telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 1 | // |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 2 | // Copyright © 2017-2023 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> |
Colm Donelan | 0c47974 | 2021-12-10 12:43:54 +0000 | [diff] [blame] | 12 | #include <armnn/backends/MemCopyWorkload.hpp> |
Sadik Armagan | a097d2a | 2021-11-24 15:47:28 +0000 | [diff] [blame] | 13 | #include <armnnTestUtils/TensorCopyUtils.hpp> |
Colm Donelan | c42a987 | 2022-02-02 16:35:09 +0000 | [diff] [blame] | 14 | #include <armnnTestUtils/TensorHelpers.hpp> |
Colm Donelan | 0c47974 | 2021-12-10 12:43:54 +0000 | [diff] [blame] | 15 | #include <armnnTestUtils/WorkloadTestUtils.hpp> |
Aron Virginas-Tar | 3b278e9 | 2018-10-12 13:00:55 +0100 | [diff] [blame] | 16 | |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 17 | #include <aclCommon/test/CreateWorkloadClNeon.hpp> |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 18 | #include <aclCommon/ArmComputeTensorUtils.hpp> |
Aron Virginas-Tar | 3b278e9 | 2018-10-12 13:00:55 +0100 | [diff] [blame] | 19 | |
Narumol Prangnawarat | e2af6f4 | 2022-01-28 17:59:18 +0000 | [diff] [blame] | 20 | #include <cl/ClImportTensorHandle.hpp> |
| 21 | #include <cl/ClImportTensorHandleFactory.hpp> |
Aron Virginas-Tar | c9cc804 | 2018-11-01 16:15:57 +0000 | [diff] [blame] | 22 | #include <cl/ClTensorHandle.hpp> |
| 23 | #include <cl/ClWorkloadFactory.hpp> |
| 24 | #include <cl/workloads/ClWorkloads.hpp> |
| 25 | #include <cl/workloads/ClWorkloadUtils.hpp> |
arovir01 | 43095f3 | 2018-10-09 18:04:24 +0100 | [diff] [blame] | 26 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 27 | #include <doctest/doctest.h> |
| 28 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 29 | armnn::PredicateResult CompareIClTensorHandleShape(IClTensorHandle* tensorHandle, |
| 30 | std::initializer_list<unsigned int> expectedDimensions) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 31 | { |
| 32 | return CompareTensorHandleShape<IClTensorHandle>(tensorHandle, expectedDimensions); |
| 33 | } |
| 34 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 35 | TEST_SUITE("CreateWorkloadCl") |
| 36 | { |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 37 | template <armnn::DataType DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 38 | static void ClCreateActivationWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 39 | { |
| 40 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 41 | ClWorkloadFactory factory = |
| 42 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 43 | |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 44 | auto workload = CreateActivationWorkloadTest<ClActivationWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 45 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 46 | // Checks that inputs/outputs are as we expect them (see definition of CreateActivationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 47 | ActivationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 48 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 49 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 50 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 51 | auto predResult = CompareIClTensorHandleShape(inputHandle, {1, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 52 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 53 | |
| 54 | predResult = CompareIClTensorHandleShape(outputHandle, {1, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 55 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 56 | } |
| 57 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 58 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateActivationFloatWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 59 | { |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 60 | ClCreateActivationWorkloadTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 61 | } |
| 62 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 63 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateActivationFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 64 | { |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 65 | ClCreateActivationWorkloadTest<armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 66 | } |
| 67 | |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 68 | template <typename WorkloadType, |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 69 | armnn::DataType DataType> |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 70 | static void ClCreateElementwiseWorkloadTest(BinaryOperation binaryOperator) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 71 | { |
| 72 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 73 | ClWorkloadFactory factory = |
| 74 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 75 | |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 76 | auto workload = CreateElementwiseBinaryWorkloadTest<WorkloadType, DataType>(factory, graph, binaryOperator); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 77 | |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 78 | // Checks that inputs/outputs are as we expect them (see definition of CreateElementwiseWorkloadTest). |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 79 | auto queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 80 | auto inputHandle1 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 81 | auto inputHandle2 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 82 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 83 | auto predResult = CompareIClTensorHandleShape(inputHandle1, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 84 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 85 | predResult = CompareIClTensorHandleShape(inputHandle2, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 86 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 87 | predResult = CompareIClTensorHandleShape(outputHandle, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 88 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 89 | } |
| 90 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 91 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateAdditionFloatWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 92 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 93 | ClCreateElementwiseWorkloadTest<ClAdditionWorkload, |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 94 | armnn::DataType::Float32>(BinaryOperation::Add); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 95 | } |
| 96 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 97 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateAdditionFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 98 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 99 | ClCreateElementwiseWorkloadTest<ClAdditionWorkload, |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 100 | armnn::DataType::Float16>(BinaryOperation::Add); |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 101 | } |
| 102 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 103 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSubtractionFloatWorkload") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 104 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 105 | ClCreateElementwiseWorkloadTest<ClSubtractionWorkload, |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 106 | armnn::DataType::Float32>(BinaryOperation::Sub); |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 107 | } |
| 108 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 109 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSubtractionFloat16Workload") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 110 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 111 | ClCreateElementwiseWorkloadTest<ClSubtractionWorkload, |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 112 | armnn::DataType::Float16>(BinaryOperation::Sub); |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 113 | } |
| 114 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 115 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMultiplicationFloatWorkloadTest") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 116 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 117 | ClCreateElementwiseWorkloadTest<ClMultiplicationWorkload, |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 118 | armnn::DataType::Float32>(BinaryOperation::Mul); |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 119 | } |
| 120 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 121 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMultiplicationFloat16WorkloadTest") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 122 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 123 | ClCreateElementwiseWorkloadTest<ClMultiplicationWorkload, |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 124 | armnn::DataType::Float16>(BinaryOperation::Mul); |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 125 | } |
| 126 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 127 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMultiplicationUint8WorkloadTest") |
Matthew Bentham | e2ec330 | 2018-10-01 11:32:48 +0100 | [diff] [blame] | 128 | { |
Éanna Ó Catháin | d57415d | 2018-11-28 16:24:38 +0000 | [diff] [blame] | 129 | ClCreateElementwiseWorkloadTest<ClMultiplicationWorkload, |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 130 | armnn::DataType::QAsymmU8>(BinaryOperation::Mul); |
Matthew Bentham | e2ec330 | 2018-10-01 11:32:48 +0100 | [diff] [blame] | 131 | } |
| 132 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 133 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDivisionFloatWorkloadTest") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 134 | { |
Teresa Charlin | e11e63d | 2021-04-21 12:56:45 +0100 | [diff] [blame] | 135 | ClCreateElementwiseWorkloadTest<ClDivisionWorkload, |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 136 | armnn::DataType::Float32>(BinaryOperation::Div); |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 137 | } |
| 138 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 139 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDivisionFloat16WorkloadTest") |
David Beck | 4a8692c | 2018-09-07 16:19:24 +0100 | [diff] [blame] | 140 | { |
Teresa Charlin | e11e63d | 2021-04-21 12:56:45 +0100 | [diff] [blame] | 141 | ClCreateElementwiseWorkloadTest<ClDivisionWorkload, |
Mike Kelly | 3ec3077 | 2023-03-08 13:47:17 +0000 | [diff] [blame] | 142 | armnn::DataType::Float16>(BinaryOperation::Div); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 143 | } |
| 144 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 145 | template <typename WorkloadType, |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 146 | typename DescriptorType, |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 147 | armnn::DataType DataType> |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 148 | static void ClCreateElementwiseUnaryWorkloadTest(armnn::UnaryOperation op) |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 149 | { |
| 150 | Graph graph; |
| 151 | ClWorkloadFactory factory = |
| 152 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 153 | |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 154 | auto workload = CreateElementwiseUnaryWorkloadTest<WorkloadType, DescriptorType, DataType>(factory, graph, op); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 155 | |
| 156 | DescriptorType queueDescriptor = workload->GetData(); |
