and context |
| 413 | auto context = arm_compute::CLKernelLibrary::get().context(); |
| 414 | auto device = arm_compute::CLKernelLibrary::get().get_device(); |
| 415 | auto clCompileContext = arm_compute::CLCompileContext(context, device); |
| 416 | |
| 417 | |
| 418 | |
| 419 | // Check built programs are empty in context |
| 420 | BOOST_TEST(clCompileContext.get_built_programs().empty()); |
| 421 | |
| 422 | auto workload = std::make_unique<ClConvolution2dWorkload>(queueDescriptor, |
| 423 | workloadInfo, |
| 424 | clMemoryManager->GetIntraLayerManager(), |
| 425 | clCompileContext); |
| 426 | ARMNN_ASSERT(workload != nullptr); |
| 427 | // Check built programs are not empty in context |
| 428 | BOOST_TEST(!clCompileContext.get_built_programs().empty()); |
| 429 | } |
| 430 | |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 431 | template <typename DepthwiseConvolutionWorkloadType, typename armnn::DataType DataType> |
| 432 | static void ClDepthwiseConvolutionWorkloadTest(DataLayout dataLayout) |
| 433 | { |
| 434 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 435 | ClWorkloadFactory factory = |
| 436 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 437 | |
| 438 | auto workload = CreateDepthwiseConvolution2dWorkloadTest<DepthwiseConvolutionWorkloadType, DataType> |
| 439 | (factory, graph, dataLayout); |
| 440 | |
| 441 | // Checks that inputs/outputs are as we expect them (see definition of CreateDepthwiseConvolution2dWorkloadTest). |
| 442 | DepthwiseConvolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 443 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 444 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 445 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 446 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 447 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
| 448 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 449 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 450 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 451 | BOOST_TEST((inputHandle->GetShape() == inputShape)); |
| 452 | BOOST_TEST((outputHandle->GetShape() == outputShape)); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 453 | } |
| 454 | |
| 455 | BOOST_AUTO_TEST_CASE(CreateDepthwiseConvolutionFloat32NhwcWorkload) |
| 456 | { |
| 457 | ClDepthwiseConvolutionWorkloadTest<ClDepthwiseConvolutionWorkload, DataType::Float32>(DataLayout::NHWC); |
| 458 | } |
| 459 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 460 | template <typename Convolution2dWorkloadType, typename armnn::DataType DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 461 | static void ClDirectConvolution2dWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 462 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 463 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 464 | ClWorkloadFactory factory = |
| 465 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 466 | |
Matthew Bentham | d806792 | 2018-10-03 17:18:04 +0100 | [diff] [blame] | 467 | auto workload = CreateDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 468 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 469 | // Checks that outputs and inputs are as we expect them (see definition of CreateDirectConvolution2dWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 470 | Convolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 471 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 472 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 473 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {2, 3, 6, 6})); |
| 474 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {2, 2, 6, 6})); |
| 475 | } |
| 476 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 477 | BOOST_AUTO_TEST_CASE(CreateDirectConvolution2dFloatWorkload) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 478 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 479 | ClDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 480 | } |
| 481 | |
| 482 | BOOST_AUTO_TEST_CASE(CreateDirectConvolution2dFloat16Workload) |
| 483 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 484 | ClDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float16>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 485 | } |
| 486 | |
| 487 | BOOST_AUTO_TEST_CASE(CreateDirectConvolution2dUint8Workload) |
| 488 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 489 | ClDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 490 | } |
| 491 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 492 | template <typename FullyConnectedWorkloadType, typename armnn::DataType DataType> |
| 493 | static void ClCreateFullyConnectedWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 494 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 495 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 496 | ClWorkloadFactory factory = |
| 497 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 498 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 499 | auto workload = |
| 500 | CreateFullyConnectedWorkloadTest<FullyConnectedWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 501 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 502 | // Checks that outputs and inputs are as we expect them (see definition of CreateFullyConnectedWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 503 | FullyConnectedQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 504 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 505 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 506 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {3, 1, 4, 5})); |
| 507 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {3, 7})); |
| 508 | } |
| 509 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 510 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 511 | BOOST_AUTO_TEST_CASE(CreateFullyConnectedFloatWorkloadTest) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 512 | { |
Matthew Bentham | ab8cdc1 | 2018-09-17 11:17:41 +0100 | [diff] [blame] | 513 | ClCreateFullyConnectedWorkloadTest<ClFullyConnectedWorkload, armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 514 | } |
| 515 | |
| 516 | BOOST_AUTO_TEST_CASE(CreateFullyConnectedFloat16WorkloadTest) |
