Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2017 ARM Limited. |
| 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/CLNormalizationLayer.h" |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 28 | #include "tests/CL/CLAccessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 30 | #include "tests/datasets/NormalizationTypesDataset.h" |
| 31 | #include "tests/datasets/ShapeDatasets.h" |
| 32 | #include "tests/framework/Asserts.h" |
| 33 | #include "tests/framework/Macros.h" |
| 34 | #include "tests/framework/datasets/Datasets.h" |
| 35 | #include "tests/validation/Validation.h" |
| 36 | #include "tests/validation/fixtures/NormalizationLayerFixture.h" |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | namespace |
| 45 | { |
| 46 | /** Tolerance for float operations */ |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 47 | RelativeTolerance<half> tolerance_f16(half(0.2)); |
| 48 | RelativeTolerance<float> tolerance_f32(0.05f); |
steniu01 | 3e05e4e | 2017-08-25 17:18:01 +0100 | [diff] [blame] | 49 | |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 50 | /** Tolerance for fixed point operations */ |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 51 | constexpr AbsoluteTolerance<int8_t> tolerance_qs8(2); |
Georgios Pinitas | 0162436 | 2017-11-30 10:53:31 +0000 | [diff] [blame^] | 52 | constexpr AbsoluteTolerance<int16_t> tolerance_qs16(4); |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 53 | |
| 54 | /** Input data set. */ |
Georgios Pinitas | 0162436 | 2017-11-30 10:53:31 +0000 | [diff] [blame^] | 55 | const auto NormalizationDataset = combine(combine(combine(combine(datasets::SmallShapes(), datasets::NormalizationTypes()), |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 56 | framework::dataset::make("NormalizationSize", 3, 9, 2)), |
| 57 | framework::dataset::make("Beta", { 0.5f, 1.f, 2.f })), |
| 58 | framework::dataset::make("IsScaled", { true })); |
Georgios Pinitas | 0162436 | 2017-11-30 10:53:31 +0000 | [diff] [blame^] | 59 | const auto NormalizationDatasetFP16 = combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("NormType", { NormType::IN_MAP_1D, NormType::CROSS_MAP })), |
| 60 | framework::dataset::make("NormalizationSize", 3, 9, 2)), |
| 61 | framework::dataset::make("Beta", { 0.5f, 1.f, 2.f })), |
| 62 | framework::dataset::make("IsScaled", { true })); |
| 63 | |
| 64 | const auto NormalizationDatasetFP32 = combine(combine(combine(combine(datasets::SmallShapes(), datasets::NormalizationTypes()), |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 65 | framework::dataset::make("NormalizationSize", 3, 9, 2)), |
| 66 | framework::dataset::make("Beta", { 0.5f, 1.f, 2.f })), |
| 67 | framework::dataset::make("IsScaled", { true, false })); |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 68 | } // namespace |
| 69 | |
| 70 | TEST_SUITE(CL) |
| 71 | TEST_SUITE(NormalizationLayer) |
| 72 | |
| 73 | //TODO(COMPMID-415): Missing configuration? |
| 74 | |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 75 | // *INDENT-OFF* |
| 76 | // clang-format off |
| 77 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 78 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Mismatching data type input/output |
| 79 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Mismatching shapes |
| 80 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Even normalization |
| 81 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Non implemented IN_MAP_2D |
| 82 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QS8, 4), // Mismatching fixed point position |
Giorgio Arena | c23b633 | 2017-11-28 15:23:51 +0000 | [diff] [blame] | 83 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Window shrink |
| 84 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32, 0), |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 85 | }), |
| 86 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16, 0), |
| 87 | TensorInfo(TensorShape(27U, 11U, 2U), 1, DataType::F32, 0), |
| 88 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), |
| 89 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), |
| 90 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QS8, 3), |
| 91 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), |
Giorgio Arena | c23b633 | 2017-11-28 15:23:51 +0000 | [diff] [blame] | 92 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32, 0), |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 93 | })), |
| 94 | framework::dataset::make("NormInfo", { NormalizationLayerInfo(NormType::IN_MAP_1D, 5), |
| 95 | NormalizationLayerInfo(NormType::IN_MAP_1D, 5), |
| 96 | NormalizationLayerInfo(NormType::IN_MAP_1D, 4), |
| 97 | NormalizationLayerInfo(NormType::IN_MAP_2D, 5), |
| 98 | NormalizationLayerInfo(NormType::IN_MAP_1D, 5), |
| 99 | NormalizationLayerInfo(NormType::IN_MAP_1D, 5), |