| 157 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 158 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 159 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 160 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 161 | auto predResult = CompareIClTensorHandleShape(inputHandle, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 162 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 163 | |
| 164 | predResult = CompareIClTensorHandleShape(outputHandle, {2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 165 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 166 | } |
| 167 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 168 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateRsqrtFloat32WorkloadTest") |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 169 | { |
josh minor | 4a3c610 | 2020-01-06 16:40:46 -0600 | [diff] [blame] | 170 | ClCreateElementwiseUnaryWorkloadTest<ClRsqrtWorkload, RsqrtQueueDescriptor, armnn::DataType::Float32>( |
| 171 | UnaryOperation::Rsqrt); |
Aron Virginas-Tar | 1a763dd | 2019-09-10 12:32:08 +0100 | [diff] [blame] | 172 | } |
| 173 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 174 | template <typename BatchNormalizationWorkloadType, armnn::DataType DataType> |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 175 | static void ClCreateBatchNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 176 | { |
| 177 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 178 | ClWorkloadFactory factory = |
| 179 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 180 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 181 | auto workload = CreateBatchNormalizationWorkloadTest<BatchNormalizationWorkloadType, DataType> |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 182 | (factory, graph, dataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 183 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 184 | // Checks that inputs/outputs are as we expect them (see definition of CreateBatchNormalizationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 185 | BatchNormalizationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 186 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 187 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 188 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 189 | armnn::PredicateResult predResult(true); |
| 190 | switch (dataLayout) |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 191 | { |
| 192 | case DataLayout::NHWC: |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 193 | predResult = CompareIClTensorHandleShape(inputHandle, { 2, 4, 4, 3 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 194 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 195 | predResult = CompareIClTensorHandleShape(outputHandle, { 2, 4, 4, 3 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 196 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 197 | break; |
| 198 | default: // NCHW |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 199 | predResult = CompareIClTensorHandleShape(inputHandle, { 2, 3, 4, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 200 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 201 | predResult = CompareIClTensorHandleShape(outputHandle, { 2, 3, 4, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 202 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 203 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 204 | } |
| 205 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 206 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateBatchNormalizationFloatNchwWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 207 | { |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 208 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 209 | armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 210 | } |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 211 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 212 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateBatchNormalizationFloat16NchwWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 213 | { |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 214 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 215 | armnn::DataType::Float16>(DataLayout::NCHW); |
| 216 | } |
| 217 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 218 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateBatchNormalizationFloatNhwcWorkload") |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 219 | { |
| 220 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 221 | armnn::DataType::Float32>(DataLayout::NHWC); |
| 222 | } |
| 223 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 224 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateBatchNormalizationNhwcFloat16NhwcWorkload") |
Nikhil Raj | d134093 | 2018-10-18 14:27:50 +0100 | [diff] [blame] | 225 | { |
| 226 | ClCreateBatchNormalizationWorkloadTest<ClBatchNormalizationFloatWorkload, |
| 227 | armnn::DataType::Float16>(DataLayout::NHWC); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 228 | } |
| 229 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 230 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvertFp16ToFp32Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 231 | { |
| 232 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 233 | ClWorkloadFactory factory = |
| 234 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 235 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 236 | auto workload = CreateConvertFp16ToFp32WorkloadTest<ClConvertFp16ToFp32Workload>(factory, graph); |
| 237 | |
| 238 | ConvertFp16ToFp32QueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 239 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 240 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 241 | auto predResult = CompareIClTensorHandleShape(inputHandle, {1, 3, 2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 242 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 243 | predResult = CompareIClTensorHandleShape(outputHandle, {1, 3, 2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 244 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
| 245 | CHECK((inputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F16)); |
| 246 | CHECK((outputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F32)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 247 | } |
| 248 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 249 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvertFp32ToFp16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 250 | { |
| 251 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 252 | ClWorkloadFactory factory = |
| 253 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 254 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 255 | auto workload = CreateConvertFp32ToFp16WorkloadTest<ClConvertFp32ToFp16Workload>(factory, graph); |
| 256 | |
| 257 | ConvertFp32ToFp16QueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 258 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 259 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 260 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 261 | auto predResult = CompareIClTensorHandleShape(inputHandle, {1, 3, 2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 262 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 263 | predResult = CompareIClTensorHandleShape(outputHandle, {1, 3, 2, 3}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 264 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
| 265 | CHECK((inputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F32)); |
| 266 | CHECK((outputHandle->GetTensor().info()->data_type() == arm_compute::DataType::F16)); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 267 | } |
| 268 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 269 | template <typename Convolution2dWorkloadType, typename armnn::DataType DataType> |
| 270 | static void ClConvolution2dWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 271 | { |
| 272 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 273 | ClWorkloadFactory factory = |
| 274 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 275 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 276 | auto workload = CreateConvolution2dWorkloadTest<ClConvolution2dWorkload, DataType>(factory, |
| 277 | graph, |
| 278 | dataLayout); |
| 279 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 280 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 3, 8, 16}) |
| 281 | : std::initializer_list<unsigned int>({2, 8, 16, 3}); |
| 282 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({2, 2, 2, 10}) |
| 283 | : std::initializer_list<unsigned int>({2, 2, 10, 2}); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 284 | |
| 285 | // 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] | 286 | Convolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 287 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 288 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 289 | CHECK((inputHandle->GetShape() == inputShape)); |
| 290 | CHECK((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 291 | } |
| 292 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 293 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFloatNchwWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 294 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 295 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 296 | } |
| 297 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 298 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFloatNhwcWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 299 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 300 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 301 | } |
| 302 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 303 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFloat16NchwWorkload") |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 304 | { |
| 305 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 306 | } |
| 307 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 308 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFloat16NhwcWorkload") |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 309 | { |
| 310 | ClConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
| 311 | } |
| 312 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 313 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dFastMathEnabledWorkload") |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 314 | { |
| 315 | Graph graph; |
| 316 | |
| 317 | using ModelOptions = std::vector<BackendOptions>; |
| 318 | ModelOptions modelOptions = {}; |
| 319 | BackendOptions gpuAcc("GpuAcc", |
| 320 | { |
| 321 | { "FastMathEnabled", true } |
| 322 | }); |
| 323 | modelOptions.push_back(gpuAcc); |
| 324 | |
| 325 | ClWorkloadFactory factory = |
| 326 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager(), modelOptions); |
| 327 | |
| 328 | auto workload = |
Sadik Armagan | 283a8b4 | 2020-09-22 14:35:19 +0100 | [diff] [blame] | 329 | CreateConvolution2dWorkloadFastMathTest<ClConvolution2dWorkload, armnn::DataType::Float32>(factory, |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 330 | graph, |
| 331 | DataLayout::NCHW, |
| 332 | modelOptions); |
| 333 | |
| 334 | ARMNN_ASSERT(workload != nullptr); |
| 335 | auto conv2dWorkload = PolymorphicDowncast<ClConvolution2dWorkload*>(workload.get()); |
| 336 | IgnoreUnused(conv2dWorkload); |