| 517 | { |
Matthew Bentham | ab8cdc1 | 2018-09-17 11:17:41 +0100 | [diff] [blame] | 518 | ClCreateFullyConnectedWorkloadTest<ClFullyConnectedWorkload, armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 519 | } |
| 520 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 521 | template <typename NormalizationWorkloadType, typename armnn::DataType DataType> |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 522 | static void ClNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 523 | { |
| 524 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 525 | ClWorkloadFactory factory = |
| 526 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 527 | |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 528 | auto workload = CreateNormalizationWorkloadTest<NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 529 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 530 | // Checks that inputs/outputs are as we expect them (see definition of CreateNormalizationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 531 | NormalizationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 532 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 533 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 534 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 535 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 5, 5, 1}) |
| 536 | : std::initializer_list<unsigned int>({3, 1, 5, 5}); |
| 537 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 5, 5, 1}) |
| 538 | : std::initializer_list<unsigned int>({3, 1, 5, 5}); |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 539 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 540 | BOOST_TEST((inputHandle->GetShape() == inputShape)); |
| 541 | BOOST_TEST((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 542 | } |
| 543 | |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 544 | BOOST_AUTO_TEST_CASE(CreateNormalizationFloat32NchwWorkload) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 545 | { |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 546 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 547 | } |
| 548 | |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 549 | BOOST_AUTO_TEST_CASE(CreateNormalizationFloat16NchwWorkload) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 550 | { |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 551 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 552 | } |
| 553 | |
| 554 | BOOST_AUTO_TEST_CASE(CreateNormalizationFloat32NhwcWorkload) |
| 555 | { |
| 556 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 557 | } |
| 558 | |
| 559 | BOOST_AUTO_TEST_CASE(CreateNormalizationFloat16NhwcWorkload) |
| 560 | { |
| 561 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 562 | } |
| 563 | |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 564 | template <typename armnn::DataType DataType> |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 565 | static void ClPooling2dWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 566 | { |
| 567 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 568 | ClWorkloadFactory factory = |
| 569 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 570 | |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 571 | auto workload = CreatePooling2dWorkloadTest<ClPooling2dWorkload, DataType>(factory, graph, dataLayout); |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 572 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 573 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 2, 5, 5}) |
| 574 | : std::initializer_list<unsigned int>({3, 5, 5, 2}); |
| 575 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 2, 2, 4}) |
| 576 | : std::initializer_list<unsigned int>({3, 2, 4, 2}); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 577 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 578 | // Check that inputs/outputs are as we expect them (see definition of CreatePooling2dWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 579 | Pooling2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 580 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 581 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 582 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 583 | BOOST_TEST((inputHandle->GetShape() == inputShape)); |
| 584 | BOOST_TEST((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 585 | } |
| 586 | |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 587 | BOOST_AUTO_TEST_CASE(CreatePooling2dFloatNchwWorkload) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 588 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 589 | ClPooling2dWorkloadTest<armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 590 | } |
| 591 | |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 592 | BOOST_AUTO_TEST_CASE(CreatePooling2dFloatNhwcWorkload) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 593 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 594 | ClPooling2dWorkloadTest<armnn::DataType::Float32>(DataLayout::NHWC); |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 595 | } |
| 596 | |
| 597 | BOOST_AUTO_TEST_CASE(CreatePooling2dFloat16NchwWorkload) |
| 598 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 599 | ClPooling2dWorkloadTest<armnn::DataType::Float16>(DataLayout::NCHW); |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 600 | } |
| 601 | |
| 602 | BOOST_AUTO_TEST_CASE(CreatePooling2dFloat16NhwcWorkload) |
| 603 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 604 | ClPooling2dWorkloadTest<armnn::DataType::Float16>(DataLayout::NHWC); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 605 | } |
| 606 | |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 607 | static void ClCreatePreluWorkloadTest(const armnn::TensorShape& inputShape, |
| 608 | const armnn::TensorShape& alphaShape, |
| 609 | const armnn::TensorShape& outputShape, |
| 610 | armnn::DataType dataType) |
| 611 | { |
| 612 | Graph graph; |
| 613 | ClWorkloadFactory factory = |
| 614 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 615 | |
| 616 | auto workload = CreatePreluWorkloadTest<ClPreluWorkload>(factory, |
| 617 | graph, |
