Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 1 | /* |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2019 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/CL/CLTensor.h" |
| 26 | #include "arm_compute/runtime/CL/CLTensorAllocator.h" |
| 27 | #include "arm_compute/runtime/CL/functions/CLPoolingLayer.h" |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 28 | #include "tests/CL/CLAccessor.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 | |
| 39 | namespace arm_compute |
| 40 | { |
| 41 | namespace test |
| 42 | { |
| 43 | namespace validation |
| 44 | { |
| 45 | namespace |
| 46 | { |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 47 | /** Input data sets for floating-point data types */ |
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(5, 7) })), |
Georgios Pinitas | adaae7e | 2017-10-30 15:56:32 +0000 | [diff] [blame] | 49 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })), |
| 50 | framework::dataset::make("ExcludePadding", { true, false })); |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 51 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 52 | const auto PoolingLayerDatasetFPSmall = combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3) })), |
| 53 | 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] | 54 | framework::dataset::make("ExcludePadding", { true, false })); |
| 55 | |
| 56 | /** Input data sets for asymmetric data type */ |
| 57 | const auto PoolingLayerDatasetQASYMM8 = combine(concat(combine(combine(framework::dataset::make("PoolingType", |
| 58 | { |
| 59 | PoolingType::MAX, PoolingType::AVG, |
| 60 | }), |
Michalis Spyrou | 5ce99a2 | 2019-01-25 14:17:49 +0000 | [diff] [blame] | 61 | framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3) })), |
| 62 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })), |
| 63 | combine(combine(framework::dataset::make("PoolingType", { PoolingType::AVG }), framework::dataset::make("PoolingSize", { Size2D(5, 7) })), framework::dataset::make("PadStride", { PadStrideInfo(2, 1, 0, 0) }))), |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 64 | framework::dataset::make("ExcludePadding", { true })); |
| 65 | |
| 66 | const auto PoolingLayerDatasetQASYMM8Small = combine(combine(combine(framework::dataset::make("PoolingType", |
| 67 | { |
| 68 | PoolingType::MAX, PoolingType::AVG, |
| 69 | }), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 70 | framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(5, 7) })), |
| 71 | framework::dataset::make("PadStride", { PadStrideInfo(1, 2, 1, 1) })), |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 72 | framework::dataset::make("ExcludePadding", { true })); |
Anton Lokhmotov | af6204c | 2017-11-08 09:34:19 +0000 | [diff] [blame] | 73 | |
| 74 | constexpr AbsoluteTolerance<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for 32-bit floating-point type */ |
| 75 | constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for 16-bit floating-point type */ |
Anton Lokhmotov | af6204c | 2017-11-08 09:34:19 +0000 | [diff] [blame] | 76 | constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for 8-bit asymmetric type */ |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 77 | const auto pool_data_layout_dataset = framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }); |
| 78 | |
Sang-Hoon Park | 2aa7fd0 | 2019-09-18 13:39:00 +0100 | [diff] [blame] | 79 | const auto pool_fp_mixed_precision_dataset = framework::dataset::make("FpMixedPrecision", { true, false }); |
| 80 | |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 81 | } // namespace |
| 82 | |
| 83 | TEST_SUITE(CL) |
| 84 | TEST_SUITE(PoolingLayer) |
| 85 | |
Georgios Pinitas | 3faea25 | 2017-10-30 14:13:50 +0000 | [diff] [blame] | 86 | // *INDENT-OFF* |
| 87 | // clang-format off |
| 88 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 89 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type |
| 90 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Window shrink |
| 91 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid pad/size combination |
