Sang-Hoon Park | d24affe | 2019-10-08 18:07:23 +0100 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2019 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/NESoftmaxLayer.h" |
| 26 | #include "arm_compute/runtime/Tensor.h" |
| 27 | #include "arm_compute/runtime/TensorAllocator.h" |
| 28 | #include "tests/NEON/Accessor.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/SoftmaxLayerFixture.h" |
| 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
| 45 | /** Tolerance for float operations */ |
| 46 | constexpr RelativeTolerance<float> tolerance_f32(0.00001f); |
| 47 | RelativeTolerance<half> tolerance_f16(half(0.2)); |
| 48 | |
| 49 | /** Tolerance for quantized operations */ |
| 50 | constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); |
| 51 | |
| 52 | /** CNN data types */ |
| 53 | const auto CNNDataTypes = framework::dataset::make("DataType", |
| 54 | { |
| 55 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 56 | DataType::F16, |
| 57 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 58 | DataType::F32, |
| 59 | }); |
| 60 | } // namespace |
| 61 | |
| 62 | TEST_SUITE(NEON) |
| 63 | TEST_SUITE(LogSoftmaxLayer) |
| 64 | |
| 65 | template <typename T> |
| 66 | using NELogSoftmaxLayerFixture = SoftmaxValidationFixture<Tensor, Accessor, NELogSoftmaxLayer, T, true>; |
| 67 | |
| 68 | TEST_SUITE(Float) |
| 69 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 70 | TEST_SUITE(FP16) |
| 71 | FIXTURE_DATA_TEST_CASE(RunSmall, NELogSoftmaxLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::Small4DShapes(), |
| 72 | framework::dataset::make("DataType", DataType::F16)), |
| 73 | framework::dataset::make("Beta", { 1.0f, 2.0f })), |
| 74 | framework::dataset::make("Axis", { 1 }))) |
| 75 | { |
| 76 | // Validate output |
| 77 | validate(Accessor(_target), _reference, tolerance_f16); |
| 78 | } |
| 79 | FIXTURE_DATA_TEST_CASE(RunSmall4D, NELogSoftmaxLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::Small4DShapes(), |
| 80 | framework::dataset::make("DataType", DataType::F32)), |
| 81 | framework::dataset::make("Beta", { 1.0f, 2.0f })), |
| 82 | framework::dataset::make("Axis", { 1, 2, 3 }))) |
| 83 | { |
| 84 | // Validate output |
| 85 | validate(Accessor(_target), _reference, tolerance_f32); |
| 86 | } |
| 87 | FIXTURE_DATA_TEST_CASE(RunLarge, NELogSoftmaxLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::SoftmaxLayerLargeShapes(), |
| 88 | framework::dataset::make("DataType", DataType::F16)), |
| 89 | framework::dataset::make("Beta", { 1.0f, 2.0f })), |
| 90 | framework::dataset::make("Axis", { 1 }))) |
| 91 | { |
| 92 | // Validate output |
| 93 | validate(Accessor(_target), _reference, tolerance_f16); |
| 94 | } |
| 95 | TEST_SUITE_END() //FP16 |
| 96 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 97 | |
| 98 | TEST_SUITE(FP32) |
| 99 | FIXTURE_DATA_TEST_CASE(RunSmall2D, NELogSoftmaxLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SoftmaxLayerSmallShapes(), |
| 100 | framework::dataset::make("DataType", DataType::F32)), |
| 101 | framework::dataset::make("Beta", { 1.0f, 2.0f })), |
| 102 | framework::dataset::make("Axis", { 1 }))) |
| 103 | { |
| 104 | // Validate output |
| 105 | validate(Accessor(_target), _reference, tolerance_f32); |
| 106 | } |
| 107 | FIXTURE_DATA_TEST_CASE(RunSmall4D, NELogSoftmaxLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::Small4DShapes(), |
| 108 | framework::dataset::make("DataType", DataType::F32)), |
| 109 | framework::dataset::make("Beta", { 1.0f, 2.0f })), |
| 110 | framework::dataset::make("Axis", { 1, 2, 3 }))) |
| 111 | { |
| 112 | // Validate output |
| 113 | validate(Accessor(_target), _reference, tolerance_f32); |
| 114 | } |
| 115 | FIXTURE_DATA_TEST_CASE(RunLarge, NELogSoftmaxLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::SoftmaxLayerLargeShapes(), |
| 116 | framework::dataset::make("DataType", DataType::F32)), |
| 117 | framework::dataset::make("Beta", { 1.0f, 2.0f })), |
| 118 | framework::dataset::make("Axis", { 1 }))) |
| 119 | { |
| 120 | // Validate output |
| 121 | validate(Accessor(_target), _reference, tolerance_f32); |
| 122 | } |
| 123 | TEST_SUITE_END() //FP32 |
| 124 | TEST_SUITE_END() //Float |
| 125 | |
| 126 | template <typename T> |
| 127 | using NELogSoftmaxLayerQuantizedFixture = SoftmaxValidationQuantizedFixture<Tensor, Accessor, NELogSoftmaxLayer, T, true>; |
| 128 | |
| 129 | TEST_SUITE(Quantized) |
| 130 | TEST_SUITE(QASYMM8) |
| 131 | FIXTURE_DATA_TEST_CASE(RunSmall2D, NELogSoftmaxLayerQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SoftmaxLayerSmallShapes(), |
| 132 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 133 | combine(framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, -10) }), |
| 134 | framework::dataset::make("Beta", { 1.0f, 2.f }))), |
| 135 | framework::dataset::make("Axis", { 1 }))) |
| 136 | { |
| 137 | // Validate output |
| 138 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 139 | } |
| 140 | FIXTURE_DATA_TEST_CASE(RunSmall4D, NELogSoftmaxLayerQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(datasets::Small4DShapes(), |
| 141 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 142 | combine(framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, -10) }), |
| 143 | framework::dataset::make("Beta", { 1.0f, 2.f }))), |
| 144 | framework::dataset::make("Axis", { 1, 2, 3 }))) |
| 145 | { |
| 146 | // Validate output |
| 147 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 148 | } |
| 149 | FIXTURE_DATA_TEST_CASE(RunLarge, NELogSoftmaxLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::SoftmaxLayerLargeShapes(), |
| 150 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 151 | combine(framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, -10) }), |
| 152 | framework::dataset::make("Beta", { 1.0f, 2.0f }))), |
| 153 | framework::dataset::make("Axis", { 1 }))) |
| 154 | { |
| 155 | // Validate output |
| 156 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 157 | } |
| 158 | TEST_SUITE_END() //QASYMM8 |
| 159 | TEST_SUITE_END() //Quantized |
| 160 | |
| 161 | TEST_SUITE_END() //LogSoftmaxLayer |
| 162 | TEST_SUITE_END() //NEON |
| 163 | } // namespace validation |
| 164 | } // namespace test |
| 165 | } // namespace arm_compute |