Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 1 | /* |
Georgios Pinitas | f72f936 | 2018-01-12 16:29:45 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2018 ARM Limited. |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [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 CONCLCTION 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/CLDepthwiseConvolutionLayer.h" |
| 28 | #include "tests/CL/CLAccessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
| 30 | #include "tests/datasets/DepthwiseConvolutionLayerDataset.h" |
| 31 | #include "tests/framework/Asserts.h" |
| 32 | #include "tests/framework/Macros.h" |
| 33 | #include "tests/framework/datasets/Datasets.h" |
| 34 | #include "tests/validation/Validation.h" |
| 35 | #include "tests/validation/fixtures/DepthwiseConvolutionLayerFixture.h" |
| 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
Michele Di Giorgio | 933fe86 | 2018-02-19 15:42:12 +0000 | [diff] [blame] | 45 | RelativeTolerance<half_float::half> tolerance_f16(half_float::half(0.001)); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F16 */ |
| 46 | constexpr RelativeTolerance<float> tolerance_f32(0.01f); /**< Tolerance value for comparing reference's output against implementation's output for DataType::F32 */ |
| 47 | constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for DataType::QASYMM8 */ |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 48 | } // namespace |
| 49 | |
| 50 | TEST_SUITE(CL) |
| 51 | TEST_SUITE(DepthwiseConvolutionLayer) |
| 52 | |
| 53 | template <typename T> |
| 54 | using CLDepthwiseConvolutionLayerFixture = DepthwiseConvolutionLayerValidationFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer, T>; |
| 55 | |
| 56 | TEST_SUITE(Generic) |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 57 | FIXTURE_DATA_TEST_CASE(RunSmall, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), |
| 58 | framework::dataset::make("DataType", |
| 59 | DataType::F32)), |
| 60 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 61 | { |
| 62 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 63 | } |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 64 | FIXTURE_DATA_TEST_CASE(RunLarge, CLDepthwiseConvolutionLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(), |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 65 | framework::dataset::make("DataType", |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 66 | DataType::F32)), |
| 67 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 68 | { |
| 69 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 70 | } |
| 71 | TEST_SUITE_END() |
| 72 | |
| 73 | template <typename T> |
| 74 | using CLDepthwiseConvolutionLayerFixture3x3 = DepthwiseConvolutionLayerValidationFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer3x3, T>; |
| 75 | |
| 76 | TEST_SUITE(Float) |
Michele Di Giorgio | 933fe86 | 2018-02-19 15:42:12 +0000 | [diff] [blame] | 77 | TEST_SUITE(F16) |
| 78 | TEST_SUITE(W3x3) |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame^] | 79 | FIXTURE_DATA_TEST_CASE(RunSmall, CLDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::ALL, |
| 80 | combine(combine(framework::dataset::concat(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), |
| 81 | datasets::SmallDepthwiseConvolutionLayerDataset3x3NCHW()), |
| 82 | framework::dataset::make("DataType", |
| 83 | DataType::F16)), |
| 84 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Michele Di Giorgio | 933fe86 | 2018-02-19 15:42:12 +0000 | [diff] [blame] | 85 | { |
| 86 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 87 | } |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 88 | FIXTURE_DATA_TEST_CASE(RunLarge, CLDepthwiseConvolutionLayerFixture3x3<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), |
Michele Di Giorgio | 933fe86 | 2018-02-19 15:42:12 +0000 | [diff] [blame] | 89 | framework::dataset::make("DataType", |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 90 | DataType::F16)), |
| 91 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Michele Di Giorgio | 933fe86 | 2018-02-19 15:42:12 +0000 | [diff] [blame] | 92 | { |
| 93 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 94 | } |
| 95 | TEST_SUITE_END() |
| 96 | TEST_SUITE_END() |
| 97 | |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 98 | TEST_SUITE(FP32) |
| 99 | TEST_SUITE(W3x3) |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame^] | 100 | FIXTURE_DATA_TEST_CASE(RunSmall, CLDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::ALL, |
| 101 | combine(combine(framework::dataset::concat(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), |
| 102 | datasets::SmallDepthwiseConvolutionLayerDataset3x3NCHW()), |
| 103 | framework::dataset::make("DataType", |
| 104 | DataType::F32)), |
| 105 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 106 | { |
| 107 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 108 | } |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 109 | FIXTURE_DATA_TEST_CASE(RunLarge, CLDepthwiseConvolutionLayerFixture3x3<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 110 | framework::dataset::make("DataType", |
Giorgio Arena | 1ed1fc6 | 2018-03-26 16:20:05 +0100 | [diff] [blame] | 111 | DataType::F32)), |
| 112 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 113 | { |
| 114 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 115 | } |
| 116 | TEST_SUITE_END() |
| 117 | TEST_SUITE_END() |
| 118 | TEST_SUITE_END() |
| 119 | |
| 120 | template <typename T> |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 121 | using CLDepthwiseConvolutionLayerQuantizedFixture = DepthwiseConvolutionLayerValidationQuantizedFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer, T>; |
| 122 | template <typename T> |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 123 | using CLDepthwiseConvolutionLayerQuantizedFixture3x3 = DepthwiseConvolutionLayerValidationQuantizedFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayer3x3, T>; |
| 124 | |
| 125 | TEST_SUITE(Quantized) |
| 126 | TEST_SUITE(QASYMM8) |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 127 | TEST_SUITE(Generic) |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame^] | 128 | FIXTURE_DATA_TEST_CASE(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset(), |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 129 | framework::dataset::make("DataType", DataType::QASYMM8)), |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame^] | 130 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })), |
| 131 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 132 | { |
| 133 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 134 | } |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame^] | 135 | FIXTURE_DATA_TEST_CASE(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset(), |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 136 | framework::dataset::make("DataType", DataType::QASYMM8)), |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame^] | 137 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })), |
| 138 | framework::dataset::make("DataLayout", DataLayout::NCHW))) |
Georgios Pinitas | de5a1cc | 2018-02-02 12:52:07 +0000 | [diff] [blame] | 139 | { |
| 140 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 141 | } |
| 142 | TEST_SUITE_END() |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 143 | TEST_SUITE(W3x3) |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame^] | 144 | FIXTURE_DATA_TEST_CASE(RunSmall, CLDepthwiseConvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::PRECOMMIT, |
| 145 | combine(combine(combine(datasets::SmallDepthwiseConvolutionLayerDataset3x3(), |
| 146 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 147 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })), |
| 148 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 149 | { |
| 150 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 151 | } |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame^] | 152 | FIXTURE_DATA_TEST_CASE(RunLarge, CLDepthwiseConvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeDepthwiseConvolutionLayerDataset3x3(), |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 153 | framework::dataset::make("DataType", DataType::QASYMM8)), |
Giorgio Arena | dfca60b | 2018-01-31 10:30:59 +0000 | [diff] [blame^] | 154 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.5f, 10) })), |
| 155 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Giorgio Arena | 04a8f8c | 2017-11-23 11:45:24 +0000 | [diff] [blame] | 156 | { |
| 157 | validate(CLAccessor(_target), _reference, tolerance_qasymm8); |
| 158 | } |
| 159 | TEST_SUITE_END() |
| 160 | TEST_SUITE_END() |
| 161 | TEST_SUITE_END() |
| 162 | |
| 163 | TEST_SUITE_END() |
| 164 | TEST_SUITE_END() |
| 165 | } // namespace validation |
| 166 | } // namespace test |
| 167 | } // namespace arm_compute |