Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 1 | /* |
Adnan AlSinan | bbf2e74 | 2023-02-22 12:15:14 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021, 2023 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" |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 27 | #include "tests/NEON/Accessor.h" |
| 28 | #include "tests/PaddingCalculator.h" |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 29 | #include "tests/datasets/PoolingLayerDataset.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 30 | #include "tests/datasets/PoolingTypesDataset.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/PoolingLayerFixture.h" |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 45 | /** Input data sets for float data types */ |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 46 | |
Michalis Spyrou | 5ce99a2 | 2019-01-25 14:17:49 +0000 | [diff] [blame] | 47 | 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) })), |
| 48 | 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] | 49 | framework::dataset::make("ExcludePadding", { true, false })); |
Michalis Spyrou | aeebe4a | 2019-01-09 14:21:03 +0000 | [diff] [blame] | 50 | const auto PoolingLayerDatasetFPSmall = combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3) })), |
| 51 | 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] | 52 | framework::dataset::make("ExcludePadding", { true, false })); |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 53 | |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 54 | /** Input data sets for asymmetric data type */ |
Isabella Gottardi | 7567f5f | 2018-01-30 15:26:00 +0000 | [diff] [blame] | 55 | |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 56 | 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] | 57 | 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] | 58 | framework::dataset::make("ExcludePadding", { true })); |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 59 | |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 60 | 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] | 61 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 62 | constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for float types */ |
| 63 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 64 | constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for unsigned 8-bit asymmetric type */ |
| 65 | 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] | 66 | const auto pool_data_layout_dataset = framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }); |
| 67 | |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 68 | const auto qasymm8_in_qinfo_dataset = framework::dataset::make("InputQuantInfo", { QuantizationInfo(.2f, 10) }); |
| 69 | const auto qasymm8_out_qinfo_dataset = framework::dataset::make("OutputQuantInfo", |
| 70 | { |
| 71 | QuantizationInfo(.2f, 10), // Same qinfo |
| 72 | QuantizationInfo(.1f, 5), // Multiplier <= 1 |
| 73 | QuantizationInfo(2.f, 3) // Multiplier > 1 |
| 74 | }); |
| 75 | |
| 76 | const auto qasymm8_signed_in_qinfo_dataset = framework::dataset::make("InputQuantInfo", { QuantizationInfo(.2f, -10) }); |
| 77 | const auto qasymm8_signed_out_qinfo_dataset = framework::dataset::make("OutputQuantInfo", |
| 78 | { |
| 79 | QuantizationInfo(.2f, -10), // Same qinfo |
| 80 | QuantizationInfo(.1f, -5), // Multiplier <= 1 |
| 81 | QuantizationInfo(2.f, -3) // Multiplier > 1 |
| 82 | }); |
SiCongLi | c4270cf | 2021-12-22 11:22:40 +0000 | [diff] [blame] | 83 | |
| 84 | // Cases where pooling region is completely outside the input tensor (excluding global pooling) |
| 85 | const auto pool_outside_input_dataset = zip(zip(zip(zip( |
| 86 | framework::dataset::make("Shape", { TensorShape{ 2U, 2U, 1U }, TensorShape{ 2U, 2U, 4U }, TensorShape{ 3U, 5U, 2U }, TensorShape{ 10U, 20U, 3U } }), |
| 87 | framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG, PoolingType::L2, PoolingType::MAX })), |
| 88 | framework::dataset::make("PoolingSize", { Size2D{ 2, 2 }, Size2D{ 3, 3 }, Size2D{ 2, 2 }, Size2D{ 3, 6 } })), |
| 89 | framework::dataset::make("PadStride", { PadStrideInfo{ 1, 1, 2, 2 }, PadStrideInfo{ 1, 1, 4, 4 }, PadStrideInfo{ 1, 1, 3, 3 }, PadStrideInfo{ 1, 1, 2, 5 } })), |
| 90 | framework::dataset::make("ExcludePadding", { false, false, false, false })); |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 91 | } // namespace |
| 92 | |
| 93 | TEST_SUITE(NEON) |
| 94 | TEST_SUITE(PoolingLayer) |
| 95 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 96 | // *INDENT-OFF* |
| 97 | // clang-format off |
| 98 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 99 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type |
| 100 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Window shrink |
| 101 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid pad/size combination |
| 102 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid pad/size combination |
| 103 | TensorInfo(TensorShape(15U, 13U, 5U), 1, DataType::F32), // Non-rectangular Global Pooling |
