Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 1 | /* |
Anthony Barbier | 1c0d0ff | 2018-01-31 13:05:09 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +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/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 | /** Input data set. */ |
Georgios Pinitas | 0162436 | 2017-11-30 10:53:31 +0000 | [diff] [blame] | 51 | const auto NormalizationDataset = combine(combine(combine(combine(datasets::SmallShapes(), datasets::NormalizationTypes()), |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 52 | framework::dataset::make("NormalizationSize", 3, 9, 2)), |
| 53 | framework::dataset::make("Beta", { 0.5f, 1.f, 2.f })), |
| 54 | framework::dataset::make("IsScaled", { true })); |
Georgios Pinitas | 0162436 | 2017-11-30 10:53:31 +0000 | [diff] [blame] | 55 | const auto NormalizationDatasetFP16 = combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("NormType", { NormType::IN_MAP_1D, NormType::CROSS_MAP })), |
| 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 })); |
| 59 | |
| 60 | const auto NormalizationDatasetFP32 = combine(combine(combine(combine(datasets::SmallShapes(), datasets::NormalizationTypes()), |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 61 | framework::dataset::make("NormalizationSize", 3, 9, 2)), |
| 62 | framework::dataset::make("Beta", { 0.5f, 1.f, 2.f })), |
| 63 | framework::dataset::make("IsScaled", { true, false })); |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 64 | } // namespace |
| 65 | |
| 66 | TEST_SUITE(CL) |
| 67 | TEST_SUITE(NormalizationLayer) |
| 68 | |
| 69 | //TODO(COMPMID-415): Missing configuration? |
| 70 | |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 71 | // *INDENT-OFF* |
| 72 | // clang-format off |
| 73 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 74 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type input/output |
| 75 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
| 76 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Even normalization |
| 77 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Non implemented IN_MAP_2D |
| 78 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Window shrink |
| 79 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 80 | }), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 81 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16), |
| 82 | TensorInfo(TensorShape(27U, 11U, 2U), 1, DataType::F32), |
| 83 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), |
| 84 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), |
| 85 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), |
| 86 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 87 | })), |
| 88 | framework::dataset::make("NormInfo", { NormalizationLayerInfo(NormType::IN_MAP_1D, 5), |
| 89 | NormalizationLayerInfo(NormType::IN_MAP_1D, 5), |
| 90 | NormalizationLayerInfo(NormType::IN_MAP_1D, 4), |
| 91 | NormalizationLayerInfo(NormType::IN_MAP_2D, 5), |
| 92 | NormalizationLayerInfo(NormType::IN_MAP_1D, 5), |
Giorgio Arena | c23b633 | 2017-11-28 15:23:51 +0000 | [diff] [blame] | 93 | NormalizationLayerInfo(NormType::CROSS_MAP, 5), |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 94 | })), |
Vidhya Sudhan Loganathan | 0fc2545 | 2018-06-18 14:40:56 +0100 | [diff] [blame] | 95 | framework::dataset::make("Expected", { false, false, false, false, false, true })), |
Georgios Pinitas | 30902ed | 2017-11-14 15:32:57 +0000 | [diff] [blame] | 96 | input_info, output_info, norm_info, expected) |
| 97 | { |
Giorgio Arena | c23b633 | 2017-11-28 15:23:51 +0000 | [diff] [blame] | 98 | 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] | 99 | } |
| 100 | // clang-format on |
| 101 | // *INDENT-ON* |
| 102 | |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 103 | template <typename T> |
| 104 | using CLNormalizationLayerFixture = NormalizationValidationFixture<CLTensor, CLAccessor, CLNormalizationLayer, T>; |
| 105 | |
| 106 | TEST_SUITE(Float) |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 107 | TEST_SUITE(FP16) |
Georgios Pinitas | 0162436 | 2017-11-30 10:53:31 +0000 | [diff] [blame] | 108 | 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] | 109 | { |
| 110 | // Validate output |
| 111 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 112 | } |
Georgios Pinitas | 0162436 | 2017-11-30 10:53:31 +0000 | [diff] [blame] | 113 | 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] | 114 | { |
| 115 | // Validate output |
| 116 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 117 | } |
| 118 | TEST_SUITE_END() |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 119 | |
| 120 | TEST_SUITE(FP32) |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 121 | 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] | 122 | { |
| 123 | // Validate output |
| 124 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 125 | } |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 126 | 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] | 127 | { |
| 128 | // Validate output |
| 129 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 130 | } |
| 131 | TEST_SUITE_END() |
| 132 | TEST_SUITE_END() |
| 133 | |
Michele Di Giorgio | 6c92834 | 2017-06-22 16:55:57 +0100 | [diff] [blame] | 134 | TEST_SUITE_END() |
| 135 | TEST_SUITE_END() |
| 136 | } // namespace validation |
| 137 | } // namespace test |
| 138 | } // namespace arm_compute |