Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 1 | /* |
Pablo Marquez Tello | 3ac0b87 | 2024-03-13 15:02:07 +0000 | [diff] [blame^] | 2 | * Copyright (c) 2017-2021, 2023-2024 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), |
Pablo Marquez Tello | 3ac0b87 | 2024-03-13 15:02:07 +0000 | [diff] [blame^] | 108 | TensorInfo(TensorShape(112, 112, 64,1), 1, DataType::F32, DataLayout::NHWC), // Mismatching number of channels |
| 109 | TensorInfo(TensorShape(112, 112, 64,1), 1, DataType::F32, DataLayout::NHWC), // Mismatching width |
| 110 | }), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 111 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F16), |
| 112 | TensorInfo(TensorShape(25U, 10U, 2U), 1, DataType::F32), |
| 113 | TensorInfo(TensorShape(30U, 11U, 2U), 1, DataType::F32), |
| 114 | TensorInfo(TensorShape(25U, 16U, 2U), 1, DataType::F32), |
| 115 | TensorInfo(TensorShape(1U, 1U, 5U), 1, DataType::F32), |
| 116 | TensorInfo(TensorShape(2U, 2U, 5U), 1, DataType::F32), |
Michele Di Giorgio | 2c87719 | 2020-02-18 19:06:27 +0000 | [diff] [blame] | 117 | TensorInfo(TensorShape(12U, 12U, 5U), 1, DataType::QASYMM8), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 118 | TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 119 | TensorInfo(TensorShape(1U, 15U, 1U), 1, DataType::F32), |
Pablo Marquez Tello | 3ac0b87 | 2024-03-13 15:02:07 +0000 | [diff] [blame^] | 120 | TensorInfo(TensorShape(56, 56, 64,1), 1, DataType::F32, DataLayout::NHWC), |
| 121 | TensorInfo(TensorShape(56, 51, 64,1), 1, DataType::F32, DataLayout::NHWC), |
| 122 | |
| 123 | })), |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame] | 124 | framework::dataset::make("PoolInfo", { PoolingLayerInfo(PoolingType::AVG, 3, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 0)), |
| 125 | PoolingLayerInfo(PoolingType::AVG, 3, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 0)), |
| 126 | PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NCHW, PadStrideInfo(1, 1, 2, 0)), |
| 127 | PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NCHW, PadStrideInfo(1, 1, 0, 2)), |
| 128 | PoolingLayerInfo(PoolingType::AVG, DataLayout::NCHW), |
| 129 | PoolingLayerInfo(PoolingType::MAX, DataLayout::NCHW), |
Michele Di Giorgio | 2c87719 | 2020-02-18 19:06:27 +0000 | [diff] [blame] | 130 | PoolingLayerInfo(PoolingType::AVG, 2, DataLayout::NHWC, PadStrideInfo(), false), |
Sang-Hoon Park | 11fedda | 2020-01-15 14:44:04 +0000 | [diff] [blame] | 131 | PoolingLayerInfo(PoolingType::AVG, DataLayout::NCHW), |
Freddie Liardet | afcbb8f | 2021-05-04 12:41:16 +0100 | [diff] [blame] | 132 | PoolingLayerInfo(PoolingType::MAX, 2, DataLayout::NHWC, PadStrideInfo(1, 1, 0, 0), false), |
Pablo Marquez Tello | 3ac0b87 | 2024-03-13 15:02:07 +0000 | [diff] [blame^] | 133 | PoolingLayerInfo(PoolingType::MAX,3,DataLayout::NHWC,PadStrideInfo(2,2,1,1)), |
| 134 | PoolingLayerInfo(PoolingType::MAX,3,DataLayout::NHWC,PadStrideInfo(2,2,1,1)), |
| 135 | |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 136 | })), |
Pablo Marquez Tello | 3ac0b87 | 2024-03-13 15:02:07 +0000 | [diff] [blame^] | 137 | framework::dataset::make("Expected", { false, false, false, false, true, false, true, false, false, false, false})), |
Michalis Spyrou | afa5d81 | 2017-11-30 14:25:57 +0000 | [diff] [blame] | 138 | input_info, output_info, pool_info, expected) |
| 139 | { |
| 140 | bool is_valid = bool(NEPoolingLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), pool_info)); |
| 141 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 142 | } |
| 143 | // clang-format on |
| 144 | // *INDENT-ON* |
| 145 | |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 146 | template <typename T> |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 147 | using NEPoolingLayerIndicesFixture = PoolingLayerIndicesValidationFixture<Tensor, Accessor, NEPoolingLayer, T>; |
| 148 | |
| 149 | template <typename T> |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 150 | using NEPoolingLayerFixture = PoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T>; |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 151 | template <typename T> |