Giorgio Arena | c23b633 | 2017-11-28 15:23:51 +0000 | [diff] [blame] | 100 | NormalizationLayerInfo(NormType::CROSS_MAP, 5), |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 101 | })), |
Giorgio Arena | c23b633 | 2017-11-28 15:23:51 +0000 | [diff] [blame] | 102 | framework::dataset::make("Expected", { true, true, true, true, true, true, false })), |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 103 | input_info, output_info, norm_info, expected) |
| 104 | { |
Giorgio Arena | c23b633 | 2017-11-28 15:23:51 +0000 | [diff] [blame] | 105 | ARM_COMPUTE_EXPECT(bool(CLNormalizationLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), norm_info)) == expected, framework::LogLevel::ERRORS); |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 106 | } |
| 107 | // clang-format on |
| 108 | // *INDENT-ON* |
| 109 | |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 110 | template <typename T> |
| 111 | using CLNormalizationLayerFixture = NormalizationValidationFixture<CLTensor, CLAccessor, CLNormalizationLayer, T>; |
| 112 | |
| 113 | TEST_SUITE(Float) |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 114 | TEST_SUITE(FP16) |
Georgios Pinitas | 0162436 | 2017-11-30 10:53:31 +0000 | [diff] [blame^] | 115 | FIXTURE_DATA_TEST_CASE(RunSmall, CLNormalizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(NormalizationDatasetFP16, framework::dataset::make("DataType", DataType::F16))) |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 116 | { |
| 117 | // Validate output |
| 118 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 119 | } |
Georgios Pinitas | 0162436 | 2017-11-30 10:53:31 +0000 | [diff] [blame^] | 120 | FIXTURE_DATA_TEST_CASE(RunLarge, CLNormalizationLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(NormalizationDatasetFP16, framework::dataset::make("DataType", DataType::F16))) |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 121 | { |
| 122 | // Validate output |
| 123 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 124 | } |
| 125 | TEST_SUITE_END() |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 126 | |
| 127 | TEST_SUITE(FP32) |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 128 | FIXTURE_DATA_TEST_CASE(RunSmall, CLNormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(NormalizationDatasetFP32, framework::dataset::make("DataType", DataType::F32))) |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 129 | { |
| 130 | // Validate output |
| 131 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 132 | } |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 133 | FIXTURE_DATA_TEST_CASE(RunLarge, CLNormalizationLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(NormalizationDatasetFP32, framework::dataset::make("DataType", DataType::F32))) |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 134 | { |
| 135 | // Validate output |
| 136 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 137 | } |
| 138 | TEST_SUITE_END() |
| 139 | TEST_SUITE_END() |
| 140 | |
| 141 | template <typename T> |
| 142 | using CLNormalizationLayerFixedPointFixture = NormalizationValidationFixedPointFixture<CLTensor, CLAccessor, CLNormalizationLayer, T>; |
| 143 | |
| 144 | TEST_SUITE(Quantized) |
| 145 | TEST_SUITE(QS8) |
| 146 | // Testing for fixed point position [1,6) as reciprocal limits the maximum fixed point position to 5 |
| 147 | FIXTURE_DATA_TEST_CASE(RunSmall, CLNormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 148 | DataType::QS8)), |
| 149 | framework::dataset::make("FractionalBits", 1, 6))) |
| 150 | { |
| 151 | // Validate output |
| 152 | validate(CLAccessor(_target), _reference, tolerance_qs8); |
| 153 | } |
| 154 | FIXTURE_DATA_TEST_CASE(RunLarge, CLNormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 155 | DataType::QS8)), |
| 156 | framework::dataset::make("FractionalBits", 1, 6))) |
| 157 | { |
| 158 | // Validate output |
| 159 | validate(CLAccessor(_target), _reference, tolerance_qs8); |
| 160 | } |
| 161 | TEST_SUITE_END() |
| 162 | |
| 163 | TEST_SUITE(QS16) |
| 164 | // Testing for fixed point position [1,14) as reciprocal limits the maximum fixed point position to 5 |
| 165 | FIXTURE_DATA_TEST_CASE(RunSmall, CLNormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 166 | DataType::QS16)), |
| 167 | framework::dataset::make("FractionalBits", 1, 14))) |
| 168 | { |
| 169 | // Validate output |
| 170 | validate(CLAccessor(_target), _reference, tolerance_qs16); |
| 171 | } |
| 172 | FIXTURE_DATA_TEST_CASE(RunLarge, CLNormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 173 | DataType::QS16)), |
| 174 | framework::dataset::make("FractionalBits", 1, 14))) |
| 175 | { |
| 176 | // Validate output |
| 177 | validate(CLAccessor(_target), _reference, tolerance_qs16); |
| 178 | } |
| 179 | TEST_SUITE_END() |
| 180 | TEST_SUITE_END() |
| 181 | |
| 182 | TEST_SUITE_END() |
| 183 | TEST_SUITE_END() |
| 184 | } // namespace validation |
| 185 | } // namespace test |
| 186 | } // namespace arm_compute |