| 337 | ARMNN_ASSERT(conv2dWorkload != nullptr); |
Sadik Armagan | 283a8b4 | 2020-09-22 14:35:19 +0100 | [diff] [blame] | 338 | ARMNN_ASSERT(conv2dWorkload->GetConvolutionMethod() == arm_compute::ConvolutionMethod::WINOGRAD); |
Sadik Armagan | 04a7297 | 2020-09-14 15:44:18 +0100 | [diff] [blame] | 339 | } |
| 340 | |
Narumol Prangnawarat | e2af6f4 | 2022-01-28 17:59:18 +0000 | [diff] [blame] | 341 | TEST_CASE_FIXTURE(ClContextControlFixture, "ClReplaceInputOutputConvolution2dWorkload") |
| 342 | { |
| 343 | // Create Convolution2dWorkload with ClTensorHandle input and output |
| 344 | // Then replace the input and output with ClImportTensorHandle |
| 345 | Graph graph; |
| 346 | ClWorkloadFactory factory = |
| 347 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 348 | |
| 349 | auto workload = |
| 350 | CreateConvolution2dWorkloadTest<ClConvolution2dWorkload, DataType::Float32>(factory, |
| 351 | graph, |
| 352 | DataLayout::NHWC); |
| 353 | |
| 354 | TensorShape inputShape = std::initializer_list<unsigned int>({2, 8, 16, 3}); |
| 355 | TensorShape outputShape = std::initializer_list<unsigned int>({2, 2, 10, 2}); |
| 356 | |
| 357 | // Checks that outputs and inputs are as we expect them (see definition of CreateConvolution2dWorkloadTest). |
| 358 | Convolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
| 359 | auto inputHandle = PolymorphicDowncast<ITensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 360 | auto outputHandle = PolymorphicDowncast<ITensorHandle*>(queueDescriptor.m_Outputs[0]); |
| 361 | CHECK((inputHandle->GetShape() == inputShape)); |
| 362 | CHECK((outputHandle->GetShape() == outputShape)); |
| 363 | // The input and output handles are created correctly as ClTensorHandle |
| 364 | CHECK((dynamic_cast<ClTensorHandle*>(inputHandle) != nullptr)); |
| 365 | CHECK((dynamic_cast<ClTensorHandle*>(outputHandle) != nullptr)); |
| 366 | |
| 367 | // Replace with ImportTensorHandle |
| 368 | ClImportTensorHandleFactory importFactory(static_cast<MemorySourceFlags>(MemorySource::Malloc), |
| 369 | static_cast<MemorySourceFlags>(MemorySource::Malloc)); |
| 370 | |
| 371 | TensorInfo inputInfo({ 2, 8, 16, 3 }, DataType::Float32); |
| 372 | TensorInfo outputInfo({ 2, 2, 10, 2 }, DataType::Float32); |
| 373 | |
| 374 | // create TensorHandle for memory import |
| 375 | auto inputImportHandle = importFactory.CreateTensorHandle(inputInfo); |
| 376 | auto outputImportHandle = importFactory.CreateTensorHandle(outputInfo); |
| 377 | |
| 378 | // Calling ReplaceInputTensorHandle and ReplaceOutputTensorHandle does not throw exception |
| 379 | // as Reconfigure function is implemented |
| 380 | workload->ReplaceInputTensorHandle(inputImportHandle.get(), 0); |
| 381 | workload->ReplaceOutputTensorHandle(outputImportHandle.get(), 0); |
| 382 | |
| 383 | // Correctly replaced with the import handles with correct information |
| 384 | queueDescriptor = workload->GetData(); |
| 385 | auto replacedInputHandle = PolymorphicDowncast<ITensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 386 | auto replacedOutputHandle = PolymorphicDowncast<ITensorHandle*>(queueDescriptor.m_Outputs[0]); |
| 387 | CHECK((replacedInputHandle->GetShape() == inputShape)); |
| 388 | CHECK((replacedOutputHandle->GetShape() == outputShape)); |
| 389 | |
| 390 | CHECK((inputImportHandle.get() == replacedInputHandle)); |
| 391 | CHECK((inputImportHandle.get() == replacedInputHandle)); |
| 392 | |
| 393 | CHECK((dynamic_cast<ClTensorHandle*>(replacedInputHandle) == nullptr)); |
| 394 | CHECK((dynamic_cast<ClImportTensorHandle*>(replacedInputHandle) != nullptr)); |
| 395 | CHECK((dynamic_cast<ClTensorHandle*>(replacedOutputHandle) == nullptr)); |
| 396 | CHECK((dynamic_cast<ClImportTensorHandle*>(replacedOutputHandle) != nullptr)); |
| 397 | } |
| 398 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 399 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConvolution2dClCompiledContextWorkload") |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 400 | { |
| 401 | using namespace armnn; |
| 402 | |
| 403 | const DataType inputType = DataType::QAsymmU8; |
| 404 | const DataType kernelType = DataType::QSymmS8; |
| 405 | const DataType biasType = DataType::Signed32; |
| 406 | |
| 407 | TensorInfo inputInfo ({ 1, 3, 1, 2 }, inputType, 0.5f, 128); |
| 408 | TensorInfo outputInfo({ 1, 3, 1, 3 }, inputType, 1.0f, 128); |
| 409 | |
| 410 | const std::vector<float> quantScales{ 0.5f, 0.75f, 1.0f }; |
| 411 | constexpr unsigned int quantDimension = 0; |
| 412 | |
| 413 | TensorInfo kernelInfo({ 3, 1, 1, 2 }, kernelType, quantScales, quantDimension); |
| 414 | |
| 415 | const std::vector<float> biasQuantScales{ 0.25f, 0.375f, 0.5f }; |
| 416 | TensorInfo biasInfo({ 3 }, biasType, biasQuantScales, quantDimension); |
| 417 | |
| 418 | std::vector<uint8_t> inputData = |
| 419 | { |
| 420 | 138, 108, 138, 108, 138, 108 |
| 421 | }; |
| 422 | |
| 423 | std::vector<int8_t> kernelData = |
| 424 | { |
| 425 | 1, 2, 1, 2, 1, 2 |
| 426 | }; |
| 427 | |
| 428 | std::vector<int32_t> biasData = |
| 429 | { |
| 430 | 4, 4, 4 |
| 431 | }; |
| 432 | |
| 433 | std::vector<uint8_t> expectedOutputData = |
| 434 | { |
| 435 | 121, 118, 115, 121, 118, 115, 121, 118, 115 |
| 436 | }; |
| 437 | |
| 438 | |
| 439 | Convolution2dDescriptor descriptor; |
| 440 | descriptor.m_StrideX = 1; |
| 441 | descriptor.m_StrideY = 1; |
| 442 | descriptor.m_PadLeft = 0; |
| 443 | descriptor.m_PadRight = 0; |
| 444 | descriptor.m_PadTop = 0; |
| 445 | descriptor.m_PadBottom = 0; |
| 446 | descriptor.m_BiasEnabled = true; |
| 447 | descriptor.m_DataLayout = DataLayout::NHWC; |
| 448 | |
| 449 | auto memoryManager = ClWorkloadFactoryHelper::GetMemoryManager(); |
| 450 | auto clMemoryManager = armnn::PolymorphicPointerDowncast<armnn::ClMemoryManager>(memoryManager); |
| 451 | auto tensorHandleFactory = ClWorkloadFactoryHelper::GetTensorHandleFactory(memoryManager); |
| 452 | |
| 453 | std::unique_ptr<ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputInfo); |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 454 | std::unique_ptr<armnn::ITensorHandle> weightsHandle = tensorHandleFactory.CreateTensorHandle(kernelInfo); |
| 455 | std::unique_ptr<armnn::ITensorHandle> biasHandle = tensorHandleFactory.CreateTensorHandle(biasInfo); |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 456 | std::unique_ptr<ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputInfo); |
| 457 | |
| 458 | |
| 459 | WorkloadInfo workloadInfo; |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 460 | |
| 461 | Convolution2dQueueDescriptor queueDescriptor; |
| 462 | queueDescriptor.m_Parameters = descriptor; |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 463 | |
| 464 | AddInputToWorkload(queueDescriptor, workloadInfo, inputInfo, inputHandle.get()); |
Keith Davis | b4dd5cc | 2022-04-07 11:32:00 +0100 | [diff] [blame] | 465 | AddInputToWorkload(queueDescriptor, workloadInfo, kernelInfo, weightsHandle.get()); |
| 466 | AddInputToWorkload(queueDescriptor, workloadInfo, biasInfo, biasHandle.get()); |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 467 | AddOutputToWorkload(queueDescriptor, workloadInfo, outputInfo, outputHandle.get()); |
| 468 | |
| 469 | // Initialize our m_CLCompileContext using default device and context |
| 470 | auto context = arm_compute::CLKernelLibrary::get().context(); |
| 471 | auto device = arm_compute::CLKernelLibrary::get().get_device(); |
| 472 | auto clCompileContext = arm_compute::CLCompileContext(context, device); |
| 473 | |
| 474 | |
| 475 | |
| 476 | // Check built programs are empty in context |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 477 | CHECK(clCompileContext.get_built_programs().empty()); |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 478 | |
| 479 | auto workload = std::make_unique<ClConvolution2dWorkload>(queueDescriptor, |
| 480 | workloadInfo, |
| 481 | clMemoryManager->GetIntraLayerManager(), |
| 482 | clCompileContext); |
| 483 | ARMNN_ASSERT(workload != nullptr); |
| 484 | // Check built programs are not empty in context |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 485 | CHECK(!clCompileContext.get_built_programs().empty()); |
Sadik Armagan | e944475 | 2020-12-02 11:28:58 +0000 | [diff] [blame] | 486 | } |
| 487 | |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 488 | template <typename DepthwiseConvolutionWorkloadType, typename armnn::DataType DataType> |
| 489 | static void ClDepthwiseConvolutionWorkloadTest(DataLayout dataLayout) |
| 490 | { |
| 491 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 492 | ClWorkloadFactory factory = |
| 493 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 494 | |
| 495 | auto workload = CreateDepthwiseConvolution2dWorkloadTest<DepthwiseConvolutionWorkloadType, DataType> |
| 496 | (factory, graph, dataLayout); |
| 497 | |
| 498 | // Checks that inputs/outputs are as we expect them (see definition of CreateDepthwiseConvolution2dWorkloadTest). |
| 499 | DepthwiseConvolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 500 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 501 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 502 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 503 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 504 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
| 505 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 2, 2, 5, 5 }) |
| 506 | : std::initializer_list<unsigned int>({ 2, 5, 5, 2 }); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 507 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 508 | CHECK((inputHandle->GetShape() == inputShape)); |
| 509 | CHECK((outputHandle->GetShape() == outputShape)); |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 510 | } |
| 511 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 512 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDepthwiseConvolutionFloat32NhwcWorkload") |
Nikhil Raj | cec6b65 | 2018-10-12 13:51:57 +0100 | [diff] [blame] | 513 | { |
| 514 | ClDepthwiseConvolutionWorkloadTest<ClDepthwiseConvolutionWorkload, DataType::Float32>(DataLayout::NHWC); |
| 515 | } |
| 516 | |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 517 | template <typename Convolution2dWorkloadType, typename armnn::DataType DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 518 | static void ClDirectConvolution2dWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 519 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 520 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 521 | ClWorkloadFactory factory = |
| 522 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 523 | |
Matthew Bentham | d806792 | 2018-10-03 17:18:04 +0100 | [diff] [blame] | 524 | auto workload = CreateDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 525 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 526 | // 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] | 527 | Convolution2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 528 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 529 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 530 | auto predResult = CompareIClTensorHandleShape(inputHandle, {2, 3, 6, 6}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 531 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 532 | predResult = CompareIClTensorHandleShape(outputHandle, {2, 2, 6, 6}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 533 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 534 | } |
