George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [diff] [blame] | 1 | /* |
Viet-Hoa Do | fd472f0 | 2023-03-15 14:05:06 +0000 | [diff] [blame] | 2 | * Copyright (c) 2018-2021, 2023 Arm Limited. |
George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [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/NEON/functions/NEElementwiseUnaryLayer.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" |
Jakub Sujak | ee301b3 | 2021-06-04 09:46:08 +0100 | [diff] [blame] | 35 | #include "tests/validation/fixtures/ElementwiseUnaryFixture.h" |
George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [diff] [blame] | 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
| 45 | RelativeTolerance<float> tolerance_fp32(0.000001f); |
| 46 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 47 | RelativeTolerance<float> tolerance_fp16(0.01f); |
| 48 | #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Ramy Elgammal | 8b7f42a | 2023-03-31 16:16:15 +0100 | [diff] [blame] | 49 | |
| 50 | #if defined(__aarch64__) |
Viet-Hoa Do | fd472f0 | 2023-03-15 14:05:06 +0000 | [diff] [blame] | 51 | constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(0); |
| 52 | constexpr AbsoluteTolerance<int8_t> tolerance_qasymm8_signed(0); |
Ramy Elgammal | 8b7f42a | 2023-03-31 16:16:15 +0100 | [diff] [blame] | 53 | #else // #if !defined(__aarch64__) |
| 54 | constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); // There is difference of 1, because quantizing in reference uses round policy "TO_NEAREST_UP", where the armv7a neon kernel uses "TO_ZERO" |
| 55 | constexpr AbsoluteTolerance<int8_t> tolerance_qasymm8_signed(1); |
| 56 | #endif // #if !defined(__aarch64__) |
| 57 | |
George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [diff] [blame] | 58 | } // namespace |
| 59 | TEST_SUITE(NEON) |
| 60 | TEST_SUITE(ExpLayer) |
| 61 | |
George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [diff] [blame] | 62 | template <typename T> |
| 63 | using NEExpLayerFixture = ExpValidationFixture<Tensor, Accessor, NEExpLayer, T>; |
| 64 | |
Viet-Hoa Do | fd472f0 | 2023-03-15 14:05:06 +0000 | [diff] [blame] | 65 | template <typename T> |
| 66 | using NEExpLayerQuantizedFixture = ExpQuantizedValidationFixture<Tensor, Accessor, NEExpLayer, T>; |
| 67 | |
George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [diff] [blame] | 68 | TEST_SUITE(Float) |
| 69 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 70 | TEST_SUITE(FP16) |
| 71 | FIXTURE_DATA_TEST_CASE(RunSmall, NEExpLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), framework::dataset::make("DataType", |
| 72 | DataType::F16))) |
| 73 | { |
| 74 | // Validate output |
| 75 | validate(Accessor(_target), _reference, tolerance_fp16); |
| 76 | } |
| 77 | FIXTURE_DATA_TEST_CASE(RunLarge, NEExpLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapes(), framework::dataset::make("DataType", |
| 78 | DataType::F16))) |
| 79 | { |
| 80 | // Validate output |
| 81 | validate(Accessor(_target), _reference, tolerance_fp16); |
| 82 | } |
| 83 | |
| 84 | TEST_SUITE_END() // FP16 |
| 85 | #endif // __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 86 | |
| 87 | TEST_SUITE(FP32) |
Michalis Spyrou | 5ce99a2 | 2019-01-25 14:17:49 +0000 | [diff] [blame] | 88 | FIXTURE_DATA_TEST_CASE(RunSmall, NEExpLayerFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("DataType", |
| 89 | DataType::F32))) |
George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [diff] [blame] | 90 | { |
| 91 | // Validate output |
| 92 | validate(Accessor(_target), _reference, tolerance_fp32); |
| 93 | } |
George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [diff] [blame] | 94 | TEST_SUITE_END() // FP32 |
| 95 | TEST_SUITE_END() // Float |
| 96 | |
Viet-Hoa Do | fd472f0 | 2023-03-15 14:05:06 +0000 | [diff] [blame] | 97 | TEST_SUITE(Quantized) |
| 98 | TEST_SUITE(QASYMM8) |
| 99 | FIXTURE_DATA_TEST_CASE(RunSmall, NEExpLayerQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine( |
| 100 | datasets::SmallShapes(), |
| 101 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 102 | framework::dataset::make("InputQInfo", { QuantizationInfo(0.01, 0) })), |
| 103 | framework::dataset::make("OutputQInfo", { QuantizationInfo(0.003, 10) }))) |
| 104 | { |
| 105 | // Validate output |
| 106 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 107 | } |
| 108 | TEST_SUITE_END() // QASYMM8 |
| 109 | |
| 110 | TEST_SUITE(QASYMM8_SIGNED) |
| 111 | FIXTURE_DATA_TEST_CASE(RunSmall, NEExpLayerQuantizedFixture<int8_t>, framework::DatasetMode::ALL, combine(combine(combine( |
| 112 | datasets::SmallShapes(), |
| 113 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| 114 | framework::dataset::make("InputQInfo", { QuantizationInfo(0.02, -1) })), |
| 115 | framework::dataset::make("OutputQInfo", { QuantizationInfo(0.002, -2) }))) |
| 116 | { |
| 117 | // Validate output |
| 118 | validate(Accessor(_target), _reference, tolerance_qasymm8_signed); |
| 119 | } |
| 120 | TEST_SUITE_END() // QASYMM8_SIGNED |
Viet-Hoa Do | fd472f0 | 2023-03-15 14:05:06 +0000 | [diff] [blame] | 121 | TEST_SUITE_END() // Quantized |
| 122 | |
George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [diff] [blame] | 123 | TEST_SUITE_END() // ExpLayer |
Sheri Zhang | ac6499a | 2021-02-10 15:32:38 +0000 | [diff] [blame] | 124 | TEST_SUITE_END() // Neon |
George Wort | 5a97b28 | 2018-12-21 16:21:04 +0000 | [diff] [blame] | 125 | } // namespace validation |
| 126 | } // namespace test |
| 127 | } // namespace arm_compute |