| 152 | using NEPoolingLayerMixedDataLayoutFixture = PoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T, true>; |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 153 | |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 154 | template <typename T> |
| 155 | using NESpecialPoolingLayerFixture = SpecialPoolingLayerValidationFixture<Tensor, Accessor, NEPoolingLayer, T>; |
| 156 | |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 157 | const auto PoolingLayerIndicesDatasetFPSmall = combine(combine(combine(framework::dataset::make("PoolType", { PoolingType::MAX }), framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 158 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0) })), |
| 159 | framework::dataset::make("ExcludePadding", { true, false })); |
Adnan AlSinan | bbf2e74 | 2023-02-22 12:15:14 +0000 | [diff] [blame] | 160 | 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) })), |
| 161 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 1, 1, 1) })), |
| 162 | framework::dataset::make("ExcludePadding", { false })); |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 163 | TEST_SUITE(Float) |
| 164 | TEST_SUITE(FP32) |
Adnan AlSinan | bbf2e74 | 2023-02-22 12:15:14 +0000 | [diff] [blame] | 165 | FIXTURE_DATA_TEST_CASE(RunIndices, NEPoolingLayerIndicesFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallNoneUnitShapes(), |
| 166 | combine(PoolingLayerIndicesDatasetFPSmall, |
| 167 | framework::dataset::make("DataType", DataType::F32))), |
| 168 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 169 | framework::dataset::make("UseKernelIndices", { false }))) |
| 170 | { |
| 171 | // Validate output |
| 172 | validate(Accessor(_target), _reference, tolerance_f32); |
| 173 | validate(Accessor(_target_indices), _ref_indices); |
| 174 | } |
| 175 | FIXTURE_DATA_TEST_CASE(RunKernelIndices, NEPoolingLayerIndicesFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallNoneUnitShapes(), |
| 176 | combine(PoolingLayerKernelIndicesDatasetFPSmall, |
| 177 | framework::dataset::make("DataType", DataType::F32))), |
| 178 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 179 | framework::dataset::make("UseKernelIndices", { true }))) |
morgolock | cc1f6c9 | 2020-03-24 09:26:48 +0000 | [diff] [blame] | 180 | { |
| 181 | // Validate output |
| 182 | validate(Accessor(_target), _reference, tolerance_f32); |
| 183 | validate(Accessor(_target_indices), _ref_indices); |
| 184 | } |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 185 | FIXTURE_DATA_TEST_CASE(RunSpecial, NESpecialPoolingLayerFixture<float>, framework::DatasetMode::ALL, datasets::PoolingLayerDatasetSpecial() * framework::dataset::make("DataType", DataType::F32)) |
| 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(RunSmall, NEPoolingLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallNoneUnitShapes(), combine(PoolingLayerDatasetFPSmall, |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 191 | framework::dataset::make("DataType", |
| 192 | DataType::F32))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 193 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 194 | { |
| 195 | // Validate output |
| 196 | validate(Accessor(_target), _reference, tolerance_f32); |
| 197 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 198 | 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] | 199 | combine(combine(combine(combine(datasets::PoolingTypes(), |
| 200 | framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 201 | framework::dataset::make("PadStride", { PadStrideInfo(2, 1, 0, 0) })), |
| 202 | framework::dataset::make("ExcludePadding", { false })), |
| 203 | framework::dataset::make("DataType", DataType::F32))), |
| 204 | pool_data_layout_dataset)) |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 205 | { |
| 206 | // Validate output |
| 207 | validate(Accessor(_target), _reference, tolerance_f32); |
| 208 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 209 | FIXTURE_DATA_TEST_CASE(RunLarge, NEPoolingLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 210 | framework::dataset::make("DataType", |