| 535 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 536 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDirectConvolution2dFloatWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 537 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 538 | ClDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 539 | } |
| 540 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 541 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDirectConvolution2dFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 542 | { |
Francis Murtagh | 0d9d419 | 2018-10-09 16:22:33 +0100 | [diff] [blame] | 543 | ClDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::Float16>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 544 | } |
| 545 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 546 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateDirectConvolution2dUint8Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 547 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 548 | ClDirectConvolution2dWorkloadTest<ClConvolution2dWorkload, armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 549 | } |
| 550 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 551 | template <typename FullyConnectedWorkloadType, typename armnn::DataType DataType> |
| 552 | static void ClCreateFullyConnectedWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 553 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 554 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 555 | ClWorkloadFactory factory = |
| 556 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 557 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 558 | auto workload = |
| 559 | CreateFullyConnectedWorkloadTest<FullyConnectedWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 560 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 561 | // 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] | 562 | FullyConnectedQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 563 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 564 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 565 | auto predResult = CompareIClTensorHandleShape(inputHandle, {3, 1, 4, 5}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 566 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 567 | predResult = CompareIClTensorHandleShape(outputHandle, {3, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 568 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 569 | } |
| 570 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 571 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 572 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateFullyConnectedFloatWorkloadTest") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 573 | { |
Matthew Bentham | ab8cdc1 | 2018-09-17 11:17:41 +0100 | [diff] [blame] | 574 | ClCreateFullyConnectedWorkloadTest<ClFullyConnectedWorkload, armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 575 | } |
| 576 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 577 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateFullyConnectedFloat16WorkloadTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 578 | { |
Matthew Bentham | ab8cdc1 | 2018-09-17 11:17:41 +0100 | [diff] [blame] | 579 | ClCreateFullyConnectedWorkloadTest<ClFullyConnectedWorkload, armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 580 | } |
| 581 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 582 | template <typename NormalizationWorkloadType, typename armnn::DataType DataType> |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 583 | static void ClNormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 584 | { |
| 585 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 586 | ClWorkloadFactory factory = |
| 587 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 588 | |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 589 | auto workload = CreateNormalizationWorkloadTest<NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 590 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 591 | // Checks that inputs/outputs are as we expect them (see definition of CreateNormalizationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 592 | NormalizationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 593 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 594 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [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, 5, 5, 1}) |
| 597 | : std::initializer_list<unsigned int>({3, 1, 5, 5}); |
| 598 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 5, 5, 1}) |
| 599 | : std::initializer_list<unsigned int>({3, 1, 5, 5}); |
Matteo Martincigh | a160b24 | 2018-10-18 10:33:23 +0100 | [diff] [blame] | 600 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 601 | CHECK((inputHandle->GetShape() == inputShape)); |
| 602 | CHECK((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 603 | } |
| 604 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 605 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateNormalizationFloat32NchwWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 606 | { |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 607 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 608 | } |
| 609 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 610 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateNormalizationFloat16NchwWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 611 | { |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 612 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 613 | } |
| 614 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 615 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateNormalizationFloat32NhwcWorkload") |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 616 | { |
| 617 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 618 | } |
| 619 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 620 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateNormalizationFloat16NhwcWorkload") |
narpra01 | 55a97bc | 2018-10-02 14:35:53 +0100 | [diff] [blame] | 621 | { |
| 622 | ClNormalizationWorkloadTest<ClNormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 623 | } |
| 624 | |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 625 | template <typename armnn::DataType DataType> |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 626 | static void ClPooling2dWorkloadTest(DataLayout dataLayout) |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 627 | { |
| 628 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 629 | ClWorkloadFactory factory = |
| 630 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 631 | |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 632 | auto workload = CreatePooling2dWorkloadTest<ClPooling2dWorkload, DataType>(factory, graph, dataLayout); |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 633 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 634 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 2, 5, 5}) |
| 635 | : std::initializer_list<unsigned int>({3, 5, 5, 2}); |
| 636 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({3, 2, 2, 4}) |
| 637 | : std::initializer_list<unsigned int>({3, 2, 4, 2}); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 638 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 639 | // Check that inputs/outputs are as we expect them (see definition of CreatePooling2dWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 640 | Pooling2dQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 641 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 642 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 643 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 644 | CHECK((inputHandle->GetShape() == inputShape)); |
| 645 | CHECK((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 646 | } |
| 647 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 648 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePooling2dFloatNchwWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 649 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 650 | ClPooling2dWorkloadTest<armnn::DataType::Float32>(DataLayout::NCHW); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 651 | } |
| 652 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 653 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePooling2dFloatNhwcWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 654 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 655 | ClPooling2dWorkloadTest<armnn::DataType::Float32>(DataLayout::NHWC); |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 656 | } |
| 657 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 658 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePooling2dFloat16NchwWorkload") |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 659 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 660 | ClPooling2dWorkloadTest<armnn::DataType::Float16>(DataLayout::NCHW); |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 661 | } |
| 662 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 663 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePooling2dFloat16NhwcWorkload") |
Nina Drozd | b48e686 | 2018-10-09 12:09:56 +0100 | [diff] [blame] | 664 | { |
Nattapat Chaimanowong | ac9e096 | 2018-10-10 17:18:35 +0100 | [diff] [blame] | 665 | ClPooling2dWorkloadTest<armnn::DataType::Float16>(DataLayout::NHWC); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 666 | } |
| 667 | |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 668 | static void ClCreatePreluWorkloadTest(const armnn::TensorShape& inputShape, |
| 669 | const armnn::TensorShape& alphaShape, |
| 670 | const armnn::TensorShape& outputShape, |
| 671 | armnn::DataType dataType) |
| 672 | { |
| 673 | Graph graph; |
| 674 | ClWorkloadFactory factory = |
| 675 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 676 | |
| 677 | auto workload = CreatePreluWorkloadTest<ClPreluWorkload>(factory, |
| 678 | graph, |
| 679 | inputShape, |
| 680 | alphaShape, |
| 681 | outputShape, |
| 682 | dataType); |
| 683 | |
| 684 | // Checks that outputs and inputs are as we expect them (see definition of CreatePreluWorkloadTest). |
| 685 | PreluQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 686 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 687 | auto alphaHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 688 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 689 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 690 | CHECK((inputHandle->GetShape() == inputShape)); |
| 691 | CHECK((alphaHandle->GetShape() == alphaShape)); |
| 692 | CHECK((outputHandle->GetShape() == outputShape)); |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 693 | } |
| 694 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 695 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePreluFloat16Workload") |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 696 | { |
| 697 | ClCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, DataType::Float16); |
| 698 | } |
| 699 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 700 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePreluFloatWorkload") |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 701 | { |
| 702 | ClCreatePreluWorkloadTest({ 1, 4, 1, 2 }, { 5, 4, 3, 1 }, { 5, 4, 3, 2 }, DataType::Float32); |
| 703 | } |
| 704 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 705 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreatePreluUint8Workload") |