| 618 | inputShape, |
| 619 | alphaShape, |
| 620 | outputShape, |
| 621 | dataType); |
| 622 | |
| 623 | // Checks that outputs and inputs are as we expect them (see definition of CreatePreluWorkloadTest). |
| 624 | PreluQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 625 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 626 | auto alphaHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 627 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 628 | |
| 629 | BOOST_TEST((inputHandle->GetShape() == inputShape)); |
| 630 | BOOST_TEST((alphaHandle->GetShape() == alphaShape)); |
| 631 | BOOST_TEST((outputHandle->GetShape() == outputShape)); |
| 632 | } |
| 633 | |
| 634 | BOOST_AUTO_TEST_CASE(CreatePreluFloat16Workload) |
| 635 | { |
| 636 | ClCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, DataType::Float16); |
| 637 | } |
| 638 | |
| 639 | BOOST_AUTO_TEST_CASE(CreatePreluFloatWorkload) |
| 640 | { |
| 641 | ClCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, DataType::Float32); |
| 642 | } |
| 643 | |
| 644 | BOOST_AUTO_TEST_CASE(CreatePreluUint8Workload) |
| 645 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 646 | ClCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, DataType::QAsymmU8); |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 647 | } |
| 648 | |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 649 | template <typename armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 650 | static void ClCreateReshapeWorkloadTest() |
| 651 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 652 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 653 | ClWorkloadFactory factory = |
| 654 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 655 | |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 656 | auto workload = CreateReshapeWorkloadTest<ClReshapeWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 657 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 658 | // 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] | 659 | ReshapeQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 660 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 661 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 662 | |
| 663 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {4, 1})); |
Matthew Bentham | 8910528 | 2018-11-20 14:33:33 +0000 | [diff] [blame] | 664 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {1, 4})); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 665 | } |
| 666 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 667 | BOOST_AUTO_TEST_CASE(CreateReshapeFloatWorkload) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 668 | { |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 669 | ClCreateReshapeWorkloadTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 670 | } |
| 671 | |
| 672 | BOOST_AUTO_TEST_CASE(CreateReshapeFloat16Workload) |
| 673 | { |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 674 | ClCreateReshapeWorkloadTest<armnn::DataType::Float16>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 675 | } |
| 676 | |
| 677 | BOOST_AUTO_TEST_CASE(CreateReshapeUint8Workload) |
| 678 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 679 | ClCreateReshapeWorkloadTest<armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 680 | } |
| 681 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 682 | template <typename SoftmaxWorkloadType, typename armnn::DataType DataType> |
| 683 | static void ClSoftmaxWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 684 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 685 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 686 | ClWorkloadFactory factory = |
| 687 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 688 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 689 | auto workload = CreateSoftmaxWorkloadTest<SoftmaxWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 690 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 691 | // Checks that inputs/outputs are as we expect them (see definition of ClSoftmaxFloatWorkload). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 692 | SoftmaxQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 693 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 694 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 695 | |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 696 | armnn::TensorInfo tensorInfo({4, 1}, DataType); |
| 697 | if (DataType == armnn::DataType::QAsymmU8) |
| 698 | { |
| 699 | tensorInfo.SetQuantizationOffset(0); |
| 700 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 701 | } |
| 702 | else if (DataType == armnn::DataType::QAsymmS8) |
| 703 | { |
| 704 | tensorInfo.SetQuantizationOffset(-128); |
| 705 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 706 | } |
| 707 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 708 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {4, 1})); |
| 709 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {4, 1})); |
| 710 | } |
| 711 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 712 | |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 713 | BOOST_AUTO_TEST_CASE(CreateSoftmaxFloat32WorkloadTest) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 714 | { |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 715 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 716 | } |
| 717 | |
| 718 | BOOST_AUTO_TEST_CASE(CreateSoftmaxFloat16WorkloadTest) |
| 719 | { |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 720 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::Float16>(); |
| 721 | } |
| 722 | |
| 723 | BOOST_AUTO_TEST_CASE(CreateSoftmaxQAsymmU8Workload) |
| 724 | { |
| 725 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::QAsymmU8>(); |
| 726 | } |
| 727 | |
| 728 | BOOST_AUTO_TEST_CASE(CreateSoftmaxQAsymmS8Workload) |
| 729 | { |
| 730 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::QAsymmS8>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 731 | } |
| 732 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 733 | template <typename armnn::DataType DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 734 | static void ClSplitterWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 735 | { |