| 211 | DataType::F32))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 212 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 213 | { |
| 214 | // Validate output |
| 215 | validate(Accessor(_target), _reference, tolerance_f32); |
| 216 | } |
SiCongLi | c4270cf | 2021-12-22 11:22:40 +0000 | [diff] [blame] | 217 | TEST_SUITE(CornerCases) |
| 218 | FIXTURE_DATA_TEST_CASE(PoolRegionCompletelyOutsideInput, NEPoolingLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(pool_outside_input_dataset, |
| 219 | framework::dataset::make("DataType", |
| 220 | DataType::F32)), |
| 221 | pool_data_layout_dataset)) |
| 222 | { |
| 223 | // Validate output |
| 224 | validate(Accessor(_target), _reference, tolerance_f32); |
| 225 | } |
| 226 | TEST_SUITE_END() // CornerCases |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 227 | TEST_SUITE_END() // FP32 |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 228 | |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 229 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 230 | TEST_SUITE(FP16) |
Adnan AlSinan | bbf2e74 | 2023-02-22 12:15:14 +0000 | [diff] [blame] | 231 | FIXTURE_DATA_TEST_CASE(RunIndices, NEPoolingLayerIndicesFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallNoneUnitShapes(), |
| 232 | combine(PoolingLayerIndicesDatasetFPSmall, |
| 233 | framework::dataset::make("DataType", |
| 234 | DataType::F16))), |
| 235 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
| 236 | framework::dataset::make("UseKernelIndices", { false }))) |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 237 | { |
| 238 | // Validate output |
| 239 | validate(Accessor(_target), _reference, tolerance_f16); |
| 240 | validate(Accessor(_target_indices), _ref_indices); |
| 241 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 242 | 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] | 243 | framework::dataset::make("DataType", DataType::F16))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 244 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 245 | { |
| 246 | // Validate output |
| 247 | validate(Accessor(_target), _reference, tolerance_f16); |
| 248 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 249 | FIXTURE_DATA_TEST_CASE(RunLarge, NEPoolingLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 250 | framework::dataset::make("DataType", DataType::F16))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 251 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 252 | { |
| 253 | // Validate output |
| 254 | validate(Accessor(_target), _reference, tolerance_f16); |
| 255 | } |
SiCongLi | c4270cf | 2021-12-22 11:22:40 +0000 | [diff] [blame] | 256 | TEST_SUITE(CornerCases) |
| 257 | FIXTURE_DATA_TEST_CASE(PoolRegionCompletelyOutsideInput, NEPoolingLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(pool_outside_input_dataset, |
| 258 | framework::dataset::make("DataType", |
| 259 | DataType::F16)), |
| 260 | pool_data_layout_dataset)) |
| 261 | { |
| 262 | // Validate output |
| 263 | validate(Accessor(_target), _reference, tolerance_f16); |
| 264 | } |
| 265 | TEST_SUITE_END() // CornerCases |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 266 | TEST_SUITE_END() // FP16 |
| 267 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 268 | TEST_SUITE_END() // Float |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 269 | |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 270 | TEST_SUITE(Quantized) |
| 271 | |
| 272 | template <typename T> |
| 273 | using NEPoolingLayerQuantizedFixture = PoolingLayerValidationQuantizedFixture<Tensor, Accessor, NEPoolingLayer, T>; |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 274 | template <typename T> |
| 275 | using NEPoolingLayerQuantizedMixedDataLayoutFixture = PoolingLayerValidationQuantizedFixture<Tensor, Accessor, NEPoolingLayer, T, true>; |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 276 | |
| 277 | TEST_SUITE(QASYMM8) |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 278 | 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] | 279 | combine(PoolingLayerDatasetQASYMM8Small, |