Nikhil Raj | 91e4c6d | 2019-07-05 12:22:58 +0100 | [diff] [blame] | 706 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 707 | 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] | 708 | } |
| 709 | |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 710 | template <typename armnn::DataType DataType> |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 711 | static void ClCreateReshapeWorkloadTest() |
| 712 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 713 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 714 | ClWorkloadFactory factory = |
| 715 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 716 | |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 717 | auto workload = CreateReshapeWorkloadTest<ClReshapeWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 718 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 719 | // 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] | 720 | ReshapeQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 721 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 722 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 723 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 724 | auto predResult = CompareIClTensorHandleShape(inputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 725 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 726 | predResult = CompareIClTensorHandleShape(outputHandle, {1, 4}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 727 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 728 | } |
| 729 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 730 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateReshapeFloatWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 731 | { |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 732 | ClCreateReshapeWorkloadTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 733 | } |
| 734 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 735 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateReshapeFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 736 | { |
Nattapat Chaimanowong | a76698c | 2018-10-11 10:29:15 +0100 | [diff] [blame] | 737 | ClCreateReshapeWorkloadTest<armnn::DataType::Float16>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 738 | } |
| 739 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 740 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateReshapeUint8Workload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 741 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 742 | ClCreateReshapeWorkloadTest<armnn::DataType::QAsymmU8>(); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 743 | } |
| 744 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 745 | template <typename SoftmaxWorkloadType, typename armnn::DataType DataType> |
| 746 | static void ClSoftmaxWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 747 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 748 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 749 | ClWorkloadFactory factory = |
| 750 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 751 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 752 | auto workload = CreateSoftmaxWorkloadTest<SoftmaxWorkloadType, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 753 | |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 754 | // Checks that inputs/outputs are as we expect them (see definition of ClSoftmaxFloatWorkload). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 755 | SoftmaxQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 756 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 757 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 758 | |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 759 | armnn::TensorInfo tensorInfo({4, 1}, DataType); |
| 760 | if (DataType == armnn::DataType::QAsymmU8) |
| 761 | { |
| 762 | tensorInfo.SetQuantizationOffset(0); |
| 763 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 764 | } |
| 765 | else if (DataType == armnn::DataType::QAsymmS8) |
| 766 | { |
| 767 | tensorInfo.SetQuantizationOffset(-128); |
| 768 | tensorInfo.SetQuantizationScale(1.f / 256); |
| 769 | } |
| 770 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 771 | auto predResult = CompareIClTensorHandleShape(inputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 772 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 773 | predResult = CompareIClTensorHandleShape(outputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 774 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 775 | } |
| 776 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 777 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 778 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSoftmaxFloat32WorkloadTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 779 | { |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 780 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 781 | } |
| 782 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 783 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSoftmaxFloat16WorkloadTest") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 784 | { |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 785 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::Float16>(); |
| 786 | } |
| 787 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 788 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSoftmaxQAsymmU8Workload") |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 789 | { |
| 790 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::QAsymmU8>(); |
| 791 | } |
| 792 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 793 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSoftmaxQAsymmS8Workload") |
Teresa Charlin | c1f6b09 | 2020-05-11 16:10:38 +0100 | [diff] [blame] | 794 | { |
| 795 | ClSoftmaxWorkloadTest<ClSoftmaxWorkload, armnn::DataType::QAsymmS8>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 796 | } |
| 797 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 798 | template <typename armnn::DataType DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 799 | static void ClSplitterWorkloadTest() |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 800 | { |
| 801 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 802 | ClWorkloadFactory factory = |
| 803 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 804 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 805 | auto workload = CreateSplitterWorkloadTest<ClSplitterWorkload, DataType>(factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 806 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 807 | // Checks that outputs are as we expect them (see definition of CreateSplitterWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 808 | SplitterQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 809 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 810 | auto predResult = CompareIClTensorHandleShape(inputHandle, {5, 7, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 811 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 812 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 813 | auto outputHandle1 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 814 | predResult = CompareIClTensorHandleShape(outputHandle1, {2, 7, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 815 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 816 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 817 | auto outputHandle2 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[2]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 818 | predResult = CompareIClTensorHandleShape(outputHandle2, {2, 7, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 819 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
surmeh01 | 3537c2c | 2018-05-18 16:31:43 +0100 | [diff] [blame] | 820 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 821 | auto outputHandle0 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 822 | predResult = CompareIClTensorHandleShape(outputHandle0, {1, 7, 7}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 823 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 824 | } |
| 825 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 826 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSplitterFloatWorkload") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 827 | { |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 828 | ClSplitterWorkloadTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 829 | } |
| 830 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 831 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSplitterFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 832 | { |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 833 | ClSplitterWorkloadTest<armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 834 | } |
| 835 | |
Nattapat Chaimanowong | 02f8bc1 | 2018-10-11 16:16:17 +0100 | [diff] [blame] | 836 | template <typename armnn::DataType DataType> |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 837 | static void ClSplitterConcatTest() |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 838 | { |
| 839 | // 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] | 840 | // should be lined to which input of the concat layer. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 841 | // We test that is is possible to specify 0th output |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 842 | // of the splitter to be the 1st input to the concat and the 1st output of the splitter to be 0th input |
| 843 | // of the concat. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 844 | |
| 845 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 846 | ClWorkloadFactory factory = |
| 847 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 848 | |
| 849 | auto workloads = |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 850 | CreateSplitterConcatWorkloadTest<ClSplitterWorkload, ClConcatWorkload, DataType> |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 851 | (factory, graph); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 852 | |
| 853 | auto wlSplitter = std::move(workloads.first); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 854 | auto wlConcat = std::move(workloads.second); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 855 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 856 | //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] | 857 | armnn::ClSubTensorHandle* sOut0 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 858 | armnn::ClSubTensorHandle* sOut1 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 859 | armnn::ClSubTensorHandle* mIn0 = dynamic_cast<armnn::ClSubTensorHandle*>(wlConcat->GetData().m_Inputs[0]); |
| 860 | armnn::ClSubTensorHandle* mIn1 = dynamic_cast<armnn::ClSubTensorHandle*>(wlConcat->GetData().m_Inputs[1]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 861 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 862 | CHECK(sOut0); |
| 863 | CHECK(sOut1); |
| 864 | CHECK(mIn0); |
| 865 | CHECK(mIn1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 866 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 867 | //Fliped order of inputs/outputs. |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 868 | bool validDataPointers = (sOut0 == mIn1) && (sOut1 == mIn0); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 869 | CHECK(validDataPointers); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 870 | |