| 736 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 737 | ClWorkloadFactory factory = |
| 738 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 739 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 740 | auto workload = CreateSplitterWorkloadTest<ClSplitterWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 741 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 742 | // Checks that outputs are as we expect them (see definition of CreateSplitterWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 743 | SplitterQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 744 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 745 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {5, 7, 7})); |
| 746 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 747 | auto outputHandle1 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[1]); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 748 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle1, {2, 7, 7})); |
| 749 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 750 | auto outputHandle2 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[2]); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 751 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle2, {2, 7, 7})); |
| 752 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 753 | auto outputHandle0 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Matthew Bentham | 8910528 | 2018-11-20 14:33:33 +0000 | [diff] [blame] | 754 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle0, {1, 7, 7})); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 755 | } |
| 756 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 757 | BOOST_AUTO_TEST_CASE(CreateSplitterFloatWorkload) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 758 | { |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 759 | ClSplitterWorkloadTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 760 | } |
| 761 | |
| 762 | BOOST_AUTO_TEST_CASE(CreateSplitterFloat16Workload) |
| 763 | { |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 764 | ClSplitterWorkloadTest<armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 765 | } |
| 766 | |
Nattapat Chaimanowong | 02f8bc1 | 2018-10-11 16:16:17 +0100 | [diff] [blame] | 767 | template <typename armnn::DataType DataType> |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 768 | static void ClSplitterConcatTest() |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 769 | { |
| 770 | // 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] | 771 | // should be lined to which input of the concat layer. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 772 | // We test that is is possible to specify 0th output |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 773 | // of the splitter to be the 1st input to the concat and the 1st output of the splitter to be 0th input |
| 774 | // of the concat. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 775 | |
| 776 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 777 | ClWorkloadFactory factory = |
| 778 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 779 | |
| 780 | auto workloads = |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 781 | CreateSplitterConcatWorkloadTest<ClSplitterWorkload, ClConcatWorkload, DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 782 | (factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 783 | |
| 784 | auto wlSplitter = std::move(workloads.first); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 785 | auto wlConcat = std::move(workloads.second); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 786 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 787 | //Checks that the index of inputs/outputs matches what we declared on InputDescriptor construction. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 788 | armnn::ClSubTensorHandle* sOut0 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 789 | armnn::ClSubTensorHandle* sOut1 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 790 | armnn::ClSubTensorHandle* mIn0 = dynamic_cast<armnn::ClSubTensorHandle*>(wlConcat->GetData().m_Inputs[0]); |
| 791 | armnn::ClSubTensorHandle* mIn1 = dynamic_cast<armnn::ClSubTensorHandle*>(wlConcat->GetData().m_Inputs[1]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 792 | |
| 793 | BOOST_TEST(sOut0); |
| 794 | BOOST_TEST(sOut1); |
| 795 | BOOST_TEST(mIn0); |
| 796 | BOOST_TEST(mIn1); |
| 797 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 798 | //Fliped order of inputs/outputs. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 799 | bool validDataPointers = (sOut0 == mIn1) && (sOut1 == mIn0); |
| 800 | BOOST_TEST(validDataPointers); |
| 801 | |
| 802 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 803 | //Also make sure that the inputs are subtensors of one tensor and outputs are sub tensors of another tensor. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 804 | bool validSubTensorParents = (mIn0->GetTensor().parent() == mIn1->GetTensor().parent()) |
| 805 | && (sOut0->GetTensor().parent() == sOut1->GetTensor().parent()); |
| 806 | |
| 807 | BOOST_TEST(validSubTensorParents); |
| 808 | } |
| 809 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 810 | BOOST_AUTO_TEST_CASE(CreateSplitterConcatFloatWorkload) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 811 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 812 | ClSplitterConcatTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 813 | } |
| 814 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 815 | BOOST_AUTO_TEST_CASE(CreateSplitterConcatFloat16Workload) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 816 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 817 | ClSplitterConcatTest<armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 818 | } |
| 819 | |
| 820 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 821 | BOOST_AUTO_TEST_CASE(CreateSingleOutputMultipleInputs) |
| 822 | { |
| 823 | // Test that it is possible to assign multiple (two) different layers to each of the outputs of a splitter layer. |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 824 | // We create 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] | 825 | |
