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 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 24 | #include <doctest/doctest.h> |
| 25 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 26 | armnn::PredicateResult CompareIClTensorHandleShape(IClTensorHandle* tensorHandle, |
| 27 | std::initializer_list<unsigned int> expectedDimensions) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 28 | { |
| 29 | return CompareTensorHandleShape<IClTensorHandle>(tensorHandle, expectedDimensions); |
| 30 | } |
| 31 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 32 | TEST_SUITE("CreateWorkloadCl") |
| 33 | { |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 34 | template <armnn::DataType DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 35 | static void ClCreateActivationWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 36 | { |
| 37 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 38 | ClWorkloadFactory factory = |
| 39 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 40 | |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 41 | auto workload = CreateActivationWorkloadTest<ClActivationWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 42 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 43 | // Checks that inputs/outputs are as we expect them (see definition of CreateActivationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 44 | ActivationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 45 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 46 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 47 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 48 | auto predResult = CompareIClTensorHandleShape(inputHandle, {1, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 49 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 50 | |
| 51 | predResult = CompareIClTensorHandleShape(outputHandle, {1, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 52 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 53 | } |
| 54 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 55 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateActivationFloatWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 56 | { |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 57 | ClCreateActivationWorkloadTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 58 | } |
| 59 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 60 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateActivationFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 61 | { |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 62 | ClCreateActivationWorkloadTest<armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 63 | } |
| 64 | |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 65 | template <typename WorkloadType, |
| 66 | typename DescriptorType, |
| 67 | typename LayerType, |
| 68 | armnn::DataType DataType> |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 69 | static void ClCreateElementwiseWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 70 | { |
| 71 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 72 | ClWorkloadFactory factory = |
| 73 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 74 | |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 75 | auto workload = CreateElementwiseWorkloadTest<WorkloadType, DescriptorType, LayerType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 76 | |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 77 | // 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] | 78 | DescriptorType queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 79 | auto inputHandle1 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 80 | auto inputHandle2 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 81 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 82 | auto predResult = CompareIClTensorHandleShape(inputHandle1, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 83 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 84 | predResult = CompareIClTensorHandleShape(inputHandle2, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 85 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 86 | predResult = CompareIClTensorHandleShape(outputHandle, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 87 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 88 | } |
| 89 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 90 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateAdditionFloatWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 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::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 96 | } |
| 97 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 98 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateAdditionFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 99 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 100 | ClCreateElementwiseWorkloadTest<ClAdditionWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 101 | AdditionQueueDescriptor, |
| 102 | AdditionLayer, |
| 103 | armnn::DataType::Float16>(); |
| 104 | } |
| 105 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 106 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSubtractionFloatWorkload") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 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::Float32>(); |
| 112 | } |
| 113 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 114 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSubtractionFloat16Workload") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 115 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 116 | ClCreateElementwiseWorkloadTest<ClSubtractionWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 117 | SubtractionQueueDescriptor, |
| 118 | SubtractionLayer, |
| 119 | armnn::DataType::Float16>(); |
| 120 | } |
| 121 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 122 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMultiplicationFloatWorkloadTest") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 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::Float32>(); |
| 128 | } |
| 129 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 130 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMultiplicationFloat16WorkloadTest") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 131 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 132 | ClCreateElementwiseWorkloadTest<ClMultiplicationWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 133 | MultiplicationQueueDescriptor, |
| 134 | MultiplicationLayer, |
| 135 | armnn::DataType::Float16>(); |
| 136 | } |
| 137 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 138 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMultiplicationUint8WorkloadTest") |
Matthew Bentham | e2ec330 | 2018-10-01 11:32:48 +0100 | [diff] [blame] | 139 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 140 | ClCreateElementwiseWorkloadTest<ClMultiplicationWorkload, |
Matthew Bentham | e2ec330 | 2018-10-01 11:32:48 +0100 | [diff] [blame] | 141 | MultiplicationQueueDescriptor, |
| 142 | MultiplicationLayer, |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 143 | armnn::DataType::QAsymmU8>(); |
Matthew Bentham | e2ec330 | 2018-10-01 11:32:48 +0100 | [diff] [blame] | 144 | } |
| 145 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 146 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDivisionFloatWorkloadTest") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 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::Float32>(); |
| 152 | } |
| 153 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 154 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDivisionFloat16WorkloadTest") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 155 | { |
Teresa Charlin | e11e63d | 2021-04-21 12:56:45 +0100 | [diff] [blame] | 156 | ClCreateElementwiseWorkloadTest<ClDivisionWorkload, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 157 | DivisionQueueDescriptor, |
| 158 | DivisionLayer, |
| 159 | armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 160 | } |
| 161 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 162 | template <typename WorkloadType, |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 163 | typename DescriptorType, |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 164 | armnn::DataType DataType> |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 165 | static void ClCreateElementwiseUnaryWorkloadTest(armnn::UnaryOperation op) |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 166 | { |
| 167 | Graph graph; |
| 168 | ClWorkloadFactory factory = |
| 169 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 170 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 171 | auto workload = CreateElementwiseUnaryWorkloadTest<WorkloadType, DescriptorType, DataType>(factory, graph, op); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 172 | |
| 173 | DescriptorType queueDescriptor = workload->GetData(); |
| 174 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 175 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 176 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 177 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 178 | auto predResult = CompareIClTensorHandleShape(inputHandle, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 179 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 180 | |
| 181 | predResult = CompareIClTensorHandleShape(outputHandle, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 182 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 183 | } |
| 184 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 185 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateRsqrtFloat32WorkloadTest") |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 186 | { |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 187 | ClCreateElementwiseUnaryWorkloadTest<ClRsqrtWorkload, RsqrtQueueDescriptor, armnn::DataType::Float32>( |
| 188 | UnaryOperation::Rsqrt); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 189 | } |