| 871 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 872 | //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] | 873 | bool validSubTensorParents = (mIn0->GetTensor().parent() == mIn1->GetTensor().parent()) |
| 874 | && (sOut0->GetTensor().parent() == sOut1->GetTensor().parent()); |
| 875 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 876 | CHECK(validSubTensorParents); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 877 | } |
| 878 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 879 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSplitterConcatFloatWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 880 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 881 | ClSplitterConcatTest<armnn::DataType::Float32>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 882 | } |
| 883 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 884 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSplitterConcatFloat16Workload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 885 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 886 | ClSplitterConcatTest<armnn::DataType::Float16>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 887 | } |
| 888 | |
| 889 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 890 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSingleOutputMultipleInputs") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 891 | { |
| 892 | // 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] | 893 | // 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] | 894 | |
| 895 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 896 | ClWorkloadFactory factory = |
| 897 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 898 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 899 | std::unique_ptr<ClSplitterWorkload> wlSplitter; |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 900 | std::unique_ptr<ClActivationWorkload> wlActiv0_0; |
| 901 | std::unique_ptr<ClActivationWorkload> wlActiv0_1; |
| 902 | std::unique_ptr<ClActivationWorkload> wlActiv1_0; |
| 903 | std::unique_ptr<ClActivationWorkload> wlActiv1_1; |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 904 | |
Matthew Bentham | 29cadb3 | 2018-10-01 17:22:32 +0100 | [diff] [blame] | 905 | CreateSplitterMultipleInputsOneOutputWorkloadTest<ClSplitterWorkload, |
Nattapat Chaimanowong | e06757e | 2018-10-11 15:39:18 +0100 | [diff] [blame] | 906 | ClActivationWorkload, armnn::DataType::Float32>(factory, graph, wlSplitter, wlActiv0_0, wlActiv0_1, |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 907 | wlActiv1_0, wlActiv1_1); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 908 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 909 | //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] | 910 | armnn::ClSubTensorHandle* sOut0 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[0]); |
| 911 | armnn::ClSubTensorHandle* sOut1 = dynamic_cast<armnn::ClSubTensorHandle*>(wlSplitter->GetData().m_Outputs[1]); |
| 912 | armnn::ClSubTensorHandle* activ0_0Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv0_0->GetData().m_Inputs[0]); |
| 913 | armnn::ClSubTensorHandle* activ0_1Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv0_1->GetData().m_Inputs[0]); |
| 914 | armnn::ClSubTensorHandle* activ1_0Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv1_0->GetData().m_Inputs[0]); |
| 915 | armnn::ClSubTensorHandle* activ1_1Im = dynamic_cast<armnn::ClSubTensorHandle*>(wlActiv1_1->GetData().m_Inputs[0]); |
| 916 | |
| 917 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 918 | CHECK(sOut0); |
| 919 | CHECK(sOut1); |
| 920 | CHECK(activ0_0Im); |
| 921 | CHECK(activ0_1Im); |
| 922 | CHECK(activ1_0Im); |
| 923 | CHECK(activ1_1Im); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 924 | |
| 925 | bool validDataPointers = (sOut0 == activ0_0Im) && (sOut0 == activ0_1Im) && |
| 926 | (sOut1 == activ1_0Im) && (sOut1 == activ1_1Im); |
| 927 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 928 | CHECK(validDataPointers); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 929 | } |
| 930 | |
Matteo Martincigh | db16dd3 | 2019-08-27 16:41:11 +0100 | [diff] [blame] | 931 | #if defined(ARMNNREF_ENABLED) |
Matteo Martincigh | e67edb2 | 2019-08-14 14:05:46 +0100 | [diff] [blame] | 932 | |
| 933 | // This test unit needs the reference backend, it's not available if the reference backend is not built |
| 934 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 935 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMemCopyWorkloadsCl") |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 936 | { |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 937 | ClWorkloadFactory factory = |
| 938 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 939 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 940 | CreateMemCopyWorkloads<IClTensorHandle>(factory); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 941 | } |
| 942 | |
Matteo Martincigh | e67edb2 | 2019-08-14 14:05:46 +0100 | [diff] [blame] | 943 | #endif |
| 944 | |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 945 | template <typename L2NormalizationWorkloadType, typename armnn::DataType DataType> |
| 946 | static void ClL2NormalizationWorkloadTest(DataLayout dataLayout) |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 947 | { |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 948 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 949 | ClWorkloadFactory factory = |
| 950 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 951 | |
Matteo Martincigh | 2400b6d | 2018-10-09 18:19:20 +0100 | [diff] [blame] | 952 | auto workload = |
| 953 | CreateL2NormalizationWorkloadTest<L2NormalizationWorkloadType, DataType>(factory, graph, dataLayout); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 954 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 955 | // Checks that inputs/outputs are as we expect them (see definition of CreateNormalizationWorkloadTest). |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 956 | L2NormalizationQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 957 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 958 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 959 | |
Mike Kelly | db48288 | 2019-06-14 12:35:24 +0100 | [diff] [blame] | 960 | TensorShape inputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 5, 20, 50, 67 }) |
| 961 | : std::initializer_list<unsigned int>({ 5, 50, 67, 20 }); |
| 962 | TensorShape outputShape = (dataLayout == DataLayout::NCHW) ? std::initializer_list<unsigned int>({ 5, 20, 50, 67 }) |
| 963 | : std::initializer_list<unsigned int>({ 5, 50, 67, 20 }); |
Matteo Martincigh | 2400b6d | 2018-10-09 18:19:20 +0100 | [diff] [blame] | 964 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 965 | CHECK((inputHandle->GetShape() == inputShape)); |
| 966 | CHECK((outputHandle->GetShape() == outputShape)); |
telsoa01 | 4fcda01 | 2018-03-09 14:13:49 +0000 | [diff] [blame] | 967 | } |
| 968 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 969 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateL2NormalizationFloatNchwWorkload") |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 970 | { |
| 971 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
| 972 | } |
| 973 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 974 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateL2NormalizationFloatNhwcWorkload") |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 975 | { |
| 976 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 977 | } |
| 978 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 979 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateL2NormalizationFloat16NchwWorkload") |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 980 | { |
| 981 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
| 982 | } |
| 983 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 984 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateL2NormalizationFloat16NhwcWorkload") |
Matteo Martincigh | bcd3c85 | 2018-09-28 14:14:12 +0100 | [diff] [blame] | 985 | { |
| 986 | ClL2NormalizationWorkloadTest<ClL2NormalizationFloatWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
| 987 | } |
| 988 | |
Teresa Charlin | 8398edc | 2020-07-20 14:23:02 +0100 | [diff] [blame] | 989 | template <typename LogSoftmaxWorkloadType, typename armnn::DataType DataType> |
| 990 | static void ClCreateLogSoftmaxWorkloadTest() |
| 991 | { |
| 992 | Graph graph; |
| 993 | ClWorkloadFactory factory = |
| 994 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 995 | |
| 996 | auto workload = CreateLogSoftmaxWorkloadTest<LogSoftmaxWorkloadType, DataType>(factory, graph); |
| 997 | |
| 998 | // Checks that outputs and inputs are as we expect them (see definition of CreateLogSoftmaxWorkloadTest). |
| 999 | LogSoftmaxQueueDescriptor queueDescriptor = workload->GetData(); |
| 1000 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1001 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
| 1002 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1003 | auto predResult = CompareIClTensorHandleShape(inputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1004 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1005 | predResult = CompareIClTensorHandleShape(outputHandle, {4, 1}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1006 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Teresa Charlin | 8398edc | 2020-07-20 14:23:02 +0100 | [diff] [blame] | 1007 | } |
| 1008 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1009 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateLogSoftmaxFloat32WorkloadTest") |
Teresa Charlin | 8398edc | 2020-07-20 14:23:02 +0100 | [diff] [blame] | 1010 | { |
| 1011 | ClCreateLogSoftmaxWorkloadTest<ClLogSoftmaxWorkload, armnn::DataType::Float32>(); |
| 1012 | } |
| 1013 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1014 | template <typename LstmWorkloadType> |
| 1015 | static void ClCreateLstmWorkloadTest() |
| 1016 | { |
| 1017 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1018 | ClWorkloadFactory factory = |
| 1019 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1020 | |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1021 | auto workload = CreateLstmWorkloadTest<LstmWorkloadType>(factory, graph); |
| 1022 | |
| 1023 | LstmQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1024 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1025 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1026 | auto predResult = CompareIClTensorHandleShape(inputHandle, {2, 2}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1027 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1028 | predResult = CompareIClTensorHandleShape(outputHandle, {2, 4}); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1029 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1030 | } |
| 1031 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1032 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateLSTMWorkloadFloatWorkload") |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1033 | { |
arovir01 | 9e53a35 | 2018-08-31 15:26:35 +0100 | [diff] [blame] | 1034 | ClCreateLstmWorkloadTest<ClLstmFloatWorkload>(); |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1035 | } |
| 1036 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1037 | template <typename ResizeWorkloadType, typename armnn::DataType DataType> |