| 92 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid pad/size combination |
| 93 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QASYMM8), // Invalid parameters |
| 94 | TensorInfo(TensorShape(15U, 13U, 5U), 1, DataType::F32), // Non-rectangular Global Pooling |
| 95 | TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::F32), // Invalid output Global Pooling |
| 96 | TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::F32), |
Georgios Pinitas | 3faea25 | 2017-10-30 14:13:50 +0000 | [diff] [blame] | 97 | }), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 98 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F16), |
| 99 | TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), |
| 100 | TensorInfo(TensorShape(30U, 11U, 2U), 1, DataType::F32), |
| 101 | TensorInfo(TensorShape(25U, 16U, 2U), 1, DataType::F32), |
| 102 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QASYMM8), |
| 103 | TensorInfo(TensorShape(1U, 1U, 5U), 1, DataType::F32), |
| 104 | TensorInfo(TensorShape(2U, 2U, 5U), 1, DataType::F32), |
| 105 | TensorInfo(TensorShape(1U, 1U, 5U), 1, DataType::F32), |
Georgios Pinitas | 3faea25 | 2017-10-30 14:13:50 +0000 | [diff] [blame] | 106 | })), |
| 107 | framework::dataset::make("PoolInfo", { PoolingLayerInfo(PoolingType::AVG, 3, PadStrideInfo(1, 1, 0, 0)), |
| 108 | PoolingLayerInfo(PoolingType::AVG, 3, PadStrideInfo(1, 1, 0, 0)), |
Georgios Pinitas | 3faea25 | 2017-10-30 14:13:50 +0000 | [diff] [blame] | 109 | PoolingLayerInfo(PoolingType::AVG, 2, PadStrideInfo(1, 1, 2, 0)), |
| 110 | PoolingLayerInfo(PoolingType::AVG, 2, PadStrideInfo(1, 1, 0, 2)), |
Anton Lokhmotov | af6204c | 2017-11-08 09:34:19 +0000 | [diff] [blame] | 111 | PoolingLayerInfo(PoolingType::L2, 3, PadStrideInfo(1, 1, 0, 0)), |
Georgios Pinitas | 4c2dd54 | 2017-11-13 12:58:41 +0000 | [diff] [blame] | 112 | PoolingLayerInfo(PoolingType::AVG), |
| 113 | PoolingLayerInfo(PoolingType::MAX), |
| 114 | PoolingLayerInfo(PoolingType::AVG), |
Georgios Pinitas | 3faea25 | 2017-10-30 14:13:50 +0000 | [diff] [blame] | 115 | })), |
Vidhya Sudhan Loganathan | 0fc2545 | 2018-06-18 14:40:56 +0100 | [diff] [blame] | 116 | framework::dataset::make("Expected", { false, false, false, false, false, true, false, true })), |
Georgios Pinitas | 3faea25 | 2017-10-30 14:13:50 +0000 | [diff] [blame] | 117 | input_info, output_info, pool_info, expected) |
| 118 | { |
Giorgio Arena | 9f26b3e | 2017-11-28 14:35:00 +0000 | [diff] [blame] | 119 | ARM_COMPUTE_EXPECT(bool(CLPoolingLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), pool_info)) == expected, framework::LogLevel::ERRORS); |
Georgios Pinitas | 3faea25 | 2017-10-30 14:13:50 +0000 | [diff] [blame] | 120 | } |
| 121 | // clang-format on |
| 122 | // *INDENT-ON* |
| 123 | |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 124 | template <typename T> |
| 125 | using CLPoolingLayerFixture = PoolingLayerValidationFixture<CLTensor, CLAccessor, CLPoolingLayer, T>; |
| 126 | |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 127 | template <typename T> |
| 128 | using CLSpecialPoolingLayerFixture = SpecialPoolingLayerValidationFixture<CLTensor, CLAccessor, CLPoolingLayer, T>; |
| 129 | |
Sang-Hoon Park | 2aa7fd0 | 2019-09-18 13:39:00 +0100 | [diff] [blame] | 130 | template <typename T> |
| 131 | using CLMixedPrecesionPoolingLayerFixture = PoolingLayerValidationMixedPrecisionFixture<CLTensor, CLAccessor, CLPoolingLayer, T>; |
| 132 | |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 133 | TEST_SUITE(Float) |
| 134 | TEST_SUITE(FP32) |
Georgios Pinitas | 1599787 | 2018-02-19 13:58:22 +0000 | [diff] [blame] | 135 | FIXTURE_DATA_TEST_CASE(RunSpecial, CLSpecialPoolingLayerFixture<float>, framework::DatasetMode::ALL, datasets::PoolingLayerDatasetSpecial() * framework::dataset::make("DataType", DataType::F32)) |
Diego Lopez Recas | 61ef5bf | 2017-12-11 12:36:55 +0000 | [diff] [blame] | 136 | { |
| 137 | // Validate output |
| 138 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 139 | } |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 140 | FIXTURE_DATA_TEST_CASE(RunSmall, CLPoolingLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFPSmall, |