| 190 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 191 | template <typename BatchNormalizationWorkloadType, armnn::DataType DataType> |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 192 | static void ClCreateBatchNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 193 | { |
| 194 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 195 | ClWorkloadFactory factory = |
| 196 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 197 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 198 | auto workload = CreateBatchNormalizationWorkloadTest<BatchNormalizationWorkloadType, DataType> |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 199 | (factory, graph, dataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 200 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 201 | // Checks that inputs/outputs are as we expect them (see definition of CreateBatchNormalizationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 202 | BatchNormalizationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 203 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 204 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 205 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 206 | armnn::PredicateResult predResult(true); |
| 207 | switch (dataLayout) |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 208 | { |
| 209 | case DataLayout::NHWC: |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 210 | predResult = CompareIClTensorHandleShape(inputHandle, { 2, 4, 4, 3 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 211 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 212 | predResult = CompareIClTensorHandleShape(outputHandle, { 2, 4, 4, 3 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 213 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 214 | break; |
| 215 | default: // NCHW |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 216 | predResult = CompareIClTensorHandleShape(inputHandle, { 2, 3, 4, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 217 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 218 | predResult = CompareIClTensorHandleShape(outputHandle, { 2, 3, 4, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 219 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 220 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 221 | } |
| 222 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 223 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateBatchNormalizationFloatNchwWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 224 | { |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 225 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 226 | armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 227 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 228 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 229 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateBatchNormalizationFloat16NchwWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 230 | { |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 231 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 232 | armnn::DataType::Float16>(DataLayout::NCHW); |
| 233 | } |
| 234 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 235 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateBatchNormalizationFloatNhwcWorkload") |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 236 | { |
| 237 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 238 | armnn::DataType::Float32>(DataLayout::NHWC); |
| 239 | } |
| 240 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 241 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateBatchNormalizationNhwcFloat16NhwcWorkload") |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 242 | { |
| 243 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 244 | armnn::DataType::Float16>(DataLayout::NHWC); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 245 | } |
| 246 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 247 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvertFp16ToFp32Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 248 | { |
| 249 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 250 | ClWorkloadFactory factory = |
| 251 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 252 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 253 | auto workload = CreateConvertFp16ToFp32WorkloadTest<ClConvertFp16ToFp32Workload>(factory, graph); |
| 254 | |
| 255 | ConvertFp16ToFp32QueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 256 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 257 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 258 | auto predResult = CompareIClTensorHandleShape(inputHandle, {1, 3, 2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 259 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 260 | predResult = CompareIClTensorHandleShape(outputHandle, {1, 3, 2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 261 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
| 262 | CHECK((inputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F16)); |
| 263 | CHECK((outputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F32)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 264 | } |
| 265 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 266 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvertFp32ToFp16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 267 | { |
| 268 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 269 | ClWorkloadFactory factory = |
| 270 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 271 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 272 | auto workload = CreateConvertFp32ToFp16WorkloadTest<ClConvertFp32ToFp16Workload>(factory, graph); |
| 273 | |
| 274 | ConvertFp32ToFp16QueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 275 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 276 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 277 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 278 | auto predResult = CompareIClTensorHandleShape(inputHandle, {1, 3, 2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 279 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 280 | predResult = CompareIClTensorHandleShape(outputHandle, {1, 3, 2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 281 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
| 282 | CHECK((inputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F32)); |
| 283 | CHECK((outputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F16)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 284 | } |
| 285 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 286 | template <typename Convolution2dWorkloadType, typename armnn::DataType DataType> |
| 287 | static void ClConvolution2dWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 288 | { |
| 289 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 290 | ClWorkloadFactory factory = |
| 291 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 292 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 293 | auto workload = CreateConvolution2dWorkloadTest<ClConvolution2dWorkload, DataType>(factory, |
| 294 | graph, |
| 295 | dataLayout); |
| 296 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 297 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 3, 8, 16}) |
| 298 | : std::initializer_list<unsigned int>({2, 8, 16, 3}); |
| 299 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 2, 2, 10}) |
| 300 | : std::initializer_list<unsigned int>({2, 2, 10, 2}); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 301 | |
| 302 | // 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] | 303 | Convolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 304 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 305 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 306 | CHECK((inputHandle->GetShape() == inputShape)); |
| 307 | CHECK((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 308 | } |
| 309 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 310 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFloatNchwWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 311 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 312 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 313 | } |
| 314 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 315 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFloatNhwcWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 316 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 317 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 318 | } |
| 319 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 320 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFloat16NchwWorkload") |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 321 | { |
| 322 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 323 | } |
| 324 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 325 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFloat16NhwcWorkload") |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 326 | { |
| 327 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
| 328 | } |
| 329 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 330 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFastMathEnabledWorkload") |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 331 | { |
| 332 | Graph graph; |
| 333 | |
| 334 | using ModelOptions = std::vector<BackendOptions>; |
| 335 | ModelOptions modelOptions = {}; |
| 336 | BackendOptions gpuAcc("GpuAcc", |
| 337 | { |
| 338 | { "FastMathEnabled", true } |
| 339 | }); |
| 340 | modelOptions.push_back(gpuAcc); |
| 341 | |
| 342 | ClWorkloadFactory factory = |
| 343 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager(), modelOptions); |
| 344 | |
| 345 | auto workload = |
Sadik Armagan | 283a8b4 | 2020-09-22 14:35:19 +0100 | [diff] [blame] | 346 | CreateConvolution2dWorkloadFastMathTest<ClConvolution2dWorkload, armnn::DataType::Float32>(factory, |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 347 | graph, |
| 348 | DataLayout::NCHW, |
| 349 | modelOptions); |
| 350 | |
| 351 | ARMNN_ASSERT(workload != nullptr); |
| 352 | auto conv2dWorkload = PolymorphicDowncast<ClConvolution2dWorkload*>(workload.get()); |
