Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021 Arm Limited. |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +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/NEON/functions/NEPoolingLayer.h" |
| 26 | #include "arm_compute/runtime/Tensor.h" |
| 27 | #include "arm_compute/runtime/TensorAllocator.h" |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 28 | #include "tests/NEON/Accessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 30 | #include "tests/datasets/PoolingLayerDataset.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 31 | #include "tests/datasets/PoolingTypesDataset.h" |
| 32 | #include "tests/datasets/ShapeDatasets.h" |
| 33 | #include "tests/framework/Asserts.h" |
| 34 | #include "tests/framework/Macros.h" |
| 35 | #include "tests/framework/datasets/Datasets.h" |
| 36 | #include "tests/validation/Validation.h" |
| 37 | #include "tests/validation/fixtures/PoolingLayerFixture.h" |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | namespace |
| 45 | { |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 46 | /** Input data sets for float data types */ |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 47 | |
Michalis Spyrou | 5ce99a2 | 2019-01-25 14:17:49 +0000 | [diff] [blame] | 48 | const auto PoolingLayerDatasetFP = combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3), Size2D(7, 7), Size2D(3, 7), Size2D(7, 8) })), |
| 49 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })), |
Georgios Pinitas | adaae7e | 2017-10-30 15:56:32 +0000 | [diff] [blame] | 50 | framework::dataset::make("ExcludePadding", { true, false })); |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 51 | const auto PoolingLayerDatasetFPSmall = combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3) })), |
| 52 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0) })), |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 53 | framework::dataset::make("ExcludePadding", { true, false })); |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 54 | |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 55 | /** Input data sets for asymmetric data type */ |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 56 | |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 57 | const auto PoolingLayerDatasetQASYMM8Small = combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3), Size2D(3, 7), Size2D(7, 7) })), |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 58 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(1, 2, 1, 1) })), |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 59 | framework::dataset::make("ExcludePadding", { true })); |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 60 | |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 61 | constexpr AbsoluteTolerance<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for float types */ |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 62 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 63 | constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for float types */ |
| 64 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 65 | constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for unsigned 8-bit asymmetric type */ |
| 66 | constexpr AbsoluteTolerance<int8_t> tolerance_qasymm8_s(1); /**< Tolerance value for comparing reference's output against implementation's output for signed 8-bit asymmetric type */ |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 67 | const auto pool_data_layout_dataset = framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }); |
| 68 | |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 69 | const auto qasymm8_in_qinfo_dataset = framework::dataset::make("InputQuantInfo", { QuantizationInfo(.2f, 10) }); |
| 70 | const auto qasymm8_out_qinfo_dataset = framework::dataset::make("OutputQuantInfo", |
| 71 | { |
| 72 | QuantizationInfo(.2f, 10), // Same qinfo |
| 73 | QuantizationInfo(.1f, 5), // Multiplier <= 1 |
| 74 | QuantizationInfo(2.f, 3) // Multiplier > 1 |
| 75 | }); |
| 76 | |
| 77 | const auto qasymm8_signed_in_qinfo_dataset = framework::dataset::make("InputQuantInfo", { QuantizationInfo(.2f, -10) }); |
| 78 | const auto qasymm8_signed_out_qinfo_dataset = framework::dataset::make("OutputQuantInfo", |
| 79 | { |
| 80 | QuantizationInfo(.2f, -10), // Same qinfo |
| 81 | QuantizationInfo(.1f, -5), // Multiplier <= 1 |
| 82 | QuantizationInfo(2.f, -3) // Multiplier > 1 |
| 83 | }); |
SiCongLi | c4270cf | 2021-12-22 11:22:40 +0000 | [diff] [blame^] | 84 | |
| 85 | // Cases where pooling region is completely outside the input tensor (excluding global pooling) |
| 86 | const auto pool_outside_input_dataset = zip(zip(zip(zip( |
| 87 | framework::dataset::make("Shape", { TensorShape{ 2U, 2U, 1U }, TensorShape{ 2U, 2U, 4U }, TensorShape{ 3U, 5U, 2U }, TensorShape{ 10U, 20U, 3U } }), |
| 88 | framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG, PoolingType::L2, PoolingType::MAX })), |
| 89 | framework::dataset::make("PoolingSize", { Size2D{ 2, 2 }, Size2D{ 3, 3 }, Size2D{ 2, 2 }, Size2D{ 3, 6 } })), |
| 90 | framework::dataset::make("PadStride", { PadStrideInfo{ 1, 1, 2, 2 }, PadStrideInfo{ 1, 1, 4, 4 }, PadStrideInfo{ 1, 1, 3, 3 }, PadStrideInfo{ 1, 1, 2, 5 } })), |
| 91 | framework::dataset::make("ExcludePadding", { false, false, false, false })); |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 92 | } // namespace |
| 93 | |
| 94 | TEST_SUITE(NEON) |