| 826 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 827 | ClWorkloadFactory factory = |
| 828 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 829 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 830 | std::unique_ptr<ClSplitterWorkload> wlSplitter; |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 831 | std::unique_ptr<ClActivationWorkload> wlActiv0_0; |
| 832 | std::unique_ptr<ClActivationWorkload> wlActiv0_1; |
| 833 | std::unique_ptr<ClActivationWorkload> wlActiv1_0; |
| 834 | std::unique_ptr<ClActivationWorkload> wlActiv1_1; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 835 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 836 | CreateSplitterMultipleInputsOneOutputWorkloadTest<ClSplitterWorkload, |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 837 | ClActivationWorkload, armnn::DataType::Float32>(factory, graph, wlSplitter, wlActiv0_0, wlActiv0_1, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 838 | wlActiv1_0, wlActiv1_1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 839 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 840 | //Checks that the index of inputs/outputs matches what we declared on InputDescriptor construction. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 841 | armnn::ClSubTensorHandle* sOut0 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 842 | armnn::ClSubTensorHandle* sOut1 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
| 843 | armnn::ClSubTensorHandle* activ0_0Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv0_0->GetData().m_Inputs[0]); |
| 844 | armnn::ClSubTensorHandle* activ0_1Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv0_1->GetData().m_Inputs[0]); |
| 845 | armnn::ClSubTensorHandle* activ1_0Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv1_0->GetData().m_Inputs[0]); |
| 846 | armnn::ClSubTensorHandle* activ1_1Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv1_1->GetData().m_Inputs[0]); |
| 847 | |
| 848 | |
| 849 | BOOST_TEST(sOut0); |
| 850 | BOOST_TEST(sOut1); |
| 851 | BOOST_TEST(activ0_0Im); |
| 852 | BOOST_TEST(activ0_1Im); |
| 853 | BOOST_TEST(activ1_0Im); |
| 854 | BOOST_TEST(activ1_1Im); |
| 855 | |
| 856 | bool validDataPointers = (sOut0 == activ0_0Im) && (sOut0 == activ0_1Im) && |
| 857 | (sOut1 == activ1_0Im) && (sOut1 == activ1_1Im); |
| 858 | |
| 859 | BOOST_TEST(validDataPointers); |
| 860 | } |
| 861 | |
Matteo Martincigh | db16dd3 | 2019-08-27 16:41:11 +0100 | [diff] [blame] | 862 | #if defined(ARMNNREF_ENABLED) |
Matteo Martincigh | e67edb2 | 2019-08-14 14:05:46 +0100 | [diff] [blame] | 863 | |
| 864 | // This test unit needs the reference backend, it's not available if the reference backend is not built |
| 865 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 866 | BOOST_AUTO_TEST_CASE(CreateMemCopyWorkloadsCl) |
| 867 | { |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 868 | ClWorkloadFactory factory = |
| 869 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 870 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 871 | CreateMemCopyWorkloads<IClTensorHandle>(factory); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 872 | } |
| 873 | |
Matteo Martincigh | e67edb2 | 2019-08-14 14:05:46 +0100 | [diff] [blame] | 874 | #endif |
| 875 | |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 876 | template <typename L2NormalizationWorkloadType, typename armnn::DataType DataType> |
| 877 | static void ClL2NormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 878 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 879 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 880 | ClWorkloadFactory factory = |
| 881 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 882 | |
Matteo Martincigh | 2400b6d | 2018-10-09 18:19:20 +0100 | [diff] [blame] | 883 | auto workload = |
| 884 | CreateL2NormalizationWorkloadTest<L2NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 885 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 886 | // Checks that inputs/outputs are as we expect them (see definition of CreateNormalizationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 887 | L2NormalizationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 888 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 889 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 890 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 891 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 5, 20, 50, 67 }) |
| 892 | : std::initializer_list<unsigned int>({ 5, 50, 67, 20 }); |
| 893 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 5, 20, 50, 67 }) |
| 894 | : std::initializer_list<unsigned int>({ 5, 50, 67, 20 }); |
Matteo Martincigh | 2400b6d | 2018-10-09 18:19:20 +0100 | [diff] [blame] | 895 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 896 | BOOST_TEST((inputHandle->GetShape() == inputShape)); |
| 897 | BOOST_TEST((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 898 | } |
| 899 | |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 900 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationFloatNchwWorkload) |
| 901 | { |
| 902 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
| 903 | } |
| 904 | |
| 905 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationFloatNhwcWorkload) |
| 906 | { |
| 907 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 908 | } |
| 909 | |
| 910 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationFloat16NchwWorkload) |
| 911 | { |
| 912 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 913 | } |
| 914 | |
| 915 | BOOST_AUTO_TEST_CASE(CreateL2NormalizationFloat16NhwcWorkload) |
| 916 | { |
| 917 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
| 918 | } |
| 919 | |
Teresa Charlin | 8398edc | 2020-07-20 14:23:02 +0100 | [diff] [blame] | 920 | template <typename LogSoftmaxWorkloadType, typename armnn::DataType DataType> |
| 921 | static void ClCreateLogSoftmaxWorkloadTest() |
| 922 | { |
| 923 | Graph graph; |
| 924 | ClWorkloadFactory factory = |
| 925 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 926 | |
| 927 | auto workload = CreateLogSoftmaxWorkloadTest<LogSoftmaxWorkloadType, DataType>(factory, graph); |