| 353 | IgnoreUnused(conv2dWorkload); |
| 354 | ARMNN_ASSERT(conv2dWorkload != nullptr); |
Sadik Armagan | 283a8b4 | 2020-09-22 14:35:19 +0100 | [diff] [blame] | 355 | ARMNN_ASSERT(conv2dWorkload->GetConvolutionMethod() == arm_compute::ConvolutionMethod::WINOGRAD); |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 356 | } |
| 357 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 358 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dClCompiledContextWorkload") |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 359 | { |
| 360 | using namespace armnn; |
| 361 | |
| 362 | const DataType inputType = DataType::QAsymmU8; |
| 363 | const DataType kernelType = DataType::QSymmS8; |
| 364 | const DataType biasType = DataType::Signed32; |
| 365 | |
| 366 | TensorInfo inputInfo ({ 1, 3, 1, 2 }, inputType, 0.5f, 128); |
| 367 | TensorInfo outputInfo({ 1, 3, 1, 3 }, inputType, 1.0f, 128); |
| 368 | |
| 369 | const std::vector<float> quantScales{ 0.5f, 0.75f, 1.0f }; |
| 370 | constexpr unsigned int quantDimension = 0; |
| 371 | |
| 372 | TensorInfo kernelInfo({ 3, 1, 1, 2 }, kernelType, quantScales, quantDimension); |
| 373 | |
| 374 | const std::vector<float> biasQuantScales{ 0.25f, 0.375f, 0.5f }; |
| 375 | TensorInfo biasInfo({ 3 }, biasType, biasQuantScales, quantDimension); |
| 376 | |
| 377 | std::vector<uint8_t> inputData = |
| 378 | { |
| 379 | 138, 108, 138, 108, 138, 108 |
| 380 | }; |
| 381 | |
| 382 | std::vector<int8_t> kernelData = |
| 383 | { |
| 384 | 1, 2, 1, 2, 1, 2 |
| 385 | }; |
| 386 | |
| 387 | std::vector<int32_t> biasData = |
| 388 | { |
| 389 | 4, 4, 4 |
| 390 | }; |
| 391 | |
| 392 | std::vector<uint8_t> expectedOutputData = |
| 393 | { |
| 394 | 121, 118, 115, 121, 118, 115, 121, 118, 115 |
| 395 | }; |
| 396 | |
| 397 | |
| 398 | Convolution2dDescriptor descriptor; |
| 399 | descriptor.m_StrideX = 1; |
| 400 | descriptor.m_StrideY = 1; |
| 401 | descriptor.m_PadLeft = 0; |
| 402 | descriptor.m_PadRight = 0; |
| 403 | descriptor.m_PadTop = 0; |
| 404 | descriptor.m_PadBottom = 0; |
| 405 | descriptor.m_BiasEnabled = true; |
| 406 | descriptor.m_DataLayout = DataLayout::NHWC; |
| 407 | |
| 408 | auto memoryManager = ClWorkloadFactoryHelper::GetMemoryManager(); |
| 409 | auto clMemoryManager = armnn::PolymorphicPointerDowncast<armnn::ClMemoryManager>(memoryManager); |
| 410 | auto tensorHandleFactory = ClWorkloadFactoryHelper::GetTensorHandleFactory(memoryManager); |
| 411 | |
| 412 | std::unique_ptr<ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputInfo); |
| 413 | std::unique_ptr<ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputInfo); |
| 414 | |
| 415 | |
| 416 | WorkloadInfo workloadInfo; |
James Conroy | 1f58f03 | 2021-04-27 17:13:27 +0100 | [diff] [blame] | 417 | ScopedTensorHandle weightTensor(kernelInfo); |
| 418 | ScopedTensorHandle biasTensor(biasInfo); |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 419 | |
| 420 | AllocateAndCopyDataToITensorHandle(&weightTensor, kernelData.data()); |
| 421 | AllocateAndCopyDataToITensorHandle(&biasTensor, biasData.data()); |
| 422 | |
| 423 | Convolution2dQueueDescriptor queueDescriptor; |
| 424 | queueDescriptor.m_Parameters = descriptor; |
| 425 | queueDescriptor.m_Weight = &weightTensor; |
| 426 | queueDescriptor.m_Bias = &biasTensor; |
| 427 | |
| 428 | AddInputToWorkload(queueDescriptor, workloadInfo, inputInfo, inputHandle.get()); |
| 429 | AddOutputToWorkload(queueDescriptor, workloadInfo, outputInfo, outputHandle.get()); |
| 430 | |
| 431 | // Initialize our m_CLCompileContext using default device and context |
| 432 | auto context = arm_compute::CLKernelLibrary::get().context(); |
| 433 | auto device = arm_compute::CLKernelLibrary::get().get_device(); |
| 434 | auto clCompileContext = arm_compute::CLCompileContext(context, device); |
| 435 | |
| 436 | |
| 437 | |
| 438 | // Check built programs are empty in context |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 439 | CHECK(clCompileContext.get_built_programs().empty()); |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 440 | |
| 441 | auto workload = std::make_unique<ClConvolution2dWorkload>(queueDescriptor, |
| 442 | workloadInfo, |
| 443 | clMemoryManager->GetIntraLayerManager(), |
| 444 | clCompileContext); |
| 445 | ARMNN_ASSERT(workload != nullptr); |
| 446 | // Check built programs are not empty in context |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 447 | CHECK(!clCompileContext.get_built_programs().empty()); |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 448 | } |
| 449 | |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 450 | template <typename DepthwiseConvolutionWorkloadType, typename armnn::DataType DataType> |
| 451 | static void ClDepthwiseConvolutionWorkloadTest(DataLayout dataLayout) |
| 452 | { |
| 453 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 454 | ClWorkloadFactory factory = |
| 455 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 456 | |
| 457 | auto workload = CreateDepthwiseConvolution2dWorkloadTest<DepthwiseConvolutionWorkloadType, DataType> |
| 458 | (factory, graph, dataLayout); |
| 459 | |
| 460 | // Checks that inputs/outputs are as we expect them (see definition of CreateDepthwiseConvolution2dWorkloadTest). |
| 461 | DepthwiseConvolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 462 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 463 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 464 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 465 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 466 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
| 467 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 468 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 469 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 470 | CHECK((inputHandle->GetShape() == inputShape)); |
| 471 | CHECK((outputHandle->GetShape() == outputShape)); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 472 | } |
| 473 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 474 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDepthwiseConvolutionFloat32NhwcWorkload") |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 475 | { |
| 476 | ClDepthwiseConvolutionWorkloadTest<ClDepthwiseConvolutionWorkload, DataType::Float32>(DataLayout::NHWC); |
| 477 | } |
| 478 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 479 | template <typename Convolution2dWorkloadType, typename armnn::DataType DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 480 | static void ClDirectConvolution2dWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 481 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 482 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 483 | ClWorkloadFactory factory = |
| 484 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 485 | |
Matthew Bentham | d806792 | 2018-10-03 17:18:04 +0100 | [diff] [blame] | 486 | auto workload = CreateDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 487 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 488 | // 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] | 489 | Convolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 490 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 491 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 492 | auto predResult = CompareIClTensorHandleShape(inputHandle, {2, 3, 6, 6}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 493 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 494 | predResult = CompareIClTensorHandleShape(outputHandle, {2, 2, 6, 6}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 495 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 496 | } |
| 497 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 498 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDirectConvolution2dFloatWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 499 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 500 | ClDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 501 | } |
| 502 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 503 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDirectConvolution2dFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 504 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 505 | ClDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float16>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 506 | } |
| 507 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 508 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDirectConvolution2dUint8Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 509 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 510 | ClDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 511 | } |
| 512 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 513 | template <typename FullyConnectedWorkloadType, typename armnn::DataType DataType> |
| 514 | static void ClCreateFullyConnectedWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 515 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 516 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 517 | ClWorkloadFactory factory = |
| 518 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 519 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 520 | auto workload = |
| 521 | CreateFullyConnectedWorkloadTest<FullyConnectedWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 522 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 523 | // 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] | 524 | FullyConnectedQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 525 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 526 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 527 | auto predResult = CompareIClTensorHandleShape(inputHandle, {3, 1, 4, 5}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 528 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 529 | predResult = CompareIClTensorHandleShape(outputHandle, {3, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 530 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 531 | } |
