Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +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/NEON/functions/NENormalizationLayer.h" |
| 26 | #include "arm_compute/runtime/Tensor.h" |
| 27 | #include "arm_compute/runtime/TensorAllocator.h" |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 28 | #include "tests/NEON/Accessor.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" |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +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 */ |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 47 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 48 | constexpr AbsoluteTolerance<float> tolerance_f16(0.001f); |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 49 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 50 | constexpr AbsoluteTolerance<float> tolerance_f32(0.00001f); |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 51 | /** Tolerance for fixed point operations */ |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 52 | constexpr AbsoluteTolerance<int8_t> tolerance_qs8(2); |
Moritz Pflanzer | 578c8f5 | 2017-09-25 11:31:10 +0100 | [diff] [blame] | 53 | constexpr AbsoluteTolerance<int16_t> tolerance_qs16(4); |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 54 | |
| 55 | /** Input data set. */ |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 56 | const auto NormalizationDataset = combine(combine(combine(combine(datasets::SmallShapes(), datasets::NormalizationTypes()), 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 | const auto NormalizationDatasetFP32 = combine(combine(combine(combine(datasets::SmallShapes(), datasets::NormalizationTypes()), framework::dataset::make("NormalizationSize", 3, 9, 2)), |
| 60 | framework::dataset::make("Beta", { 0.5f, 1.f, 2.f })), |
| 61 | framework::dataset::make("IsScaled", { true, false })); |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 62 | } // namespace |
| 63 | |
| 64 | TEST_SUITE(NEON) |
| 65 | TEST_SUITE(NormalizationLayer) |
| 66 | |
| 67 | //TODO(COMPMID-415): Missing configuration? |
| 68 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame^] | 69 | // *INDENT-OFF* |
| 70 | // clang-format off |
| 71 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 72 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Mismatching data type input/output |
| 73 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Mismatching shapes |
| 74 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Even normalization |
| 75 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Non implemented IN_MAP_2D |
| 76 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QS8, 4), // Mismatching fixed point position |
| 77 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), // Window shrink |
| 78 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32, 0), |
| 79 | }), |
| 80 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16, 0), |
| 81 | TensorInfo(TensorShape(27U, 11U, 2U), 1, DataType::F32, 0), |
| 82 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), |
| 83 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), |
| 84 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QS8, 3), |
| 85 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32, 0), |
| 86 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32, 0), |
| 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), |
| 93 | NormalizationLayerInfo(NormType::IN_MAP_1D, 5), |
| 94 | NormalizationLayerInfo(NormType::CROSS_MAP, 1), |
| 95 | })), |
| 96 | framework::dataset::make("Expected", { false, false, false, false, false, false, true })), |
| 97 | input_info, output_info, norm_info, expected) |
| 98 | { |
| 99 | bool is_valid = bool(NENormalizationLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), norm_info)); |
| 100 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 101 | } |
| 102 | // clang-format on |
| 103 | // *INDENT-ON* |
| 104 | |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 105 | template <typename T> |
| 106 | using NENormalizationLayerFixture = NormalizationValidationFixture<Tensor, Accessor, NENormalizationLayer, T>; |
| 107 | |
| 108 | TEST_SUITE(Float) |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 109 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 110 | TEST_SUITE(FP16) |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 111 | FIXTURE_DATA_TEST_CASE(RunSmall, NENormalizationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(NormalizationDataset, framework::dataset::make("DataType", DataType::F16))) |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 112 | { |
| 113 | // Validate output |
| 114 | validate(Accessor(_target), _reference, tolerance_f16); |
| 115 | } |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 116 | FIXTURE_DATA_TEST_CASE(RunLarge, NENormalizationLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(NormalizationDataset, framework::dataset::make("DataType", DataType::F16))) |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 117 | { |
| 118 | // Validate output |
| 119 | validate(Accessor(_target), _reference, tolerance_f16); |
| 120 | } |
| 121 | TEST_SUITE_END() |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 122 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 123 | |
| 124 | TEST_SUITE(FP32) |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 125 | FIXTURE_DATA_TEST_CASE(RunSmall, NENormalizationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(NormalizationDatasetFP32, framework::dataset::make("DataType", DataType::F32))) |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 126 | { |
| 127 | // Validate output |
| 128 | validate(Accessor(_target), _reference, tolerance_f32); |
| 129 | } |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 130 | FIXTURE_DATA_TEST_CASE(RunLarge, NENormalizationLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(NormalizationDatasetFP32, framework::dataset::make("DataType", DataType::F32))) |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 131 | { |
| 132 | // Validate output |
| 133 | validate(Accessor(_target), _reference, tolerance_f32); |
| 134 | } |
| 135 | TEST_SUITE_END() |
| 136 | TEST_SUITE_END() |
| 137 | |
| 138 | template <typename T> |
| 139 | using NENormalizationLayerFixedPointFixture = NormalizationValidationFixedPointFixture<Tensor, Accessor, NENormalizationLayer, T>; |
| 140 | |
| 141 | TEST_SUITE(Quantized) |
| 142 | TEST_SUITE(QS8) |
| 143 | // Testing for fixed point position [1,6) as reciprocal limits the maximum fixed point position to 5 |
| 144 | FIXTURE_DATA_TEST_CASE(RunSmall, NENormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 145 | DataType::QS8)), |
| 146 | framework::dataset::make("FractionalBits", 1, 6))) |
| 147 | { |
| 148 | // Validate output |
| 149 | validate(Accessor(_target), _reference, tolerance_qs8); |
| 150 | } |
| 151 | FIXTURE_DATA_TEST_CASE(RunLarge, NENormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 152 | DataType::QS8)), |
| 153 | framework::dataset::make("FractionalBits", 1, 6))) |
| 154 | { |
| 155 | // Validate output |
| 156 | validate(Accessor(_target), _reference, tolerance_qs8); |
| 157 | } |
| 158 | TEST_SUITE_END() |
Michele Di Giorgio | d5e65c7 | 2017-07-26 17:09:17 +0100 | [diff] [blame] | 159 | |
| 160 | TEST_SUITE(QS16) |
| 161 | // Testing for fixed point position [1,14) as reciprocal limits the maximum fixed point position to 14 |
| 162 | FIXTURE_DATA_TEST_CASE(RunSmall, NENormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 163 | DataType::QS16)), |
| 164 | framework::dataset::make("FractionalBits", 1, 14))) |
| 165 | { |
| 166 | // Validate output |
| 167 | validate(Accessor(_target), _reference, tolerance_qs16); |
| 168 | } |
| 169 | FIXTURE_DATA_TEST_CASE(RunLarge, NENormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 170 | DataType::QS16)), |
| 171 | framework::dataset::make("FractionalBits", 1, 14))) |
| 172 | { |
| 173 | // Validate output |
| 174 | validate(Accessor(_target), _reference, tolerance_qs16); |
| 175 | } |
| 176 | TEST_SUITE_END() |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 177 | TEST_SUITE_END() |
| 178 | |
| 179 | TEST_SUITE_END() |
| 180 | TEST_SUITE_END() |
| 181 | } // namespace validation |
| 182 | } // namespace test |
| 183 | } // namespace arm_compute |