| 1038 | static void ClResizeWorkloadTest(DataLayout dataLayout) |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1039 | { |
| 1040 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1041 | ClWorkloadFactory factory = |
| 1042 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1043 | |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1044 | auto workload = CreateResizeBilinearWorkloadTest<ResizeWorkloadType, DataType>(factory, graph, dataLayout); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1045 | |
Aron Virginas-Tar | 169d2f1 | 2019-07-01 19:01:44 +0100 | [diff] [blame] | 1046 | auto queueDescriptor = workload->GetData(); |
| 1047 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1048 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1049 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1050 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1051 | armnn::PredicateResult predResult(true); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1052 | switch (dataLayout) |
| 1053 | { |
| 1054 | case DataLayout::NHWC: |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1055 | predResult = CompareIClTensorHandleShape(inputHandle, { 2, 4, 4, 3 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1056 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1057 | predResult = CompareIClTensorHandleShape(outputHandle, { 2, 2, 2, 3 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1058 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1059 | break; |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1060 | default: // DataLayout::NCHW |
| 1061 | predResult = CompareIClTensorHandleShape(inputHandle, { 2, 3, 4, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1062 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1063 | predResult = CompareIClTensorHandleShape(outputHandle, { 2, 3, 2, 2 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1064 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1065 | } |
| 1066 | } |
| 1067 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1068 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeFloat32NchwWorkload") |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1069 | { |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1070 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float32>(DataLayout::NCHW); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1071 | } |
| 1072 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1073 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeFloat16NchwWorkload") |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1074 | { |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1075 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float16>(DataLayout::NCHW); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1076 | } |
| 1077 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1078 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeUint8NchwWorkload") |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1079 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1080 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::QAsymmU8>(DataLayout::NCHW); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1081 | } |
| 1082 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1083 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeFloat32NhwcWorkload") |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1084 | { |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1085 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float32>(DataLayout::NHWC); |
| 1086 | } |
| 1087 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1088 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeFloat16NhwcWorkload") |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1089 | { |
| 1090 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::Float16>(DataLayout::NHWC); |
| 1091 | } |
| 1092 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1093 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateResizeUint8NhwcWorkload") |
Aron Virginas-Tar | cc0cefb | 2019-07-02 17:25:47 +0100 | [diff] [blame] | 1094 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1095 | ClResizeWorkloadTest<ClResizeWorkload, armnn::DataType::QAsymmU8>(DataLayout::NHWC); |
James Conroy | 074f371 | 2018-10-03 09:32:03 +0100 | [diff] [blame] | 1096 | } |
telsoa01 | c577f2c | 2018-08-31 09:22:23 +0100 | [diff] [blame] | 1097 | |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1098 | template <typename MeanWorkloadType, typename armnn::DataType DataType> |
| 1099 | static void ClMeanWorkloadTest() |
| 1100 | { |
| 1101 | Graph graph; |
Aron Virginas-Tar | 5caf907 | 2018-11-14 18:35:18 +0000 | [diff] [blame] | 1102 | ClWorkloadFactory factory = |
| 1103 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1104 | |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1105 | auto workload = CreateMeanWorkloadTest<MeanWorkloadType, DataType>(factory, graph); |
| 1106 | |
| 1107 | // Checks that inputs/outputs are as we expect them (see definition of CreateMeanWorkloadTest). |
| 1108 | MeanQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1109 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1110 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1111 | |
| 1112 | // 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] | 1113 | auto predResult = CompareIClTensorHandleShape(inputHandle, { 1, 3, 7, 4 }); |
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, { 1, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1116 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1117 | } |
| 1118 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1119 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMeanFloat32Workload") |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1120 | { |
| 1121 | ClMeanWorkloadTest<ClMeanWorkload, armnn::DataType::Float32>(); |
| 1122 | } |
| 1123 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1124 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMeanFloat16Workload") |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1125 | { |
| 1126 | ClMeanWorkloadTest<ClMeanWorkload, armnn::DataType::Float16>(); |
| 1127 | } |
| 1128 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1129 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateMeanUint8Workload") |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1130 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1131 | ClMeanWorkloadTest<ClMeanWorkload, armnn::DataType::QAsymmU8>(); |
Matteo Martincigh | 28dcab6 | 2018-10-19 16:40:03 +0100 | [diff] [blame] | 1132 | } |
| 1133 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1134 | template <typename ConcatWorkloadType, armnn::DataType DataType> |
| 1135 | static void ClCreateConcatWorkloadTest(std::initializer_list<unsigned int> outputShape, |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1136 | unsigned int concatAxis) |
| 1137 | { |
| 1138 | Graph graph; |
| 1139 | ClWorkloadFactory factory = |
| 1140 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1141 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1142 | auto workload = CreateConcatWorkloadTest<ConcatWorkloadType, DataType>(factory, graph, outputShape, concatAxis); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1143 | |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1144 | ConcatQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1145 | auto inputHandle0 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1146 | auto inputHandle1 = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[1]); |
| 1147 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1148 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1149 | auto predResult = CompareIClTensorHandleShape(inputHandle0, { 2, 3, 2, 5 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1150 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1151 | predResult = CompareIClTensorHandleShape(inputHandle1, { 2, 3, 2, 5 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1152 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1153 | predResult = CompareIClTensorHandleShape(outputHandle, outputShape); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1154 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1155 | } |
| 1156 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1157 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim0Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1158 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1159 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::Float32>({ 4, 3, 2, 5 }, 0); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1160 | } |
| 1161 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1162 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim1Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1163 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1164 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::Float32>({ 2, 6, 2, 5 }, 1); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1165 | } |
| 1166 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1167 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim3Float32Workload") |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1168 | { |
Jim Flynn | e242f2d | 2019-05-22 14:24:13 +0100 | [diff] [blame] | 1169 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::Float32>({ 2, 3, 2, 10 }, 3); |
narpra01 | 5cdda35 | 2018-11-19 15:30:27 +0000 | [diff] [blame] | 1170 | } |
| 1171 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1172 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim0Uint8Workload") |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1173 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1174 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::QAsymmU8>({ 4, 3, 2, 5 }, 0); |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1175 | } |
| 1176 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1177 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim1Uint8Workload") |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1178 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1179 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 6, 2, 5 }, 1); |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1180 | } |
| 1181 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1182 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateConcatDim3Uint8Workload") |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1183 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1184 | ClCreateConcatWorkloadTest<ClConcatWorkload, armnn::DataType::QAsymmU8>({ 2, 3, 2, 10 }, 3); |
narpra01 | 63b0882 | 2018-11-20 11:29:12 +0000 | [diff] [blame] | 1185 | } |
| 1186 | |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1187 | template <typename SpaceToDepthWorkloadType, typename armnn::DataType DataType> |
| 1188 | static void ClSpaceToDepthWorkloadTest() |
| 1189 | { |
| 1190 | Graph graph; |
| 1191 | ClWorkloadFactory factory = |
| 1192 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1193 | |
| 1194 | auto workload = CreateSpaceToDepthWorkloadTest<SpaceToDepthWorkloadType, DataType>(factory, graph); |
| 1195 | |
| 1196 | SpaceToDepthQueueDescriptor queueDescriptor = workload->GetData(); |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1197 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[0]); |