| 532 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 533 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 534 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateFullyConnectedFloatWorkloadTest") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 535 | { |
Matthew Bentham | ab8cdc1 | 2018-09-17 11:17:41 +0100 | [diff] [blame] | 536 | ClCreateFullyConnectedWorkloadTest<ClFullyConnectedWorkload, armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 537 | } |
| 538 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 539 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateFullyConnectedFloat16WorkloadTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 540 | { |
Matthew Bentham | ab8cdc1 | 2018-09-17 11:17:41 +0100 | [diff] [blame] | 541 | ClCreateFullyConnectedWorkloadTest<ClFullyConnectedWorkload, armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 542 | } |
| 543 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 544 | template <typename NormalizationWorkloadType, typename armnn::DataType DataType> |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 545 | static void ClNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 546 | { |
| 547 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 548 | ClWorkloadFactory factory = |
| 549 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 550 | |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 551 | auto workload = CreateNormalizationWorkloadTest<NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 552 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 553 | // Checks that inputs/outputs are as we expect them (see definition of CreateNormalizationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 554 | NormalizationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 555 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 556 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 557 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 558 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 5, 5, 1}) |
| 559 | : std::initializer_list<unsigned int>({3, 1, 5, 5}); |
| 560 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 5, 5, 1}) |
| 561 | : std::initializer_list<unsigned int>({3, 1, 5, 5}); |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 562 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 563 | CHECK((inputHandle->GetShape() == inputShape)); |
| 564 | CHECK((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 565 | } |
| 566 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 567 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateNormalizationFloat32NchwWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 568 | { |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 569 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 570 | } |
| 571 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 572 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateNormalizationFloat16NchwWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 573 | { |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 574 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 575 | } |
| 576 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 577 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateNormalizationFloat32NhwcWorkload") |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 578 | { |
| 579 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 580 | } |
| 581 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 582 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateNormalizationFloat16NhwcWorkload") |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 583 | { |
| 584 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 585 | } |
| 586 | |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 587 | template <typename armnn::DataType DataType> |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 588 | static void ClPooling2dWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 589 | { |
| 590 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 591 | ClWorkloadFactory factory = |
| 592 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 593 | |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 594 | auto workload = CreatePooling2dWorkloadTest<ClPooling2dWorkload, DataType>(factory, graph, dataLayout); |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 595 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 596 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 2, 5, 5}) |
| 597 | : std::initializer_list<unsigned int>({3, 5, 5, 2}); |
| 598 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 2, 2, 4}) |
| 599 | : std::initializer_list<unsigned int>({3, 2, 4, 2}); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 600 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 601 | // Check that inputs/outputs are as we expect them (see definition of CreatePooling2dWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 602 | Pooling2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 603 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 604 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 605 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 606 | CHECK((inputHandle->GetShape() == inputShape)); |
| 607 | CHECK((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 608 | } |
| 609 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 610 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePooling2dFloatNchwWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 611 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 612 | ClPooling2dWorkloadTest<armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 613 | } |
| 614 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 615 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePooling2dFloatNhwcWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 616 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 617 | ClPooling2dWorkloadTest<armnn::DataType::Float32>(DataLayout::NHWC); |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 618 | } |
| 619 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 620 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePooling2dFloat16NchwWorkload") |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 621 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 622 | ClPooling2dWorkloadTest<armnn::DataType::Float16>(DataLayout::NCHW); |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 623 | } |
| 624 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 625 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePooling2dFloat16NhwcWorkload") |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 626 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 627 | ClPooling2dWorkloadTest<armnn::DataType::Float16>(DataLayout::NHWC); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 628 | } |
| 629 | |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 630 | static void ClCreatePreluWorkloadTest(const armnn::TensorShape& inputShape, |
| 631 | const armnn::TensorShape& alphaShape, |
| 632 | const armnn::TensorShape& outputShape, |
| 633 | armnn::DataType dataType) |
| 634 | { |
| 635 | Graph graph; |
| 636 | ClWorkloadFactory factory = |
| 637 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 638 | |
| 639 | auto workload = CreatePreluWorkloadTest<ClPreluWorkload>(factory, |
| 640 | graph, |
| 641 | inputShape, |
| 642 | alphaShape, |
| 643 | outputShape, |
| 644 | dataType); |
| 645 | |
| 646 | // Checks that outputs and inputs are as we expect them (see definition of CreatePreluWorkloadTest). |
| 647 | PreluQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 648 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 649 | auto alphaHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 650 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 651 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 652 | CHECK((inputHandle->GetShape() == inputShape)); |
| 653 | CHECK((alphaHandle->GetShape() == alphaShape)); |
| 654 | CHECK((outputHandle->GetShape() == outputShape)); |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 655 | } |
| 656 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 657 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePreluFloat16Workload") |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 658 | { |
| 659 | ClCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, DataType::Float16); |
| 660 | } |
| 661 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 662 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePreluFloatWorkload") |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 663 | { |
| 664 | ClCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, DataType::Float32); |
| 665 | } |
| 666 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 667 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePreluUint8Workload") |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 668 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 669 | 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] | 670 | } |
| 671 | |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 672 | template <typename armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 673 | static void ClCreateReshapeWorkloadTest() |
| 674 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 675 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 676 | ClWorkloadFactory factory = |
| 677 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 678 | |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 679 | auto workload = CreateReshapeWorkloadTest<ClReshapeWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 680 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 681 | // 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] | 682 | ReshapeQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 683 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 684 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 685 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 686 | auto predResult = CompareIClTensorHandleShape(inputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 687 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 688 | predResult = CompareIClTensorHandleShape(outputHandle, {1, 4}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 689 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 690 | } |
