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 | |
| 69 | template <typename T> |
| 70 | using NENormalizationLayerFixture = NormalizationValidationFixture<Tensor, Accessor, NENormalizationLayer, T>; |
| 71 | |
| 72 | TEST_SUITE(Float) |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 73 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 74 | TEST_SUITE(FP16) |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 75 | 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] | 76 | { |
| 77 | // Validate output |
| 78 | validate(Accessor(_target), _reference, tolerance_f16); |
| 79 | } |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 80 | 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] | 81 | { |
| 82 | // Validate output |
| 83 | validate(Accessor(_target), _reference, tolerance_f16); |
| 84 | } |
| 85 | TEST_SUITE_END() |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 86 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 87 | |
| 88 | TEST_SUITE(FP32) |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 89 | 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] | 90 | { |
| 91 | // Validate output |
| 92 | validate(Accessor(_target), _reference, tolerance_f32); |
| 93 | } |
Georgios Pinitas | 41caa62 | 2017-11-16 14:37:08 +0000 | [diff] [blame] | 94 | 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] | 95 | { |
| 96 | // Validate output |
| 97 | validate(Accessor(_target), _reference, tolerance_f32); |
| 98 | } |
| 99 | TEST_SUITE_END() |
| 100 | TEST_SUITE_END() |
| 101 | |
| 102 | template <typename T> |
| 103 | using NENormalizationLayerFixedPointFixture = NormalizationValidationFixedPointFixture<Tensor, Accessor, NENormalizationLayer, T>; |
| 104 | |
| 105 | TEST_SUITE(Quantized) |
| 106 | TEST_SUITE(QS8) |
| 107 | // Testing for fixed point position [1,6) as reciprocal limits the maximum fixed point position to 5 |
| 108 | FIXTURE_DATA_TEST_CASE(RunSmall, NENormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 109 | DataType::QS8)), |
| 110 | framework::dataset::make("FractionalBits", 1, 6))) |
| 111 | { |
| 112 | // Validate output |
| 113 | validate(Accessor(_target), _reference, tolerance_qs8); |
| 114 | } |
| 115 | FIXTURE_DATA_TEST_CASE(RunLarge, NENormalizationLayerFixedPointFixture<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 116 | DataType::QS8)), |
| 117 | framework::dataset::make("FractionalBits", 1, 6))) |
| 118 | { |
| 119 | // Validate output |
| 120 | validate(Accessor(_target), _reference, tolerance_qs8); |
| 121 | } |
| 122 | TEST_SUITE_END() |
Michele Di Giorgio | d5e65c7 | 2017-07-26 17:09:17 +0100 | [diff] [blame] | 123 | |
| 124 | TEST_SUITE(QS16) |
| 125 | // Testing for fixed point position [1,14) as reciprocal limits the maximum fixed point position to 14 |
| 126 | FIXTURE_DATA_TEST_CASE(RunSmall, NENormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 127 | DataType::QS16)), |
| 128 | framework::dataset::make("FractionalBits", 1, 14))) |
| 129 | { |
| 130 | // Validate output |
| 131 | validate(Accessor(_target), _reference, tolerance_qs16); |
| 132 | } |
| 133 | FIXTURE_DATA_TEST_CASE(RunLarge, NENormalizationLayerFixedPointFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(NormalizationDataset, framework::dataset::make("DataType", |
| 134 | DataType::QS16)), |
| 135 | framework::dataset::make("FractionalBits", 1, 14))) |
| 136 | { |
| 137 | // Validate output |
| 138 | validate(Accessor(_target), _reference, tolerance_qs16); |
| 139 | } |
| 140 | TEST_SUITE_END() |
Moritz Pflanzer | 6db73ce | 2017-07-19 10:18:42 +0100 | [diff] [blame] | 141 | TEST_SUITE_END() |
| 142 | |
| 143 | TEST_SUITE_END() |
| 144 | TEST_SUITE_END() |
| 145 | } // namespace validation |
| 146 | } // namespace test |
| 147 | } // namespace arm_compute |