| 928 | |
| 929 | // Checks that outputs and inputs are as we expect them (see definition of CreateLogSoftmaxWorkloadTest). |
| 930 | LogSoftmaxQueueDescriptor queueDescriptor = workload->GetData(); |
| 931 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 932 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
| 933 | |
| 934 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, {4, 1})); |
| 935 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, {4, 1})); |
| 936 | } |
| 937 | |
| 938 | BOOST_AUTO_TEST_CASE(CreateLogSoftmaxFloat32WorkloadTest) |
| 939 | { |
| 940 | ClCreateLogSoftmaxWorkloadTest<ClLogSoftmaxWorkload, armnn::DataType::Float32>(); |
| 941 | } |
| 942 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 943 | template <typename LstmWorkloadType> |
| 944 | static void ClCreateLstmWorkloadTest() |
| 945 | { |
| 946 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 947 | ClWorkloadFactory factory = |
| 948 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 949 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 950 | auto workload = CreateLstmWorkloadTest<LstmWorkloadType>(factory, graph); |
| 951 | |
| 952 | LstmQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 953 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 954 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[1]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 955 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, { 2, 2 })); |
| 956 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, { 2, 4 })); |
| 957 | } |
| 958 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 959 | BOOST_AUTO_TEST_CASE(CreateLSTMWorkloadFloatWorkload) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 960 | { |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 961 | ClCreateLstmWorkloadTest<ClLstmFloatWorkload>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 962 | } |
| 963 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 964 | template <typename ResizeWorkloadType, typename armnn::DataType DataType> |
| 965 | static void ClResizeWorkloadTest(DataLayout dataLayout) |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 966 | { |
| 967 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 968 | ClWorkloadFactory factory = |
| 969 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 970 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 971 | auto workload = CreateResizeBilinearWorkloadTest<ResizeWorkloadType, DataType>(factory, graph, dataLayout); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 972 | |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 973 | auto queueDescriptor = workload->GetData(); |
| 974 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 975 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 976 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 977 | |
| 978 | switch (dataLayout) |
| 979 | { |
| 980 | case DataLayout::NHWC: |
| 981 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, { 2, 4, 4, 3 })); |
| 982 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, { 2, 2, 2, 3 })); |
| 983 | break; |
James Conroy | 6948227 | 2018-10-19 10:41:35 +0100 | [diff] [blame] | 984 | case DataLayout::NCHW: |
| 985 | default: |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 986 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, { 2, 3, 4, 4 })); |
| 987 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, { 2, 3, 2, 2 })); |
| 988 | } |
| 989 | } |
| 990 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 991 | BOOST_AUTO_TEST_CASE(CreateResizeFloat32NchwWorkload) |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 992 | { |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 993 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 994 | } |
| 995 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 996 | BOOST_AUTO_TEST_CASE(CreateResizeFloat16NchwWorkload) |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 997 | { |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 998 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 999 | } |
| 1000 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1001 | BOOST_AUTO_TEST_CASE(CreateResizeUint8NchwWorkload) |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1002 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1003 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1004 | } |
| 1005 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1006 | BOOST_AUTO_TEST_CASE(CreateResizeFloat32NhwcWorkload) |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1007 | { |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1008 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 1009 | } |
| 1010 | |
| 1011 | BOOST_AUTO_TEST_CASE(CreateResizeFloat16NhwcWorkload) |
| 1012 | { |
| 1013 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
| 1014 | } |
| 1015 | |
| 1016 | BOOST_AUTO_TEST_CASE(CreateResizeUint8NhwcWorkload) |
| 1017 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1018 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1019 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1020 | |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1021 | template <typename MeanWorkloadType, typename armnn::DataType DataType> |
| 1022 | static void ClMeanWorkloadTest() |
| 1023 | { |
| 1024 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1025 | ClWorkloadFactory factory = |
| 1026 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1027 | |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1028 | auto workload = CreateMeanWorkloadTest<MeanWorkloadType, DataType>(factory, graph); |
| 1029 | |
| 1030 | // Checks that inputs/outputs are as we expect them (see definition of CreateMeanWorkloadTest). |
| 1031 | MeanQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1032 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1033 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1034 | |
| 1035 | // The first dimension (batch size) in both input and output is singular thus it has been reduced by ACL. |
Matthew Bentham | 8910528 | 2018-11-20 14:33:33 +0000 | [diff] [blame] | 1036 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, { 1, 3, 7, 4 })); |