| 691 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 692 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateReshapeFloatWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 693 | { |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 694 | ClCreateReshapeWorkloadTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 695 | } |
| 696 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 697 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateReshapeFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 698 | { |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 699 | ClCreateReshapeWorkloadTest<armnn::DataType::Float16>(); |
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_FIXTURE(ClContextControlFixture, "CreateReshapeUint8Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 703 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 704 | ClCreateReshapeWorkloadTest<armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 705 | } |
| 706 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 707 | template <typename SoftmaxWorkloadType, typename armnn::DataType DataType> |
| 708 | static void ClSoftmaxWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 709 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 710 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 711 | ClWorkloadFactory factory = |
| 712 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 713 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 714 | auto workload = CreateSoftmaxWorkloadTest<SoftmaxWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 715 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 716 | // Checks that inputs/outputs are as we expect them (see definition of ClSoftmaxFloatWorkload). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 717 | SoftmaxQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 718 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 719 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 720 | |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 721 | armnn::TensorInfo tensorInfo({4, 1}, DataType); |
| 722 | if (DataType == armnn::DataType::QAsymmU8) |
| 723 | { |
| 724 | tensorInfo.SetQuantizationOffset(0); |
| 725 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 726 | } |
| 727 | else if (DataType == armnn::DataType::QAsymmS8) |
| 728 | { |
| 729 | tensorInfo.SetQuantizationOffset(-128); |
| 730 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 731 | } |
| 732 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 733 | auto predResult = CompareIClTensorHandleShape(inputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 734 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 735 | predResult = CompareIClTensorHandleShape(outputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 736 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 737 | } |
| 738 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 739 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 740 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSoftmaxFloat32WorkloadTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 741 | { |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 742 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 743 | } |
| 744 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 745 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSoftmaxFloat16WorkloadTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 746 | { |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 747 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::Float16>(); |
| 748 | } |
| 749 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 750 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSoftmaxQAsymmU8Workload") |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 751 | { |
| 752 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::QAsymmU8>(); |
| 753 | } |
| 754 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 755 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSoftmaxQAsymmS8Workload") |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 756 | { |
| 757 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::QAsymmS8>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 758 | } |
| 759 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 760 | template <typename armnn::DataType DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 761 | static void ClSplitterWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 762 | { |
| 763 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 764 | ClWorkloadFactory factory = |
| 765 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 766 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 767 | auto workload = CreateSplitterWorkloadTest<ClSplitterWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 768 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 769 | // Checks that outputs are as we expect them (see definition of CreateSplitterWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 770 | SplitterQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 771 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 772 | auto predResult = CompareIClTensorHandleShape(inputHandle, {5, 7, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 773 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 774 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 775 | auto outputHandle1 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 776 | predResult = CompareIClTensorHandleShape(outputHandle1, {2, 7, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 777 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 778 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 779 | auto outputHandle2 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[2]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 780 | predResult = CompareIClTensorHandleShape(outputHandle2, {2, 7, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 781 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 782 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 783 | auto outputHandle0 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 784 | predResult = CompareIClTensorHandleShape(outputHandle0, {1, 7, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 785 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 786 | } |
| 787 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 788 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSplitterFloatWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 789 | { |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 790 | ClSplitterWorkloadTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 791 | } |
| 792 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 793 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSplitterFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 794 | { |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 795 | ClSplitterWorkloadTest<armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 796 | } |
| 797 | |
Nattapat Chaimanowong | 02f8bc1 | 2018-10-11 16:16:17 +0100 | [diff] [blame] | 798 | template <typename armnn::DataType DataType> |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 799 | static void ClSplitterConcatTest() |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 800 | { |
| 801 | // 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] | 802 | // should be lined to which input of the concat layer. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 803 | // We test that is is possible to specify 0th output |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 804 | // of the splitter to be the 1st input to the concat and the 1st output of the splitter to be 0th input |
| 805 | // of the concat. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 806 | |
| 807 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 808 | ClWorkloadFactory factory = |
| 809 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 810 | |
| 811 | auto workloads = |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 812 | CreateSplitterConcatWorkloadTest<ClSplitterWorkload, ClConcatWorkload, DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 813 | (factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 814 | |
| 815 | auto wlSplitter = std::move(workloads.first); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 816 | auto wlConcat = std::move(workloads.second); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 817 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 818 | //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] | 819 | armnn::ClSubTensorHandle* sOut0 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 820 | armnn::ClSubTensorHandle* sOut1 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 821 | armnn::ClSubTensorHandle* mIn0 = dynamic_cast<armnn::ClSubTensorHandle*>(wlConcat->GetData().m_Inputs[0]); |
| 822 | armnn::ClSubTensorHandle* mIn1 = dynamic_cast<armnn::ClSubTensorHandle*>(wlConcat->GetData().m_Inputs[1]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 823 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 824 | CHECK(sOut0); |
| 825 | CHECK(sOut1); |
| 826 | CHECK(mIn0); |
| 827 | CHECK(mIn1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 828 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 829 | //Fliped order of inputs/outputs. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 830 | bool validDataPointers = (sOut0 == mIn1) && (sOut1 == mIn0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 831 | CHECK(validDataPointers); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 832 | |
| 833 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 834 | //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] | 835 | bool validSubTensorParents = (mIn0->GetTensor().parent() == mIn1->GetTensor().parent()) |
| 836 | && (sOut0->GetTensor().parent() == sOut1->GetTensor().parent()); |
| 837 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 838 | CHECK(validSubTensorParents); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 839 | } |