| 1198 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1199 | |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1200 | auto predResult = CompareIClTensorHandleShape(inputHandle, { 1, 2, 2, 1 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1201 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1202 | predResult = CompareIClTensorHandleShape(outputHandle, { 1, 1, 1, 4 }); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1203 | CHECK_MESSAGE(predResult.m_Result, predResult.m_Message.str()); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1204 | } |
| 1205 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1206 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSpaceToDepthFloat32Workload") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1207 | { |
| 1208 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::Float32>(); |
| 1209 | } |
| 1210 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1211 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSpaceToDepthFloat16Workload") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1212 | { |
| 1213 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::Float16>(); |
| 1214 | } |
| 1215 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1216 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSpaceToDepthQAsymm8Workload") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1217 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1218 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::QAsymmU8>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1219 | } |
| 1220 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1221 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateSpaceToDepthQSymm16Workload") |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1222 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1223 | ClSpaceToDepthWorkloadTest<ClSpaceToDepthWorkload, armnn::DataType::QSymmS16>(); |
James Conroy | 6059784 | 2019-07-02 10:57:56 +0100 | [diff] [blame] | 1224 | } |
| 1225 | |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1226 | template <armnn::DataType DataType> |
| 1227 | static void ClCreateStackWorkloadTest(const std::initializer_list<unsigned int>& inputShape, |
| 1228 | const std::initializer_list<unsigned int>& outputShape, |
| 1229 | unsigned int axis, |
| 1230 | unsigned int numInputs) |
| 1231 | { |
| 1232 | armnn::Graph graph; |
| 1233 | ClWorkloadFactory factory = |
| 1234 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1235 | |
| 1236 | auto workload = CreateStackWorkloadTest<ClStackWorkload, DataType>(factory, |
| 1237 | graph, |
| 1238 | TensorShape(inputShape), |
| 1239 | TensorShape(outputShape), |
| 1240 | axis, |
| 1241 | numInputs); |
| 1242 | |
| 1243 | // Check inputs and output are as expected |
| 1244 | StackQueueDescriptor queueDescriptor = workload->GetData(); |
| 1245 | for (unsigned int i = 0; i < numInputs; ++i) |
| 1246 | { |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1247 | auto inputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Inputs[i]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1248 | auto predResult1 = CompareIClTensorHandleShape(inputHandle, inputShape); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1249 | CHECK_MESSAGE(predResult1.m_Result, predResult1.m_Message.str()); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1250 | } |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1251 | auto outputHandle = PolymorphicDowncast<IClTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Colm Donelan | 25ab3a8 | 2021-05-17 13:01:52 +0100 | [diff] [blame] | 1252 | auto predResult2 = CompareIClTensorHandleShape(outputHandle, outputShape); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1253 | CHECK_MESSAGE(predResult2.m_Result, predResult2.m_Message.str()); |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1254 | } |
| 1255 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1256 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateStackFloat32Workload") |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1257 | { |
| 1258 | ClCreateStackWorkloadTest<armnn::DataType::Float32>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
| 1259 | } |
| 1260 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1261 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateStackFloat16Workload") |
Matthew Jackson | e69c399 | 2019-09-09 14:31:21 +0100 | [diff] [blame] | 1262 | { |
| 1263 | ClCreateStackWorkloadTest<armnn::DataType::Float16>({ 3, 4, 5 }, { 3, 4, 2, 5 }, 2, 2); |
| 1264 | } |
| 1265 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1266 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateStackUint8Workload") |
Matthew Jackson | d516610 | 2019-07-31 14:06:28 +0100 | [diff] [blame] | 1267 | { |
Derek Lamberti | f90c56d | 2020-01-10 17:14:08 +0000 | [diff] [blame] | 1268 | 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] | 1269 | } |
| 1270 | |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1271 | |
| 1272 | template <typename QLstmWorkloadType> |
| 1273 | static void ClCreateQLstmWorkloadTest() |
| 1274 | { |
| 1275 | Graph graph; |
| 1276 | ClWorkloadFactory factory = ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1277 | |
| 1278 | auto workload = CreateQLstmWorkloadTest<QLstmWorkloadType>(factory, graph); |
| 1279 | QLstmQueueDescriptor queueDescriptor = workload->GetData(); |
| 1280 | |
| 1281 | IAclTensorHandle* inputHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1282 | CHECK((inputHandle->GetShape() == TensorShape({2, 4}))); |
| 1283 | CHECK((inputHandle->GetDataType() == arm_compute::DataType::QASYMM8_SIGNED)); |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1284 | |
| 1285 | IAclTensorHandle* cellStateOutHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1286 | CHECK((cellStateOutHandle->GetShape() == TensorShape({2, 4}))); |
| 1287 | CHECK((cellStateOutHandle->GetDataType() == arm_compute::DataType::QSYMM16)); |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1288 | |
| 1289 | IAclTensorHandle* outputHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[2]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1290 | CHECK((outputHandle->GetShape() == TensorShape({2, 4}))); |
| 1291 | CHECK((outputHandle->GetDataType() == arm_compute::DataType::QASYMM8_SIGNED)); |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1292 | } |
| 1293 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1294 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateQLstmWorkloadTest") |
Ryan OShea | 2323af4 | 2020-05-13 16:36:19 +0100 | [diff] [blame] | 1295 | { |
| 1296 | ClCreateQLstmWorkloadTest<ClQLstmWorkload>(); |
| 1297 | } |
| 1298 | |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1299 | template <typename QuantizedLstmWorkloadType> |
| 1300 | static void ClCreateQuantizedLstmWorkloadTest() |
| 1301 | { |
| 1302 | using namespace armnn::armcomputetensorutils; |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1303 | |
| 1304 | Graph graph; |
| 1305 | ClWorkloadFactory factory = |
| 1306 | ClWorkloadFactoryHelper::GetFactory(ClWorkloadFactoryHelper::GetMemoryManager()); |
| 1307 | |
| 1308 | auto workload = CreateQuantizedLstmWorkloadTest<QuantizedLstmWorkloadType>(factory, graph); |
| 1309 | |
| 1310 | QuantizedLstmQueueDescriptor queueDescriptor = workload->GetData(); |
| 1311 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1312 | IAclTensorHandle* inputHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1313 | CHECK((inputHandle->GetShape() == TensorShape({2, 2}))); |
| 1314 | CHECK((inputHandle->GetDataType() == arm_compute::DataType::QASYMM8)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1315 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1316 | IAclTensorHandle* cellStateInHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[1]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1317 | CHECK((cellStateInHandle->GetShape() == TensorShape({2, 4}))); |
| 1318 | CHECK((cellStateInHandle->GetDataType() == arm_compute::DataType::QSYMM16)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1319 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1320 | IAclTensorHandle* outputStateInHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Inputs[2]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1321 | CHECK((outputStateInHandle->GetShape() == TensorShape({2, 4}))); |
| 1322 | CHECK((outputStateInHandle->GetDataType() == arm_compute::DataType::QASYMM8)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1323 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1324 | IAclTensorHandle* cellStateOutHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[0]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1325 | CHECK((cellStateOutHandle->GetShape() == TensorShape({2, 4}))); |
| 1326 | CHECK((cellStateOutHandle->GetDataType() == arm_compute::DataType::QSYMM16)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1327 | |
Jan Eilers | bb446e5 | 2020-04-02 13:56:54 +0100 | [diff] [blame] | 1328 | IAclTensorHandle* outputStateOutHandle = PolymorphicDowncast<IAclTensorHandle*>(queueDescriptor.m_Outputs[1]); |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1329 | CHECK((outputStateOutHandle->GetShape() == TensorShape({2, 4}))); |
| 1330 | CHECK((outputStateOutHandle->GetDataType() == arm_compute::DataType::QASYMM8)); |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1331 | } |
| 1332 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1333 | TEST_CASE_FIXTURE(ClContextControlFixture, "CreateQuantizedLstmWorkload") |
Ferran Balaguer | 737d9ff | 2019-08-01 09:58:08 +0100 | [diff] [blame] | 1334 | { |
| 1335 | ClCreateQuantizedLstmWorkloadTest<ClQuantizedLstmWorkload>(); |
| 1336 | } |
| 1337 | |
Teresa Charlin | 98b0dcb | 2022-01-18 22:09:29 +0000 | [diff] [blame] | 1338 | template <armnn::DataType DataType> |
| 1339 | static void ClCreateActivationWorkloadReplaceFunctionsTest() |
| 1340 | { |
| 1341 | std::shared_ptr<ClMemoryManager> memoryManager = std::make_shared<ClMemoryManager>( |
| 1342 | std::make_unique<arm_compute::CLBufferAllocator>()); |
| 1343 | |
| 1344 | Graph graph; |
| 1345 | ClWorkloadFactory factory = ClWorkloadFactoryHelper::GetFactory(memoryManager); |
| 1346 | // input and output are created as armnn::TensorInfo tensorInfo({1, 1}, DataType) |
| 1347 | auto workloadPtr = CreateActivationWorkloadTest<ClActivationWorkload, DataType>(factory, graph); |
| 1348 | |
| 1349 | // new input and output tensor handlers are created and then replace in the workload |
| 1350 | const ClTensorHandleFactory tensorHandleFactory(memoryManager); |
| 1351 | TensorInfo inputInfo({2 , 2}, DataType::Float16); |
| 1352 | TensorInfo outputInfo({2 , 2}, DataType::Float16); |
| 1353 | unique_ptr<ITensorHandle> inputHandle = tensorHandleFactory.CreateTensorHandle(inputInfo, true); |
| 1354 | inputHandle->Manage(); |
| 1355 | inputHandle->Allocate(); |
| 1356 | unique_ptr<ITensorHandle> outputHandle = tensorHandleFactory.CreateTensorHandle(outputInfo, true); |
| 1357 | outputHandle->Manage(); |
| 1358 | outputHandle->Allocate(); |
| 1359 | |
| 1360 | unsigned int slot = 0; |
| 1361 | CHECK_THROWS_AS(workloadPtr->ReplaceInputTensorHandle(inputHandle.get(), slot), UnimplementedException); |
| 1362 | CHECK_THROWS_AS(workloadPtr->ReplaceOutputTensorHandle(outputHandle.get(), slot), UnimplementedException); |
| 1363 | } |
| 1364 | |
| 1365 | TEST_CASE("ClReplaceFunctionsfromFloat32toFloat16ActivationWorkload") |
| 1366 | { |
| 1367 | ClCreateActivationWorkloadReplaceFunctionsTest<armnn::DataType::Float32>(); |
| 1368 | } |
| 1369 | |
Sadik Armagan | 1625efc | 2021-06-10 18:24:34 +0100 | [diff] [blame] | 1370 | } |