| 95 | TEST_SUITE(PoolingLayer) |
| 96 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 97 | // *INDENT-OFF* |
| 98 | // clang-format off |
| 99 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 100 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type |
| 101 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Window shrink |
| 102 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid pad/size combination |
| 103 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid pad/size combination |
| 104 | TensorInfo(TensorShape(15U, 13U, 5U), 1, DataType::F32), // Non-rectangular Global Pooling |
| 105 | TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::F32), // Invalid output Global Pooling |
Michele Di Giorgio | 2c87719 | 2020-02-18 19:06:27 +0000 | [diff] [blame] | 106 | TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::QASYMM8), // Invalid exclude_padding = false with quantized type, no actual padding and NHWC |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 107 | TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::F32), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 108 | TensorInfo(TensorShape(1U, 16U, 1U), 1, DataType::F32), |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 109 | }), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 110 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F16), |
| 111 | TensorInfo(TensorShape(25U, 10U, 2U), 1, DataType::F32), |
| 112 | TensorInfo(TensorShape(30U, 11U, 2U), 1, DataType::F32), |
| 113 | TensorInfo(TensorShape(25U, 16U, 2U), 1, DataType::F32), |
| 114 | TensorInfo(TensorShape(1U, 1U, 5U), 1, DataType::F32), |
| 115 | TensorInfo(TensorShape(2U, 2U, 5U), 1, DataType::F32), |
Michele Di Giorgio | 2c87719 | 2020-02-18 19:06:27 +0000 | [diff] [blame] | 116 | TensorInfo(TensorShape(12U, 12U, 5U), 1, DataType::QASYMM8), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 117 | TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 118 | TensorInfo(TensorShape(1U, 15U, 1U), 1, DataType::F32), |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 119 | })), |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame] | 120 | framework::dataset::make("PoolInfo", { PoolingLayerInfo(PoolingType::AVG, 3, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 0)), |
| 121 | PoolingLayerInfo(PoolingType::AVG, 3, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 0)), |
| 122 | PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NCHW, PadStrideInfo(1, 1, 2, 0)), |
| 123 | PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 2)), |
| 124 | PoolingLayerInfo(PoolingType::AVG, DataLayout::NCHW), |
| 125 | PoolingLayerInfo(PoolingType::MAX, DataLayout::NCHW), |
Michele Di Giorgio | 2c87719 | 2020-02-18 19:06:27 +0000 | [diff] [blame] | 126 | PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NHWC, PadStrideInfo(), false), |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame] | 127 | PoolingLayerInfo(PoolingType::AVG, DataLayout::NCHW), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 128 | PoolingLayerInfo(PoolingType::MAX, 2, DataLayout::NHWC, PadStrideInfo(1, 1, 0, 0), false), |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 129 | })), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 130 | framework::dataset::make("Expected", { false, false, false, false, true, false, true, false, false})), |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 131 | input_info, output_info, pool_info, expected) |
| 132 | { |
| 133 | bool is_valid = bool(NEPoolingLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), pool_info)); |
| 134 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 135 | } |
| 136 | // clang-format on |
| 137 | // *INDENT-ON* |
| 138 | |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 139 | template <typename T> |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 140 | using NEPoolingLayerIndicesFixture = PoolingLayerIndicesValidationFixture<Tensor, Accessor, NEPoolingLayer, T>; |
| 141 | |
| 142 | template <typename T> |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 143 | using NEPoolingLayerFixture = PoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T>; |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 144 | template <typename T> |
| 145 | using NEPoolingLayerMixedDataLayoutFixture = PoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T, true>; |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 146 | |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 147 | template <typename T> |
| 148 | using NESpecialPoolingLayerFixture = SpecialPoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T>; |
| 149 | |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 150 | const auto PoolingLayerIndicesDatasetFPSmall = combine(combine(combine(framework::dataset::make("PoolType", { PoolingType::MAX }), framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 151 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0) })), |
| 152 | framework::dataset::make("ExcludePadding", { true, false })); |
| 153 | |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 154 | TEST_SUITE(Float) |
| 155 | TEST_SUITE(FP32) |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 156 | FIXTURE_DATA_TEST_CASE(RunIndices, NEPoolingLayerIndicesFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallNoneUnitShapes(), combine(PoolingLayerIndicesDatasetFPSmall, |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 157 | framework::dataset::make("DataType", |