| 104 | 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] | 105 | 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] | 106 | TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::F32), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 107 | TensorInfo(TensorShape(1U, 16U, 1U), 1, DataType::F32), |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 108 | }), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 109 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F16), |
| 110 | TensorInfo(TensorShape(25U, 10U, 2U), 1, DataType::F32), |
| 111 | TensorInfo(TensorShape(30U, 11U, 2U), 1, DataType::F32), |
| 112 | TensorInfo(TensorShape(25U, 16U, 2U), 1, DataType::F32), |
| 113 | TensorInfo(TensorShape(1U, 1U, 5U), 1, DataType::F32), |
| 114 | TensorInfo(TensorShape(2U, 2U, 5U), 1, DataType::F32), |
Michele Di Giorgio | 2c87719 | 2020-02-18 19:06:27 +0000 | [diff] [blame] | 115 | TensorInfo(TensorShape(12U, 12U, 5U), 1, DataType::QASYMM8), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 116 | TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 117 | TensorInfo(TensorShape(1U, 15U, 1U), 1, DataType::F32), |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 118 | })), |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame] | 119 | framework::dataset::make("PoolInfo", { PoolingLayerInfo(PoolingType::AVG, 3, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 0)), |
| 120 | PoolingLayerInfo(PoolingType::AVG, 3, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 0)), |
| 121 | PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NCHW, PadStrideInfo(1, 1, 2, 0)), |
| 122 | PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 2)), |
| 123 | PoolingLayerInfo(PoolingType::AVG, DataLayout::NCHW), |
| 124 | PoolingLayerInfo(PoolingType::MAX, DataLayout::NCHW), |
Michele Di Giorgio | 2c87719 | 2020-02-18 19:06:27 +0000 | [diff] [blame] | 125 | PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NHWC, PadStrideInfo(), false), |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame] | 126 | PoolingLayerInfo(PoolingType::AVG, DataLayout::NCHW), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 127 | PoolingLayerInfo(PoolingType::MAX, 2, DataLayout::NHWC, PadStrideInfo(1, 1, 0, 0), false), |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 128 | })), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 129 | 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] | 130 | input_info, output_info, pool_info, expected) |
| 131 | { |
| 132 | bool is_valid = bool(NEPoolingLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), pool_info)); |
| 133 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 134 | } |
| 135 | // clang-format on |
| 136 | // *INDENT-ON* |
| 137 | |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 138 | template <typename T> |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 139 | using NEPoolingLayerIndicesFixture = PoolingLayerIndicesValidationFixture<Tensor, Accessor, NEPoolingLayer, T>; |
| 140 | |
| 141 | template <typename T> |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 142 | using NEPoolingLayerFixture = PoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T>; |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 143 | template <typename T> |
| 144 | using NEPoolingLayerMixedDataLayoutFixture = PoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T, true>; |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 145 | |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 146 | template <typename T> |
| 147 | using NESpecialPoolingLayerFixture = SpecialPoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T>; |
| 148 | |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 149 | const auto PoolingLayerIndicesDatasetFPSmall = combine(combine(combine(framework::dataset::make("PoolType", { PoolingType::MAX }), framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 150 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0) })), |
| 151 | framework::dataset::make("ExcludePadding", { true, false })); |
Adnan AlSinan | bbf2e74 | 2023-02-22 12:15:14 +0000 | [diff] [blame] | 152 | const auto PoolingLayerKernelIndicesDatasetFPSmall = combine(combine(combine(framework::dataset::make("PoolType", { PoolingType::MAX }), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3), Size2D(7, 7) })), |
| 153 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 1, 1, 1) })), |
| 154 | framework::dataset::make("ExcludePadding", { false })); |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 155 | TEST_SUITE(Float) |
| 156 | TEST_SUITE(FP32) |
Adnan AlSinan | bbf2e74 | 2023-02-22 12:15:14 +0000 | [diff] [blame] | 157 | FIXTURE_DATA_TEST_CASE(RunIndices, NEPoolingLayerIndicesFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallNoneUnitShapes(), |
| 158 | combine(PoolingLayerIndicesDatasetFPSmall, |
| 159 | framework::dataset::make("DataType", DataType::F32))), |
| 160 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 161 | framework::dataset::make("UseKernelIndices", { false }))) |
| 162 | { |
| 163 | // Validate output |
| 164 | validate(Accessor(_target), _reference, tolerance_f32); |
| 165 | validate(Accessor(_target_indices), _ref_indices); |
