Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 1 | /* |
Isabella Gottardi | 6e464c3 | 2018-01-26 12:32:45 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +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 | */ |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 24 | #include "arm_compute/core/Types.h" |
| 25 | #include "arm_compute/runtime/GLES_COMPUTE/GCTensor.h" |
| 26 | #include "arm_compute/runtime/GLES_COMPUTE/GCTensorAllocator.h" |
| 27 | #include "arm_compute/runtime/GLES_COMPUTE/functions/GCPoolingLayer.h" |
| 28 | #include "tests/GLES_COMPUTE/GCAccessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
| 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" |
| 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | namespace |
| 45 | { |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 46 | /** Input data set for floating-point data types */ |
Isabella Gottardi | 6e464c3 | 2018-01-26 12:32:45 +0000 | [diff] [blame] | 47 | const auto PoolingLayerDatasetFP = combine(combine(combine(datasets::PoolingTypes(), framework::dataset::make("PoolingSize", { Size2D(2, 2), Size2D(3, 3), Size2D(4, 4), Size2D(7, 7), Size2D(9, 9) })), |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 48 | framework::dataset::make("PadStride", { PadStrideInfo(1, 1, 0, 0), PadStrideInfo(2, 1, 0, 0), PadStrideInfo(1, 2, 1, 1), PadStrideInfo(2, 2, 1, 0) })), |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 49 | framework::dataset::make("ExcludePadding", { true, false })); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 50 | |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 51 | constexpr AbsoluteTolerance<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for 32-bit floating-point type */ |
| 52 | constexpr AbsoluteTolerance<float> tolerance_f16(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for 16-bit floating-point type */ |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 53 | } // namespace |
| 54 | |
| 55 | TEST_SUITE(GC) |
| 56 | TEST_SUITE(PoolingLayer) |
| 57 | |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 58 | //clang-format off |
| 59 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 60 | framework::dataset::make("InputInfo", |
| 61 | { |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 62 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type |
| 63 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Window shrink |
| 64 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid pad/size combination |
| 65 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid pad/size combination |
| 66 | TensorInfo(TensorShape(15U, 13U, 5U), 1, DataType::F32), // Non-rectangular Global Pooling |
| 67 | TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::F32), // Invalid output Global Pooling |
| 68 | TensorInfo(TensorShape(13U, 13U, 5U), 1, DataType::F32), |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 69 | }), |
| 70 | framework::dataset::make("OutputInfo", |
| 71 | { |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 72 | TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F16), TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), TensorInfo(TensorShape(30U, 11U, 2U), 1, DataType::F32), TensorInfo(TensorShape(25U, 16U, 2U), 1, DataType::F32), TensorInfo(TensorShape(1U, 1U, 5U), 1, DataType::F32), TensorInfo(TensorShape(2U, 2U, 5U), 1, DataType::F32), TensorInfo(TensorShape(1U, 1U, 5U), 1, DataType::F32), |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 73 | })), |
| 74 | framework::dataset::make("PoolInfo", |
| 75 | { |
| 76 | PoolingLayerInfo(PoolingType::AVG, 3, PadStrideInfo(1, 1, 0, 0)), PoolingLayerInfo(PoolingType::AVG, 3, PadStrideInfo(1, 1, 0, 0)), PoolingLayerInfo(PoolingType::AVG, 3, PadStrideInfo(1, 1, 0, 0)), PoolingLayerInfo(PoolingType::AVG, 3, PadStrideInfo(1, 1, 0, 0)), PoolingLayerInfo(PoolingType::AVG, 2, PadStrideInfo(1, 1, 2, 0)), PoolingLayerInfo(PoolingType::AVG, 2, PadStrideInfo(1, 1, 0, 2)), PoolingLayerInfo(PoolingType::L2, 3, PadStrideInfo(1, 1, 0, 0)), PoolingLayerInfo(PoolingType::AVG), PoolingLayerInfo(PoolingType::MAX), PoolingLayerInfo(PoolingType::AVG), |
| 77 | })), |
| 78 | framework::dataset::make("Expected", { false, false, false, false, false, false, false, false, false, true })), |
| 79 | input_info, output_info, pool_info, expected) |
| 80 | { |
| 81 | ARM_COMPUTE_EXPECT(bool(GCPoolingLayer::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), pool_info)) == expected, framework::LogLevel::ERRORS); |
| 82 | } |
| 83 | //clang-format on |
| 84 | |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 85 | template <typename T> |
| 86 | using GCPoolingLayerFixture = PoolingLayerValidationFixture<GCTensor, GCAccessor, GCPoolingLayer, T>; |
| 87 | |
| 88 | TEST_SUITE(Float) |
| 89 | TEST_SUITE(FP32) |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 90 | FIXTURE_DATA_TEST_CASE(RunSmall, GCPoolingLayerFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFP, framework::dataset::make("DataType", |
| 91 | DataType::F32))), |
| 92 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 93 | { |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 94 | // Validate output |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 95 | validate(GCAccessor(_target), _reference, tolerance_f32); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 96 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 97 | FIXTURE_DATA_TEST_CASE(RunLarge, GCPoolingLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 98 | framework::dataset::make("DataType", |
| 99 | DataType::F32))), |
| 100 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 101 | { |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 102 | // Validate output |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 103 | validate(GCAccessor(_target), _reference, tolerance_f32); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 104 | } |
| 105 | TEST_SUITE_END() |
| 106 | |
| 107 | TEST_SUITE(FP16) |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 108 | FIXTURE_DATA_TEST_CASE(RunSmall, GCPoolingLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), combine(PoolingLayerDatasetFP, |
| 109 | framework::dataset::make("DataType", DataType::F16))), |
| 110 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 111 | { |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 112 | // Validate output |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 113 | validate(GCAccessor(_target), _reference, tolerance_f16); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 114 | } |
Michalis Spyrou | 57dac84 | 2018-03-01 16:03:50 +0000 | [diff] [blame] | 115 | FIXTURE_DATA_TEST_CASE(RunLarge, GCPoolingLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), combine(PoolingLayerDatasetFP, |
| 116 | framework::dataset::make("DataType", DataType::F16))), |
| 117 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 118 | { |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 119 | // Validate output |
Xinghang Zhou | 53a6ec5 | 2017-11-14 15:14:25 +0800 | [diff] [blame] | 120 | validate(GCAccessor(_target), _reference, tolerance_f16); |
Anthony Barbier | 7068f99 | 2017-10-26 15:23:08 +0100 | [diff] [blame] | 121 | } |
| 122 | TEST_SUITE_END() |
| 123 | TEST_SUITE_END() |
| 124 | |
| 125 | TEST_SUITE_END() |
| 126 | TEST_SUITE_END() |
| 127 | } // namespace validation |
| 128 | } // namespace test |
| 129 | } // namespace arm_compute |