| 280 | framework::dataset::make("DataType", DataType::QASYMM8))), |
| 281 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 282 | qasymm8_in_qinfo_dataset), |
| 283 | qasymm8_in_qinfo_dataset)) |
| 284 | { |
| 285 | // Validate output |
| 286 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 287 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 288 | 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] | 289 | combine(PoolingLayerDatasetQASYMM8Small, |
| 290 | framework::dataset::make("DataType", DataType::QASYMM8))), |
| 291 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 292 | qasymm8_in_qinfo_dataset), |
| 293 | qasymm8_out_qinfo_dataset)) |
Georgios Pinitas | 5518671 | 2018-01-08 17:37:12 +0000 | [diff] [blame] | 294 | { |
| 295 | // Validate output |
| 296 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 297 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 298 | 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] | 299 | combine(combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), |
| 300 | framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 301 | framework::dataset::make("PadStride", { PadStrideInfo(1, 2, 1, 1) })), |
| 302 | framework::dataset::make("ExcludePadding", { true })), |
| 303 | framework::dataset::make("DataType", DataType::QASYMM8))), |
| 304 | framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW })), |
| 305 | framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 255.f, 10) })), |
| 306 | framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 255.f, 5) }))) |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 307 | { |
| 308 | // Validate output |
| 309 | validate(Accessor(_target), _reference, tolerance_qasymm8); |
| 310 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 311 | TEST_SUITE_END() // QASYMM8 |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 312 | TEST_SUITE(QASYMM8_SIGNED) |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 313 | 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] | 314 | combine(PoolingLayerDatasetQASYMM8Small, |
| 315 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))), |
Sang-Hoon Park | fe56edb | 2021-04-13 20:21:11 +0100 | [diff] [blame] | 316 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC })), |
Manuel Bottini | ca62c6f | 2021-03-23 11:50:34 +0000 | [diff] [blame] | 317 | qasymm8_signed_in_qinfo_dataset), |
| 318 | qasymm8_signed_in_qinfo_dataset)) |
Michele Di Giorgio | d556d7b | 2020-10-27 10:56:31 +0000 | [diff] [blame] | 319 | { |
| 320 | // Validate output |
| 321 | validate(Accessor(_target), _reference, tolerance_qasymm8_s); |
| 322 | } |
Gian Marco Iodice | 9dc558f | 2020-11-10 14:29:13 +0000 | [diff] [blame] | 323 | 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] | 324 | combine(combine(combine(combine(framework::dataset::make("PoolingType", { PoolingType::MAX, PoolingType::AVG }), |
| 325 | framework::dataset::make("PoolingSize", { Size2D(2, 2) })), |
| 326 | framework::dataset::make("PadStride", { PadStrideInfo(1, 2, 1, 1) })), |
| 327 | framework::dataset::make("ExcludePadding", { true })), |
| 328 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED))), |
| 329 | framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW })), |
| 330 | framework::dataset::make("InputQuantInfo", { QuantizationInfo(1.f / 127.f, -10) })), |
| 331 | framework::dataset::make("OutputQuantInfo", { QuantizationInfo(1.f / 127.f, -10) }))) |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 332 | { |
| 333 | // Validate output |
| 334 | validate(Accessor(_target), _reference, tolerance_qasymm8_s); |
| 335 | } |
Manuel Bottini | b4bb827 | 2019-12-18 18:01:27 +0000 | [diff] [blame] | 336 | TEST_SUITE_END() // QASYMM8_SIGNED |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 337 | TEST_SUITE_END() // Quantized |
| 338 | TEST_SUITE_END() // PoolingLayer |
Sheri Zhang | ac6499a | 2021-02-10 15:32:38 +0000 | [diff] [blame] | 339 | TEST_SUITE_END() // Neon |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 340 | } // namespace validation |
| 341 | } // namespace test |
| 342 | } // namespace arm_compute |