| 158 | DataType::F32))), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 159 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 160 | { |
| 161 | // Validate output |
| 162 | validate(Accessor(_target), _reference, tolerance_f32); |
| 163 | validate(Accessor(_target_indices), _ref_indices); |
| 164 | } |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 165 | FIXTURE_DATA_TEST_CASE(RunSpecial, NESpecialPoolingLayerFixture<float>, framework::DatasetMode::ALL, datasets::PoolingLayerDatasetSpecial() * framework::dataset::make("DataType", DataType::F32)) |
| 166 | { |
| 167 | // Validate output |
| 168 | validate(Accessor(_target), _reference, tolerance_f32); |
| 169 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 170 | FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallNoneUnitShapes(), combine(PoolingLayerDatasetFPSmall, |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 171 | framework::dataset::make("DataType", |
| 172 | DataType::F32))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 173 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 174 | { |
| 175 | // Validate output |
| 176 | validate(Accessor(_target), _reference, tolerance_f32); |
| 177 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 178 | FIXTURE_DATA_TEST_CASE(RunMixedDataLayout, NEPoolingLayerMixedDataLayoutFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallNoneUnitShapes(), |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 179 | combine(combine(combine(combine(datasets::PoolingTypes(), |
| 180 | framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 181 | framework::dataset::make("PadStride", { PadStrideInfo(2, 1, 0, 0) })), |
| 182 | framework::dataset::make("ExcludePadding", { false })), |
| 183 | framework::dataset::make("DataType", DataType::F32))), |
| 184 | pool_data_layout_dataset)) |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 185 | { |
| 186 | // Validate output |
| 187 | validate(Accessor(_target), _reference, tolerance_f32); |
| 188 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 189 | FIXTURE_DATA_TEST_CASE(RunLarge, NEPoolingLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 190 | framework::dataset::make("DataType", |
| 191 | DataType::F32))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 192 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 193 | { |
| 194 | // Validate output |
| 195 | validate(Accessor(_target), _reference, tolerance_f32); |
| 196 | } |
SiCongLi | c4270cf | 2021-12-22 11:22:40 +0000 | [diff] [blame^] | 197 | TEST_SUITE(CornerCases) |
| 198 | FIXTURE_DATA_TEST_CASE(PoolRegionCompletelyOutsideInput, NEPoolingLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(pool_outside_input_dataset, |
| 199 | framework::dataset::make("DataType", |
| 200 | DataType::F32)), |
| 201 | pool_data_layout_dataset)) |
| 202 | { |
| 203 | // Validate output |
| 204 | validate(Accessor(_target), _reference, tolerance_f32); |
| 205 | } |
| 206 | TEST_SUITE_END() // CornerCases |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 207 | TEST_SUITE_END() // FP32 |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 208 | |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 209 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 210 | TEST_SUITE(FP16) |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 211 | FIXTURE_DATA_TEST_CASE(RunIndices, NEPoolingLayerIndicesFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallNoneUnitShapes(), combine(PoolingLayerIndicesDatasetFPSmall, |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 212 | framework::dataset::make("DataType", |
| 213 | DataType::F16))), |
Freddie Liardet | ded3663 | 2021-09-03 15:08:23 +0100 | [diff] [blame] | 214 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 215 | { |
| 216 | // Validate output |
| 217 | validate(Accessor(_target), _reference, tolerance_f16); |
| 218 | validate(Accessor(_target_indices), _ref_indices); |
| 219 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 220 | FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallNoneUnitShapes(), combine(PoolingLayerDatasetFPSmall, |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 221 | framework::dataset::make("DataType", DataType::F16))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 222 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 223 | { |
| 224 | // Validate output |
| 225 | validate(Accessor(_target), _reference, tolerance_f16); |
| 226 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 227 | FIXTURE_DATA_TEST_CASE(RunLarge, NEPoolingLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 228 | framework::dataset::make("DataType", DataType::F16))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 229 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 230 | { |
| 231 | // Validate output |
| 232 | validate(Accessor(_target), _reference, tolerance_f16); |
| 233 | } |
SiCongLi | c4270cf | 2021-12-22 11:22:40 +0000 | [diff] [blame^] | 234 | TEST_SUITE(CornerCases) |
| 235 | FIXTURE_DATA_TEST_CASE(PoolRegionCompletelyOutsideInput, NEPoolingLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(pool_outside_input_dataset, |
| 236 | framework::dataset::make("DataType", |
| 237 | DataType::F16)), |
| 238 | pool_data_layout_dataset)) |
| 239 | { |
| 240 | // Validate output |
| 241 | validate(Accessor(_target), _reference, tolerance_f16); |