| 1037 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, { 1, 4 })); |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1038 | } |
| 1039 | |
| 1040 | BOOST_AUTO_TEST_CASE(CreateMeanFloat32Workload) |
| 1041 | { |
| 1042 | ClMeanWorkloadTest<ClMeanWorkload, armnn::DataType::Float32>(); |
| 1043 | } |
| 1044 | |
| 1045 | BOOST_AUTO_TEST_CASE(CreateMeanFloat16Workload) |
| 1046 | { |
| 1047 | ClMeanWorkloadTest<ClMeanWorkload, armnn::DataType::Float16>(); |
| 1048 | } |
| 1049 | |
| 1050 | BOOST_AUTO_TEST_CASE(CreateMeanUint8Workload) |
| 1051 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1052 | ClMeanWorkloadTest<ClMeanWorkload, armnn::DataType::QAsymmU8>(); |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1053 | } |
| 1054 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1055 | template <typename ConcatWorkloadType, armnn::DataType DataType> |
| 1056 | static void ClCreateConcatWorkloadTest(std::initializer_list<unsigned int> outputShape, |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1057 | unsigned int concatAxis) |
| 1058 | { |
| 1059 | Graph graph; |
| 1060 | ClWorkloadFactory factory = |
| 1061 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1062 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1063 | auto workload = CreateConcatWorkloadTest<ConcatWorkloadType, DataType>(factory, graph, outputShape, concatAxis); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1064 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1065 | ConcatQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1066 | auto inputHandle0 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1067 | auto inputHandle1 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 1068 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1069 | |
| 1070 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle0, { 2, 3, 2, 5 })); |
| 1071 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle1, { 2, 3, 2, 5 })); |
| 1072 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, outputShape)); |
| 1073 | } |
| 1074 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1075 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1076 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1077 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::Float32>({ 4, 3, 2, 5 }, 0); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1078 | } |
| 1079 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1080 | BOOST_AUTO_TEST_CASE(CreateConcatDim1Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1081 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1082 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::Float32>({ 2, 6, 2, 5 }, 1); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1083 | } |
| 1084 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1085 | BOOST_AUTO_TEST_CASE(CreateConcatDim3Float32Workload) |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1086 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1087 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::Float32>({ 2, 3, 2, 10 }, 3); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1088 | } |
| 1089 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1090 | BOOST_AUTO_TEST_CASE(CreateConcatDim0Uint8Workload) |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1091 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1092 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::QAsymmU8>({ 4, 3, 2, 5 }, 0); |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1093 | } |
| 1094 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1095 | BOOST_AUTO_TEST_CASE(CreateConcatDim1Uint8Workload) |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1096 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1097 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 6, 2, 5 }, 1); |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1098 | } |
| 1099 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1100 | BOOST_AUTO_TEST_CASE(CreateConcatDim3Uint8Workload) |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1101 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1102 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 2, 10 }, 3); |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1103 | } |
| 1104 | |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1105 | template <typename SpaceToDepthWorkloadType, typename armnn::DataType DataType> |
| 1106 | static void ClSpaceToDepthWorkloadTest() |
| 1107 | { |
| 1108 | Graph graph; |
| 1109 | ClWorkloadFactory factory = |
| 1110 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1111 | |
| 1112 | auto workload = CreateSpaceToDepthWorkloadTest<SpaceToDepthWorkloadType, DataType>(factory, graph); |
| 1113 | |
| 1114 | SpaceToDepthQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1115 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1116 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1117 | |
| 1118 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, { 1, 2, 2, 1 })); |
| 1119 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, { 1, 1, 1, 4 })); |
| 1120 | } |
| 1121 | |
| 1122 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthFloat32Workload) |
| 1123 | { |
| 1124 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::Float32>(); |
| 1125 | } |
| 1126 | |
| 1127 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthFloat16Workload) |
| 1128 | { |
| 1129 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::Float16>(); |
| 1130 | } |
| 1131 | |
| 1132 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthQAsymm8Workload) |
| 1133 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1134 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::QAsymmU8>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1135 | } |
| 1136 | |
| 1137 | BOOST_AUTO_TEST_CASE(CreateSpaceToDepthQSymm16Workload) |
| 1138 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1139 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::QSymmS16>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1140 | } |
| 1141 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1142 | template <armnn::DataType DataType> |