| 840 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 841 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSplitterConcatFloatWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 842 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 843 | ClSplitterConcatTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 844 | } |
| 845 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 846 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSplitterConcatFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 847 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 848 | ClSplitterConcatTest<armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 849 | } |
| 850 | |
| 851 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 852 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSingleOutputMultipleInputs") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 853 | { |
| 854 | // 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] | 855 | // 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] | 856 | |
| 857 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 858 | ClWorkloadFactory factory = |
| 859 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 860 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 861 | std::unique_ptr<ClSplitterWorkload> wlSplitter; |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 862 | std::unique_ptr<ClActivationWorkload> wlActiv0_0; |
| 863 | std::unique_ptr<ClActivationWorkload> wlActiv0_1; |
| 864 | std::unique_ptr<ClActivationWorkload> wlActiv1_0; |
| 865 | std::unique_ptr<ClActivationWorkload> wlActiv1_1; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 866 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 867 | CreateSplitterMultipleInputsOneOutputWorkloadTest<ClSplitterWorkload, |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 868 | ClActivationWorkload, armnn::DataType::Float32>(factory, graph, wlSplitter, wlActiv0_0, wlActiv0_1, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 869 | wlActiv1_0, wlActiv1_1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 870 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 871 | //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] | 872 | armnn::ClSubTensorHandle* sOut0 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 873 | armnn::ClSubTensorHandle* sOut1 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
| 874 | armnn::ClSubTensorHandle* activ0_0Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv0_0->GetData().m_Inputs[0]); |
| 875 | armnn::ClSubTensorHandle* activ0_1Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv0_1->GetData().m_Inputs[0]); |
| 876 | armnn::ClSubTensorHandle* activ1_0Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv1_0->GetData().m_Inputs[0]); |
| 877 | armnn::ClSubTensorHandle* activ1_1Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv1_1->GetData().m_Inputs[0]); |
| 878 | |
| 879 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 880 | CHECK(sOut0); |
| 881 | CHECK(sOut1); |
| 882 | CHECK(activ0_0Im); |
| 883 | CHECK(activ0_1Im); |
| 884 | CHECK(activ1_0Im); |
| 885 | CHECK(activ1_1Im); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 886 | |
| 887 | bool validDataPointers = (sOut0 == activ0_0Im) && (sOut0 == activ0_1Im) && |
| 888 | (sOut1 == activ1_0Im) && (sOut1 == activ1_1Im); |
| 889 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 890 | CHECK(validDataPointers); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 891 | } |
| 892 | |
Matteo Martincigh | db16dd3 | 2019-08-27 16:41:11 +0100 | [diff] [blame] | 893 | #if defined(ARMNNREF_ENABLED) |
Matteo Martincigh | e67edb2 | 2019-08-14 14:05:46 +0100 | [diff] [blame] | 894 | |
| 895 | // This test unit needs the reference backend, it's not available if the reference backend is not built |
| 896 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 897 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMemCopyWorkloadsCl") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 898 | { |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 899 | ClWorkloadFactory factory = |
| 900 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 901 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 902 | CreateMemCopyWorkloads<IClTensorHandle>(factory); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 903 | } |
| 904 | |
Matteo Martincigh | e67edb2 | 2019-08-14 14:05:46 +0100 | [diff] [blame] | 905 | #endif |
| 906 | |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 907 | template <typename L2NormalizationWorkloadType, typename armnn::DataType DataType> |
| 908 | static void ClL2NormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 909 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 910 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 911 | ClWorkloadFactory factory = |
| 912 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 913 | |
Matteo Martincigh | 2400b6d | 2018-10-09 18:19:20 +0100 | [diff] [blame] | 914 | auto workload = |
| 915 | CreateL2NormalizationWorkloadTest<L2NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 916 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 917 | // Checks that inputs/outputs are as we expect them (see definition of CreateNormalizationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 918 | L2NormalizationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 919 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 920 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 921 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 922 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 5, 20, 50, 67 }) |
| 923 | : std::initializer_list<unsigned int>({ 5, 50, 67, 20 }); |
| 924 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 5, 20, 50, 67 }) |
| 925 | : std::initializer_list<unsigned int>({ 5, 50, 67, 20 }); |
Matteo Martincigh | 2400b6d | 2018-10-09 18:19:20 +0100 | [diff] [blame] | 926 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 927 | CHECK((inputHandle->GetShape() == inputShape)); |
| 928 | CHECK((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 929 | } |
| 930 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 931 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateL2NormalizationFloatNchwWorkload") |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 932 | { |
| 933 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
| 934 | } |
| 935 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 936 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateL2NormalizationFloatNhwcWorkload") |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 937 | { |
| 938 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 939 | } |
| 940 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 941 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateL2NormalizationFloat16NchwWorkload") |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 942 | { |
| 943 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 944 | } |
| 945 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 946 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateL2NormalizationFloat16NhwcWorkload") |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 947 | { |
| 948 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
| 949 | } |
| 950 | |
Teresa Charlin | 8398edc | 2020-07-20 14:23:02 +0100 | [diff] [blame] | 951 | template <typename LogSoftmaxWorkloadType, typename armnn::DataType DataType> |
| 952 | static void ClCreateLogSoftmaxWorkloadTest() |
| 953 | { |
| 954 | Graph graph; |
| 955 | ClWorkloadFactory factory = |
| 956 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 957 | |
| 958 | auto workload = CreateLogSoftmaxWorkloadTest<LogSoftmaxWorkloadType, DataType>(factory, graph); |
| 959 | |
| 960 | // Checks that outputs and inputs are as we expect them (see definition of CreateLogSoftmaxWorkloadTest). |
| 961 | LogSoftmaxQueueDescriptor queueDescriptor = workload->GetData(); |
| 962 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 963 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
| 964 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 965 | auto predResult = CompareIClTensorHandleShape(inputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 966 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 967 | predResult = CompareIClTensorHandleShape(outputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 968 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Teresa Charlin | 8398edc | 2020-07-20 14:23:02 +0100 | [diff] [blame] | 969 | } |
| 970 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 971 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateLogSoftmaxFloat32WorkloadTest") |
Teresa Charlin | 8398edc | 2020-07-20 14:23:02 +0100 | [diff] [blame] | 972 | { |
| 973 | ClCreateLogSoftmaxWorkloadTest<ClLogSoftmaxWorkload, armnn::DataType::Float32>(); |
| 974 | } |
| 975 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 976 | template <typename LstmWorkloadType> |
| 977 | static void ClCreateLstmWorkloadTest() |
| 978 | { |
| 979 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 980 | ClWorkloadFactory factory = |
| 981 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 982 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 983 | auto workload = CreateLstmWorkloadTest<LstmWorkloadType>(factory, graph); |
| 984 | |
| 985 | LstmQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 986 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 987 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 988 | auto predResult = CompareIClTensorHandleShape(inputHandle, {2, 2}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 989 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 990 | predResult = CompareIClTensorHandleShape(outputHandle, {2, 4}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 991 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 992 | } |
| 993 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 994 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateLSTMWorkloadFloatWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 995 | { |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 996 | ClCreateLstmWorkloadTest<ClLstmFloatWorkload>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 997 | } |