| 166 | } |
| 167 | FIXTURE_DATA_TEST_CASE(RunKernelIndices, NEPoolingLayerIndicesFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallNoneUnitShapes(), |
| 168 | combine(PoolingLayerKernelIndicesDatasetFPSmall, |
| 169 | framework::dataset::make("DataType", DataType::F32))), |
| 170 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 171 | framework::dataset::make("UseKernelIndices", { true }))) |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 172 | { |
| 173 | // Validate output |
| 174 | validate(Accessor(_target), _reference, tolerance_f32); |
| 175 | validate(Accessor(_target_indices), _ref_indices); |
| 176 | } |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 177 | FIXTURE_DATA_TEST_CASE(RunSpecial, NESpecialPoolingLayerFixture<float>, framework::DatasetMode::ALL, datasets::PoolingLayerDatasetSpecial() * framework::dataset::make("DataType", DataType::F32)) |
| 178 | { |
| 179 | // Validate output |
| 180 | validate(Accessor(_target), _reference, tolerance_f32); |
| 181 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 182 | 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] | 183 | framework::dataset::make("DataType", |
| 184 | DataType::F32))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 185 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 186 | { |
| 187 | // Validate output |
| 188 | validate(Accessor(_target), _reference, tolerance_f32); |
| 189 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 190 | 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] | 191 | combine(combine(combine(combine(datasets::PoolingTypes(), |
| 192 | framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 193 | framework::dataset::make("PadStride", { PadStrideInfo(2, 1, 0, 0) })), |
| 194 | framework::dataset::make("ExcludePadding", { false })), |
| 195 | framework::dataset::make("DataType", DataType::F32))), |
| 196 | pool_data_layout_dataset)) |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 197 | { |
| 198 | // Validate output |
| 199 | validate(Accessor(_target), _reference, tolerance_f32); |
| 200 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 201 | FIXTURE_DATA_TEST_CASE(RunLarge, NEPoolingLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 202 | framework::dataset::make("DataType", |
| 203 | DataType::F32))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 204 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 205 | { |
| 206 | // Validate output |
| 207 | validate(Accessor(_target), _reference, tolerance_f32); |
| 208 | } |
SiCongLi | c4270cf | 2021-12-22 11:22:40 +0000 | [diff] [blame] | 209 | TEST_SUITE(CornerCases) |
| 210 | FIXTURE_DATA_TEST_CASE(PoolRegionCompletelyOutsideInput, NEPoolingLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(pool_outside_input_dataset, |
| 211 | framework::dataset::make("DataType", |
| 212 | DataType::F32)), |
| 213 | pool_data_layout_dataset)) |
| 214 | { |
| 215 | // Validate output |
| 216 | validate(Accessor(_target), _reference, tolerance_f32); |
| 217 | } |
| 218 | TEST_SUITE_END() // CornerCases |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 219 | TEST_SUITE_END() // FP32 |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 220 | |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 221 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 222 | TEST_SUITE(FP16) |
Adnan AlSinan | bbf2e74 | 2023-02-22 12:15:14 +0000 | [diff] [blame] | 223 | FIXTURE_DATA_TEST_CASE(RunIndices, NEPoolingLayerIndicesFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallNoneUnitShapes(), |
| 224 | combine(PoolingLayerIndicesDatasetFPSmall, |
| 225 | framework::dataset::make("DataType", |
| 226 | DataType::F16))), |
| 227 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 228 | framework::dataset::make("UseKernelIndices", { false }))) |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 229 | { |
| 230 | // Validate output |
| 231 | validate(Accessor(_target), _reference, tolerance_f16); |
| 232 | validate(Accessor(_target_indices), _ref_indices); |
| 233 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 234 | 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] | 235 | framework::dataset::make("DataType", DataType::F16))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 236 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 237 | { |
| 238 | // Validate output |
| 239 | validate(Accessor(_target), _reference, tolerance_f16); |
| 240 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 241 | FIXTURE_DATA_TEST_CASE(RunLarge, NEPoolingLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 242 | framework::dataset::make("DataType", DataType::F16))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 243 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 244 | { |
| 245 | // Validate output |
| 246 | validate(Accessor(_target), _reference, tolerance_f16); |
| 247 | } |
SiCongLi | c4270cf | 2021-12-22 11:22:40 +0000 | [diff] [blame] | 248 | TEST_SUITE(CornerCases) |
| 249 | FIXTURE_DATA_TEST_CASE(PoolRegionCompletelyOutsideInput, NEPoolingLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(pool_outside_input_dataset, |