| 1143 | static void ClCreateStackWorkloadTest(const std::initializer_list<unsigned int>& inputShape, |
| 1144 | const std::initializer_list<unsigned int>& outputShape, |
| 1145 | unsigned int axis, |
| 1146 | unsigned int numInputs) |
| 1147 | { |
| 1148 | armnn::Graph graph; |
| 1149 | ClWorkloadFactory factory = |
| 1150 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1151 | |
| 1152 | auto workload = CreateStackWorkloadTest<ClStackWorkload, DataType>(factory, |
| 1153 | graph, |
| 1154 | TensorShape(inputShape), |
| 1155 | TensorShape(outputShape), |
| 1156 | axis, |
| 1157 | numInputs); |
| 1158 | |
| 1159 | // Check inputs and output are as expected |
| 1160 | StackQueueDescriptor queueDescriptor = workload->GetData(); |
| 1161 | for (unsigned int i = 0; i < numInputs; ++i) |
| 1162 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1163 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[i]); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1164 | BOOST_TEST(CompareIClTensorHandleShape(inputHandle, inputShape)); |
| 1165 | } |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1166 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1167 | BOOST_TEST(CompareIClTensorHandleShape(outputHandle, outputShape)); |
| 1168 | } |
| 1169 | |
| 1170 | BOOST_AUTO_TEST_CASE(CreateStackFloat32Workload) |
| 1171 | { |
| 1172 | ClCreateStackWorkloadTest<armnn::DataType::Float32>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
| 1173 | } |
| 1174 | |
Matthew Jackson | e69c399 | 2019-09-09 14:31:21 +0100 | [diff] [blame] | 1175 | BOOST_AUTO_TEST_CASE(CreateStackFloat16Workload) |
| 1176 | { |
| 1177 | ClCreateStackWorkloadTest<armnn::DataType::Float16>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
| 1178 | } |
| 1179 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1180 | BOOST_AUTO_TEST_CASE(CreateStackUint8Workload) |
| 1181 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1182 | ClCreateStackWorkloadTest<armnn::DataType::QAsymmU8>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1183 | } |
| 1184 | |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1185 | |
| 1186 | template <typename QLstmWorkloadType> |
| 1187 | static void ClCreateQLstmWorkloadTest() |
| 1188 | { |
| 1189 | Graph graph; |
| 1190 | ClWorkloadFactory factory = ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1191 | |
| 1192 | auto workload = CreateQLstmWorkloadTest<QLstmWorkloadType>(factory, graph); |
| 1193 | QLstmQueueDescriptor queueDescriptor = workload->GetData(); |
| 1194 | |
| 1195 | IAclTensorHandle* inputHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1196 | BOOST_TEST((inputHandle->GetShape() == TensorShape({2, 4}))); |
| 1197 | BOOST_TEST((inputHandle->GetDataType() == arm_compute::DataType::QASYMM8_SIGNED)); |
| 1198 | |
| 1199 | IAclTensorHandle* cellStateOutHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[1]); |
| 1200 | BOOST_TEST((cellStateOutHandle->GetShape() == TensorShape({2, 4}))); |
| 1201 | BOOST_TEST((cellStateOutHandle->GetDataType() == arm_compute::DataType::QSYMM16)); |
| 1202 | |
| 1203 | IAclTensorHandle* outputHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[2]); |
| 1204 | BOOST_TEST((outputHandle->GetShape() == TensorShape({2, 4}))); |
| 1205 | BOOST_TEST((outputHandle->GetDataType() == arm_compute::DataType::QASYMM8_SIGNED)); |
| 1206 | } |
| 1207 | |
| 1208 | BOOST_AUTO_TEST_CASE(CreateQLstmWorkloadTest) |
| 1209 | { |
| 1210 | ClCreateQLstmWorkloadTest<ClQLstmWorkload>(); |
| 1211 | } |
| 1212 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1213 | template <typename QuantizedLstmWorkloadType> |
| 1214 | static void ClCreateQuantizedLstmWorkloadTest() |
| 1215 | { |
| 1216 | using namespace armnn::armcomputetensorutils; |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1217 | |
| 1218 | Graph graph; |
| 1219 | ClWorkloadFactory factory = |
| 1220 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1221 | |
| 1222 | auto workload = CreateQuantizedLstmWorkloadTest<QuantizedLstmWorkloadType>(factory, graph); |
| 1223 | |
| 1224 | QuantizedLstmQueueDescriptor queueDescriptor = workload->GetData(); |
| 1225 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1226 | IAclTensorHandle* inputHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[0]); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1227 | BOOST_TEST((inputHandle->GetShape() == TensorShape({2, 2}))); |
| 1228 | BOOST_TEST((inputHandle->GetDataType() == arm_compute::DataType::QASYMM8)); |
| 1229 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1230 | IAclTensorHandle* cellStateInHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[1]); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1231 | BOOST_TEST((cellStateInHandle->GetShape() == TensorShape({2, 4}))); |
| 1232 | BOOST_TEST((cellStateInHandle->GetDataType() == arm_compute::DataType::QSYMM16)); |
| 1233 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1234 | IAclTensorHandle* outputStateInHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[2]); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1235 | BOOST_TEST((outputStateInHandle->GetShape() == TensorShape({2, 4}))); |
| 1236 | BOOST_TEST((outputStateInHandle->GetDataType() == arm_compute::DataType::QASYMM8)); |
| 1237 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1238 | IAclTensorHandle* cellStateOutHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1239 | BOOST_TEST((cellStateOutHandle->GetShape() == TensorShape({2, 4}))); |
| 1240 | BOOST_TEST((cellStateOutHandle->GetDataType() == arm_compute::DataType::QSYMM16)); |
| 1241 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1242 | IAclTensorHandle* outputStateOutHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1243 | BOOST_TEST((outputStateOutHandle->GetShape() == TensorShape({2, 4}))); |
| 1244 | BOOST_TEST((outputStateOutHandle->GetDataType() == arm_compute::DataType::QASYMM8)); |
| 1245 | } |
| 1246 | |
| 1247 | BOOST_AUTO_TEST_CASE(CreateQuantizedLstmWorkload) |
| 1248 | { |
| 1249 | ClCreateQuantizedLstmWorkloadTest<ClQuantizedLstmWorkload>(); |
| 1250 | } |
| 1251 | |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1252 | BOOST_AUTO_TEST_SUITE_END() |