| 998 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 999 | template <typename ResizeWorkloadType, typename armnn::DataType DataType> |
| 1000 | static void ClResizeWorkloadTest(DataLayout dataLayout) |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1001 | { |
| 1002 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1003 | ClWorkloadFactory factory = |
| 1004 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1005 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1006 | auto workload = CreateResizeBilinearWorkloadTest<ResizeWorkloadType, DataType>(factory, graph, dataLayout); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1007 | |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 1008 | auto queueDescriptor = workload->GetData(); |
| 1009 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1010 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1011 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1012 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1013 | armnn::PredicateResult predResult(true); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1014 | switch (dataLayout) |
| 1015 | { |
| 1016 | case DataLayout::NHWC: |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1017 | predResult = CompareIClTensorHandleShape(inputHandle, { 2, 4, 4, 3 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1018 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1019 | predResult = CompareIClTensorHandleShape(outputHandle, { 2, 2, 2, 3 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1020 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1021 | break; |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1022 | default: // DataLayout::NCHW |
| 1023 | predResult = CompareIClTensorHandleShape(inputHandle, { 2, 3, 4, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1024 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1025 | predResult = CompareIClTensorHandleShape(outputHandle, { 2, 3, 2, 2 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1026 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1027 | } |
| 1028 | } |
| 1029 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1030 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeFloat32NchwWorkload") |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1031 | { |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1032 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1033 | } |
| 1034 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1035 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeFloat16NchwWorkload") |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1036 | { |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1037 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1038 | } |
| 1039 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1040 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeUint8NchwWorkload") |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1041 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1042 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1043 | } |
| 1044 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1045 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeFloat32NhwcWorkload") |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1046 | { |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1047 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 1048 | } |
| 1049 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1050 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeFloat16NhwcWorkload") |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1051 | { |
| 1052 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
| 1053 | } |
| 1054 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1055 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeUint8NhwcWorkload") |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1056 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1057 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1058 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1059 | |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1060 | template <typename MeanWorkloadType, typename armnn::DataType DataType> |
| 1061 | static void ClMeanWorkloadTest() |
| 1062 | { |
| 1063 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1064 | ClWorkloadFactory factory = |
| 1065 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1066 | |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1067 | auto workload = CreateMeanWorkloadTest<MeanWorkloadType, DataType>(factory, graph); |
| 1068 | |
| 1069 | // Checks that inputs/outputs are as we expect them (see definition of CreateMeanWorkloadTest). |
| 1070 | MeanQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1071 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1072 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1073 | |
| 1074 | // The first dimension (batch size) in both input and output is singular thus it has been reduced by ACL. |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1075 | auto predResult = CompareIClTensorHandleShape(inputHandle, { 1, 3, 7, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1076 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1077 | predResult = CompareIClTensorHandleShape(outputHandle, { 1, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1078 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1079 | } |
| 1080 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1081 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMeanFloat32Workload") |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1082 | { |
| 1083 | ClMeanWorkloadTest<ClMeanWorkload, armnn::DataType::Float32>(); |
| 1084 | } |
| 1085 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1086 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMeanFloat16Workload") |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1087 | { |
| 1088 | ClMeanWorkloadTest<ClMeanWorkload, armnn::DataType::Float16>(); |
| 1089 | } |
| 1090 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1091 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMeanUint8Workload") |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1092 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1093 | ClMeanWorkloadTest<ClMeanWorkload, armnn::DataType::QAsymmU8>(); |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1094 | } |
| 1095 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1096 | template <typename ConcatWorkloadType, armnn::DataType DataType> |
| 1097 | static void ClCreateConcatWorkloadTest(std::initializer_list<unsigned int> outputShape, |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1098 | unsigned int concatAxis) |
| 1099 | { |
| 1100 | Graph graph; |
| 1101 | ClWorkloadFactory factory = |
| 1102 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1103 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1104 | auto workload = CreateConcatWorkloadTest<ConcatWorkloadType, DataType>(factory, graph, outputShape, concatAxis); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1105 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1106 | ConcatQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1107 | auto inputHandle0 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1108 | auto inputHandle1 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 1109 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1110 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1111 | auto predResult = CompareIClTensorHandleShape(inputHandle0, { 2, 3, 2, 5 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1112 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1113 | predResult = CompareIClTensorHandleShape(inputHandle1, { 2, 3, 2, 5 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1114 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1115 | predResult = CompareIClTensorHandleShape(outputHandle, outputShape); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1116 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1117 | } |
| 1118 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1119 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim0Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1120 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1121 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::Float32>({ 4, 3, 2, 5 }, 0); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1122 | } |
| 1123 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1124 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim1Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1125 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1126 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::Float32>({ 2, 6, 2, 5 }, 1); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1127 | } |
| 1128 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1129 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim3Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1130 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1131 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::Float32>({ 2, 3, 2, 10 }, 3); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1132 | } |
| 1133 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1134 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim0Uint8Workload") |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1135 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1136 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::QAsymmU8>({ 4, 3, 2, 5 }, 0); |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1137 | } |
| 1138 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1139 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim1Uint8Workload") |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1140 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1141 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 6, 2, 5 }, 1); |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1142 | } |
