Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2019-2020 Arm Limited. |
Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
| 24 | #include "arm_compute/core/Types.h" |
| 25 | #include "arm_compute/runtime/CL/CLTensor.h" |
| 26 | #include "arm_compute/runtime/CL/CLTensorAllocator.h" |
| 27 | #include "arm_compute/runtime/CL/functions/CLElementwiseOperations.h" |
| 28 | #include "tests/CL/CLAccessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
| 30 | #include "tests/datasets/ShapeDatasets.h" |
| 31 | #include "tests/framework/Asserts.h" |
| 32 | #include "tests/framework/Macros.h" |
| 33 | #include "tests/framework/datasets/Datasets.h" |
| 34 | #include "tests/validation/Validation.h" |
| 35 | #include "tests/validation/fixtures/ElementwiseOperationsFixture.h" |
| 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
| 45 | RelativeTolerance<float> tolerance_fp32(0.000001f); |
| 46 | RelativeTolerance<float> tolerance_fp16(0.001f); |
| 47 | |
Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 48 | /** Input data sets **/ |
| 49 | const auto ElementwisePowerFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)), |
| 50 | framework::dataset::make("DataType", DataType::F16)); |
| 51 | const auto ElementwisePowerFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)), |
| 52 | framework::dataset::make("DataType", DataType::F32)); |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 53 | const auto EmptyActivationFunctionsDataset = framework::dataset::make("ActivationInfo", |
| 54 | { ActivationLayerInfo() }); |
| 55 | const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo", |
| 56 | { |
| 57 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 0.75f, 0.25f), |
| 58 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC, 0.75f, 0.25f) |
| 59 | }); |
Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 60 | } // namespace |
| 61 | |
| 62 | TEST_SUITE(CL) |
| 63 | TEST_SUITE(ElementwisePower) |
| 64 | |
| 65 | // *INDENT-OFF* |
| 66 | // clang-format off |
| 67 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 68 | framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 69 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16), |
| 70 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Window shrink |
| 71 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination |
| 72 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
| 73 | }), |
| 74 | framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 75 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16), |
| 76 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), |
| 77 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| 78 | TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| 79 | })), |
| 80 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 81 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F16), |
| 82 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), |
| 83 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| 84 | TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| 85 | })), |
| 86 | framework::dataset::make("Expected", { true, true, false, false, false})), |
| 87 | input1_info, input2_info, output_info, expected) |
| 88 | { |
| 89 | ARM_COMPUTE_EXPECT(bool(CLElementwisePower::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))) == expected, framework::LogLevel::ERRORS); |
| 90 | } |
| 91 | // clang-format on |
| 92 | // *INDENT-ON* |
| 93 | |
| 94 | template <typename T> |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 95 | using CLElementwisePowerFloatFixture = ElementwisePowerValidationFloatFixture<CLTensor, CLAccessor, CLElementwisePower, T>; |
Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 96 | |
| 97 | template <typename T> |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 98 | using CLElementwisePowerBroadcastFloatFixture = ElementwisePowerBroadcastValidationFloatFixture<CLTensor, CLAccessor, CLElementwisePower, T>; |
Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 99 | |
| 100 | TEST_SUITE(Float) |
| 101 | TEST_SUITE(FP16) |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 102 | FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwisePowerFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ElementwisePowerFP16Dataset), |
| 103 | EmptyActivationFunctionsDataset)) |
| 104 | { |
| 105 | // Validate output |
| 106 | validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01); |
| 107 | } |
| 108 | FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwisePowerFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(datasets::TinyShapes(), ElementwisePowerFP16Dataset), |
| 109 | ActivationFunctionsDataset)) |
Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 110 | { |
| 111 | // Validate output |
| 112 | validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01); |
| 113 | } |
| 114 | |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 115 | FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLElementwisePowerBroadcastFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapesBroadcast(), |
| 116 | ElementwisePowerFP16Dataset), |
| 117 | EmptyActivationFunctionsDataset)) |
| 118 | { |
| 119 | // Validate output |
| 120 | validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01); |
| 121 | } |
| 122 | FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast, CLElementwisePowerBroadcastFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(datasets::TinyShapesBroadcast(), |
| 123 | ElementwisePowerFP16Dataset), |
| 124 | ActivationFunctionsDataset)) |
Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 125 | { |
| 126 | // Validate output |
| 127 | validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01); |
| 128 | } |
| 129 | TEST_SUITE_END() //FP16 |
| 130 | |
| 131 | TEST_SUITE(FP32) |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 132 | FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwisePowerFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ElementwisePowerFP32Dataset), |
| 133 | EmptyActivationFunctionsDataset)) |
| 134 | { |
| 135 | // Validate output |
| 136 | validate(CLAccessor(_target), _reference, tolerance_fp32); |
| 137 | } |
| 138 | FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwisePowerFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::TinyShapes(), ElementwisePowerFP32Dataset), |
| 139 | ActivationFunctionsDataset)) |
Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 140 | { |
| 141 | // Validate output |
| 142 | validate(CLAccessor(_target), _reference, tolerance_fp32); |
| 143 | } |
| 144 | |
Giorgio Arena | 8b2a7d3 | 2020-02-11 17:21:31 +0000 | [diff] [blame] | 145 | FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLElementwisePowerBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapesBroadcast(), |
| 146 | ElementwisePowerFP32Dataset), |
| 147 | EmptyActivationFunctionsDataset)) |
| 148 | { |
| 149 | // Validate output |
| 150 | validate(CLAccessor(_target), _reference, tolerance_fp32); |
| 151 | } |
| 152 | FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast, CLElementwisePowerBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::TinyShapesBroadcast(), |
| 153 | ElementwisePowerFP32Dataset), |
| 154 | ActivationFunctionsDataset)) |
Usama Arif | 52c54f6 | 2019-05-14 10:22:36 +0100 | [diff] [blame] | 155 | { |
| 156 | // Validate output |
| 157 | validate(CLAccessor(_target), _reference, tolerance_fp32); |
| 158 | } |
| 159 | TEST_SUITE_END() // FP32 |
| 160 | TEST_SUITE_END() // Float |
| 161 | TEST_SUITE_END() // ElementwisePower |
| 162 | TEST_SUITE_END() // CL |
| 163 | } // namespace validation |
| 164 | } // namespace test |
| 165 | } // namespace arm_compute |