| 242 | } |
| 243 | TEST_SUITE_END() // CornerCases |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 244 | TEST_SUITE_END() // FP16 |
| 245 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 246 | TEST_SUITE_END() // Float |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 247 | |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 248 | TEST_SUITE(Quantized) |
| 249 | |
| 250 | template <typename T> |
| 251 | using NEPoolingLayerQuantizedFixture = PoolingLayerValidationQuantizedFixture<Tensor, Accessor, NEPoolingLayer, T>; |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 252 | template <typename T> |
| 253 | using NEPoolingLayerQuantizedMixedDataLayoutFixture = PoolingLayerValidationQuantizedFixture<Tensor, Accessor, NEPoolingLayer, T, true>; |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 254 | |
| 255 | TEST_SUITE(QASYMM8) |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 256 | FIXTURE_DATA_TEST_CASE(RunSmallNCHW, NEPoolingLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(), |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 257 | combine(PoolingLayerDatasetQASYMM8Small, |
| 258 | framework::dataset::make("DataType", DataType::QASYMM8))), |
| 259 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 260 | qasymm8_in_qinfo_dataset), |
| 261 | qasymm8_in_qinfo_dataset)) |
| 262 | { |
| 263 | // Validate output |
| 264 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 265 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 266 | FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(), |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 267 | combine(PoolingLayerDatasetQASYMM8Small, |
| 268 | framework::dataset::make("DataType", DataType::QASYMM8))), |
| 269 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 270 | qasymm8_in_qinfo_dataset), |
| 271 | qasymm8_out_qinfo_dataset)) |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 272 | { |
| 273 | // Validate output |
| 274 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 275 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 276 | FIXTURE_DATA_TEST_CASE(RunMixedDataLayout, NEPoolingLayerQuantizedMixedDataLayoutFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(), |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 277 | combine(combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), |
| 278 | framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 279 | framework::dataset::make("PadStride", { PadStrideInfo(1, 2, 1, 1) })), |
| 280 | framework::dataset::make("ExcludePadding", { true })), |
| 281 | framework::dataset::make("DataType", DataType::QASYMM8))), |
| 282 | framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW })), |
| 283 | framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 255.f, 10) })), |
| 284 | framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 255.f, 5) }))) |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 285 | { |
| 286 | // Validate output |
| 287 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 288 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 289 | TEST_SUITE_END() // QASYMM8 |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 290 | TEST_SUITE(QASYMM8_SIGNED) |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 291 | FIXTURE_DATA_TEST_CASE(RunSmall, NEPoolingLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(), |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 292 | combine(PoolingLayerDatasetQASYMM8Small, |
| 293 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))), |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 294 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 295 | qasymm8_signed_in_qinfo_dataset), |
| 296 | qasymm8_signed_in_qinfo_dataset)) |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 297 | { |
| 298 | // Validate output |
| 299 | validate(Accessor(_target), _reference, tolerance_qasymm8_s); |
| 300 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 301 | FIXTURE_DATA_TEST_CASE(RunMixedDataLayout, NEPoolingLayerQuantizedMixedDataLayoutFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallNoneUnitShapes(), |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 302 | combine(combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), |
| 303 | framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 304 | framework::dataset::make("PadStride", { PadStrideInfo(1, 2, 1, 1) })), |
| 305 | framework::dataset::make("ExcludePadding", { true })), |
| 306 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))), |
| 307 | framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW })), |
| 308 | framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 127.f, -10) })), |
| 309 | framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 127.f, -10) }))) |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 310 | { |
| 311 | // Validate output |
| 312 | validate(Accessor(_target), _reference, tolerance_qasymm8_s); |
| 313 | } |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 314 | TEST_SUITE_END() // QASYMM8_SIGNED |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 315 | TEST_SUITE_END() // Quantized |
| 316 | TEST_SUITE_END() // PoolingLayer |
Sheri Zhang | ac6499a | 2021-02-10 15:32:38 +0000 | [diff] [blame] | 317 | TEST_SUITE_END() // Neon |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 318 | } // namespace validation |
| 319 | } // namespace test |
| 320 | } // namespace arm_compute |