| 1143 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1144 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim3Uint8Workload") |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1145 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1146 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 2, 10 }, 3); |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1147 | } |
| 1148 | |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1149 | template <typename SpaceToDepthWorkloadType, typename armnn::DataType DataType> |
| 1150 | static void ClSpaceToDepthWorkloadTest() |
| 1151 | { |
| 1152 | Graph graph; |
| 1153 | ClWorkloadFactory factory = |
| 1154 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1155 | |
| 1156 | auto workload = CreateSpaceToDepthWorkloadTest<SpaceToDepthWorkloadType, DataType>(factory, graph); |
| 1157 | |
| 1158 | SpaceToDepthQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1159 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1160 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1161 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1162 | auto predResult = CompareIClTensorHandleShape(inputHandle, { 1, 2, 2, 1 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1163 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1164 | predResult = CompareIClTensorHandleShape(outputHandle, { 1, 1, 1, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1165 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1166 | } |
| 1167 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1168 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSpaceToDepthFloat32Workload") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1169 | { |
| 1170 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::Float32>(); |
| 1171 | } |
| 1172 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1173 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSpaceToDepthFloat16Workload") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1174 | { |
| 1175 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::Float16>(); |
| 1176 | } |
| 1177 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1178 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSpaceToDepthQAsymm8Workload") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1179 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1180 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::QAsymmU8>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1181 | } |
| 1182 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1183 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSpaceToDepthQSymm16Workload") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1184 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1185 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::QSymmS16>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1186 | } |
| 1187 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1188 | template <armnn::DataType DataType> |
| 1189 | static void ClCreateStackWorkloadTest(const std::initializer_list<unsigned int>& inputShape, |
| 1190 | const std::initializer_list<unsigned int>& outputShape, |
| 1191 | unsigned int axis, |
| 1192 | unsigned int numInputs) |
| 1193 | { |
| 1194 | armnn::Graph graph; |
| 1195 | ClWorkloadFactory factory = |
| 1196 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1197 | |
| 1198 | auto workload = CreateStackWorkloadTest<ClStackWorkload, DataType>(factory, |
| 1199 | graph, |
| 1200 | TensorShape(inputShape), |
| 1201 | TensorShape(outputShape), |
| 1202 | axis, |
| 1203 | numInputs); |
| 1204 | |
| 1205 | // Check inputs and output are as expected |
| 1206 | StackQueueDescriptor queueDescriptor = workload->GetData(); |
| 1207 | for (unsigned int i = 0; i < numInputs; ++i) |
| 1208 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1209 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[i]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1210 | auto predResult1 = CompareIClTensorHandleShape(inputHandle, inputShape); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1211 | CHECK_MESSAGE(predResult1.m_Result, predResult1.m_Message.str()); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1212 | } |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1213 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1214 | auto predResult2 = CompareIClTensorHandleShape(outputHandle, outputShape); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1215 | CHECK_MESSAGE(predResult2.m_Result, predResult2.m_Message.str()); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1216 | } |
| 1217 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1218 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateStackFloat32Workload") |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1219 | { |
| 1220 | ClCreateStackWorkloadTest<armnn::DataType::Float32>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
| 1221 | } |
| 1222 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1223 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateStackFloat16Workload") |
Matthew Jackson | e69c399 | 2019-09-09 14:31:21 +0100 | [diff] [blame] | 1224 | { |
| 1225 | ClCreateStackWorkloadTest<armnn::DataType::Float16>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
| 1226 | } |
| 1227 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1228 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateStackUint8Workload") |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1229 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1230 | 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] | 1231 | } |
| 1232 | |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1233 | |
| 1234 | template <typename QLstmWorkloadType> |
| 1235 | static void ClCreateQLstmWorkloadTest() |
| 1236 | { |
| 1237 | Graph graph; |
| 1238 | ClWorkloadFactory factory = ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1239 | |
| 1240 | auto workload = CreateQLstmWorkloadTest<QLstmWorkloadType>(factory, graph); |
| 1241 | QLstmQueueDescriptor queueDescriptor = workload->GetData(); |
| 1242 | |
| 1243 | IAclTensorHandle* inputHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1244 | CHECK((inputHandle->GetShape() == TensorShape({2, 4}))); |
| 1245 | CHECK((inputHandle->GetDataType() == arm_compute::DataType::QASYMM8_SIGNED)); |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1246 | |
| 1247 | IAclTensorHandle* cellStateOutHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1248 | CHECK((cellStateOutHandle->GetShape() == TensorShape({2, 4}))); |
| 1249 | CHECK((cellStateOutHandle->GetDataType() == arm_compute::DataType::QSYMM16)); |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1250 | |
| 1251 | IAclTensorHandle* outputHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[2]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1252 | CHECK((outputHandle->GetShape() == TensorShape({2, 4}))); |
| 1253 | CHECK((outputHandle->GetDataType() == arm_compute::DataType::QASYMM8_SIGNED)); |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1254 | } |
| 1255 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1256 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateQLstmWorkloadTest") |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1257 | { |
| 1258 | ClCreateQLstmWorkloadTest<ClQLstmWorkload>(); |
| 1259 | } |
| 1260 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1261 | template <typename QuantizedLstmWorkloadType> |
| 1262 | static void ClCreateQuantizedLstmWorkloadTest() |
| 1263 | { |
| 1264 | using namespace armnn::armcomputetensorutils; |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1265 | |
| 1266 | Graph graph; |
| 1267 | ClWorkloadFactory factory = |
| 1268 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1269 | |
| 1270 | auto workload = CreateQuantizedLstmWorkloadTest<QuantizedLstmWorkloadType>(factory, graph); |
| 1271 | |
| 1272 | QuantizedLstmQueueDescriptor queueDescriptor = workload->GetData(); |
| 1273 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1274 | IAclTensorHandle* inputHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1275 | CHECK((inputHandle->GetShape() == TensorShape({2, 2}))); |
| 1276 | CHECK((inputHandle->GetDataType() == arm_compute::DataType::QASYMM8)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1277 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1278 | IAclTensorHandle* cellStateInHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[1]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1279 | CHECK((cellStateInHandle->GetShape() == TensorShape({2, 4}))); |
| 1280 | CHECK((cellStateInHandle->GetDataType() == arm_compute::DataType::QSYMM16)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1281 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1282 | IAclTensorHandle* outputStateInHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[2]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1283 | CHECK((outputStateInHandle->GetShape() == TensorShape({2, 4}))); |
| 1284 | CHECK((outputStateInHandle->GetDataType() == arm_compute::DataType::QASYMM8)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1285 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1286 | IAclTensorHandle* cellStateOutHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1287 | CHECK((cellStateOutHandle->GetShape() == TensorShape({2, 4}))); |
| 1288 | CHECK((cellStateOutHandle->GetDataType() == arm_compute::DataType::QSYMM16)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1289 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1290 | IAclTensorHandle* outputStateOutHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1291 | CHECK((outputStateOutHandle->GetShape() == TensorShape({2, 4}))); |
| 1292 | CHECK((outputStateOutHandle->GetDataType() == arm_compute::DataType::QASYMM8)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1293 | } |
| 1294 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1295 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateQuantizedLstmWorkload") |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1296 | { |
| 1297 | ClCreateQuantizedLstmWorkloadTest<ClQuantizedLstmWorkload>(); |
| 1298 | } |
| 1299 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1300 | } |