| 141 | framework::dataset::make("DataType", |
| 142 | DataType::F32))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 143 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 144 | { |
| 145 | // Validate output |
| 146 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 147 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 148 | FIXTURE_DATA_TEST_CASE(RunLarge, CLPoolingLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 149 | framework::dataset::make("DataType", |
| 150 | DataType::F32))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 151 | pool_data_layout_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 152 | { |
| 153 | // Validate output |
| 154 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 155 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 156 | TEST_SUITE_END() // FP32 |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 157 | |
| 158 | TEST_SUITE(FP16) |
Sang-Hoon Park | 2aa7fd0 | 2019-09-18 13:39:00 +0100 | [diff] [blame] | 159 | FIXTURE_DATA_TEST_CASE(RunSmall, CLMixedPrecesionPoolingLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFPSmall, |
| 160 | framework::dataset::make("DataType", DataType::F16))), |
| 161 | pool_data_layout_dataset), |
| 162 | pool_fp_mixed_precision_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 163 | { |
| 164 | // Validate output |
| 165 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 166 | } |
Sang-Hoon Park | 2aa7fd0 | 2019-09-18 13:39:00 +0100 | [diff] [blame] | 167 | FIXTURE_DATA_TEST_CASE(RunLarge, CLMixedPrecesionPoolingLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 168 | framework::dataset::make("DataType", DataType::F16))), |
| 169 | pool_data_layout_dataset), |
| 170 | pool_fp_mixed_precision_dataset)) |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 171 | { |
| 172 | // Validate output |
| 173 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 174 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 175 | TEST_SUITE_END() // FP16 |
| 176 | TEST_SUITE_END() // Float |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 177 | |
Anton Lokhmotov | af6204c | 2017-11-08 09:34:19 +0000 | [diff] [blame] | 178 | TEST_SUITE(Quantized) |
| 179 | |
| 180 | template <typename T> |
| 181 | using CLPoolingLayerQuantizedFixture = PoolingLayerValidationQuantizedFixture<CLTensor, CLAccessor, CLPoolingLayer, T>; |
| 182 | |
| 183 | TEST_SUITE(QASYMM8) |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 184 | FIXTURE_DATA_TEST_CASE(RunSmall, CLPoolingLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), combine(PoolingLayerDatasetQASYMM8Small, |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 185 | framework::dataset::make("DataType", DataType::QASYMM8))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 186 | pool_data_layout_dataset)) |
Anton Lokhmotov | af6204c | 2017-11-08 09:34:19 +0000 | [diff] [blame] | 187 | { |
| 188 | // Validate output |
| 189 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 190 | } |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 191 | FIXTURE_DATA_TEST_CASE(RunLarge, CLPoolingLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetQASYMM8, |
Anton Lokhmotov | af6204c | 2017-11-08 09:34:19 +0000 | [diff] [blame] | 192 | framework::dataset::make("DataType", DataType::QASYMM8))), |
Pablo Tello | a52e4cf | 2019-04-01 14:55:18 +0100 | [diff] [blame] | 193 | pool_data_layout_dataset)) |
Anton Lokhmotov | af6204c | 2017-11-08 09:34:19 +0000 | [diff] [blame] | 194 | { |
| 195 | // Validate output |
| 196 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 197 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 198 | TEST_SUITE_END() // QASYMM8 |
| 199 | TEST_SUITE_END() // Quantized |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 200 | TEST_SUITE_END() // PoolingLayer |
| 201 | TEST_SUITE_END() // CL |
Georgios Pinitas | dc460f1 | 2017-08-24 19:02:44 +0100 | [diff] [blame] | 202 | } // namespace validation |
| 203 | } // namespace test |
| 204 | } // namespace arm_compute |