| 250 | framework::dataset::make("DataType", |
| 251 | DataType::F16)), |
| 252 | pool_data_layout_dataset)) |
| 253 | { |
| 254 | // Validate output |
| 255 | validate(Accessor(_target), _reference, tolerance_f16); |
| 256 | } |
| 257 | TEST_SUITE_END() // CornerCases |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 258 | TEST_SUITE_END() // FP16 |
| 259 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 260 | TEST_SUITE_END() // Float |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 261 | |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 262 | TEST_SUITE(Quantized) |
| 263 | |
| 264 | template <typename T> |
| 265 | using NEPoolingLayerQuantizedFixture = PoolingLayerValidationQuantizedFixture<Tensor, Accessor, NEPoolingLayer, T>; |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 266 | template <typename T> |
| 267 | using NEPoolingLayerQuantizedMixedDataLayoutFixture = PoolingLayerValidationQuantizedFixture<Tensor, Accessor, NEPoolingLayer, T, true>; |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 268 | |
| 269 | TEST_SUITE(QASYMM8) |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 270 | 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] | 271 | combine(PoolingLayerDatasetQASYMM8Small, |
| 272 | framework::dataset::make("DataType", DataType::QASYMM8))), |
| 273 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 274 | qasymm8_in_qinfo_dataset), |
| 275 | qasymm8_in_qinfo_dataset)) |
| 276 | { |
| 277 | // Validate output |
| 278 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 279 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 280 | 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] | 281 | combine(PoolingLayerDatasetQASYMM8Small, |
| 282 | framework::dataset::make("DataType", DataType::QASYMM8))), |
| 283 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 284 | qasymm8_in_qinfo_dataset), |
| 285 | qasymm8_out_qinfo_dataset)) |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 286 | { |
| 287 | // Validate output |
| 288 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 289 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 290 | 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] | 291 | combine(combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), |
| 292 | framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 293 | framework::dataset::make("PadStride", { PadStrideInfo(1, 2, 1, 1) })), |
| 294 | framework::dataset::make("ExcludePadding", { true })), |
| 295 | framework::dataset::make("DataType", DataType::QASYMM8))), |
| 296 | framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW })), |
| 297 | framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 255.f, 10) })), |
| 298 | framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 255.f, 5) }))) |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 299 | { |
| 300 | // Validate output |
| 301 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 302 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 303 | TEST_SUITE_END() // QASYMM8 |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 304 | TEST_SUITE(QASYMM8_SIGNED) |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 305 | 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] | 306 | combine(PoolingLayerDatasetQASYMM8Small, |
| 307 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))), |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 308 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 309 | qasymm8_signed_in_qinfo_dataset), |
| 310 | qasymm8_signed_in_qinfo_dataset)) |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 311 | { |
| 312 | // Validate output |
| 313 | validate(Accessor(_target), _reference, tolerance_qasymm8_s); |
| 314 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 315 | 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] | 316 | combine(combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), |
| 317 | framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 318 | framework::dataset::make("PadStride", { PadStrideInfo(1, 2, 1, 1) })), |
| 319 | framework::dataset::make("ExcludePadding", { true })), |
| 320 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))), |
| 321 | framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW })), |
| 322 | framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 127.f, -10) })), |
| 323 | framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 127.f, -10) }))) |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 324 | { |
| 325 | // Validate output |
| 326 | validate(Accessor(_target), _reference, tolerance_qasymm8_s); |
| 327 | } |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 328 | TEST_SUITE_END() // QASYMM8_SIGNED |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 329 | TEST_SUITE_END() // Quantized |
| 330 | TEST_SUITE_END() // PoolingLayer |
Sheri Zhang | ac6499a | 2021-02-10 15:32:38 +0000 | [diff] [blame] | 331 | TEST_SUITE_END() // Neon |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 332 | } // namespace validation |
| 333 | } // namespace test |
| 334 | } // namespace arm_compute |