Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 1 | /* |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 2 | * Copyright (c) 2018-2019 ARM Limited. |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +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, |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 22 | * SOFTWARE. |
| 23 | */ |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 24 | #include "arm_compute/core/CL/kernels/CLWinogradFilterTransformKernel.h" |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 25 | #include "arm_compute/core/CL/kernels/CLWinogradOutputTransformKernel.h" |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 26 | #include "arm_compute/core/Helpers.h" |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 27 | #include "arm_compute/core/Types.h" |
| 28 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
| 29 | #include "arm_compute/runtime/CL/CLTensor.h" |
| 30 | #include "arm_compute/runtime/CL/CLTensorAllocator.h" |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 31 | #include "arm_compute/runtime/CL/functions/CLWinogradConvolutionLayer.h" |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 32 | #include "arm_compute/runtime/CL/functions/CLWinogradInputTransform.h" |
| 33 | #include "tests/CL/CLAccessor.h" |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 34 | #include "tests/CL/Helper.h" |
| 35 | #include "tests/PaddingCalculator.h" |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 36 | #include "tests/datasets/LargeConvolutionLayerDataset.h" |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 37 | #include "tests/datasets/ShapeDatasets.h" |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 38 | #include "tests/datasets/SmallConvolutionLayerDataset.h" |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 39 | #include "tests/datasets/WinogradInputTransformDataset.h" |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 40 | #include "tests/datasets/WinogradOutputTransformDataset.h" |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 41 | #include "tests/framework/Asserts.h" |
| 42 | #include "tests/framework/Macros.h" |
| 43 | #include "tests/framework/datasets/Datasets.h" |
| 44 | #include "tests/validation/Validation.h" |
Georgios Pinitas | 9fb1159 | 2018-04-26 20:34:58 +0100 | [diff] [blame] | 45 | #include "tests/validation/fixtures/WinogradConvolutionLayerFixture.h" |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 46 | |
| 47 | namespace arm_compute |
| 48 | { |
| 49 | namespace test |
| 50 | { |
| 51 | namespace validation |
| 52 | { |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 53 | namespace |
| 54 | { |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 55 | // *INDENT-OFF* |
| 56 | // clang-format off |
Michele Di Giorgio | 875a751 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 57 | constexpr AbsoluteTolerance<float> tolerance_f32(0.002f); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 58 | const AbsoluteTolerance<half> tolerance_f16(half(0.5f)); |
Gian Marco Iodice | 4497e81 | 2018-05-08 16:36:52 +0100 | [diff] [blame] | 59 | constexpr AbsoluteTolerance<float> tolerance_convolution_layer_f32(0.1f); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 60 | const AbsoluteTolerance<half> tolerance_convolution_layer_f16(half(0.4f)); |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 61 | RelativeTolerance<half_float::half> rel_tolerance_f16(half(0.2)); /**< Tolerance value for comparing reference's output against implementation's output for FP16 data types */ |
| 62 | constexpr float tolerance_num = 0.05f; /**< Tolerance number */ |
| 63 | constexpr float abs_tolerance_convolution_layer_f16 = 2.5f; /**< Tolerance number */ |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 64 | |
| 65 | // Input transform |
| 66 | const auto SmallWinogradInputTransformDatasetNCHW = |
| 67 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset2x2_3x3(), |
| 68 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset2x1_3x1(), |
| 69 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset1x2_1x3(), |
| 70 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x4_3x3(), |
| 71 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x1_3x1(), |
| 72 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset1x4_1x3(), |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 73 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x4_5x5(), |
| 74 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x1_5x1(), |
| 75 | datasets::SmallWinogradInputTransformDataset1x4_1x5())))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 76 | |
| 77 | const auto SmallWinogradInputTransformDatasetNHWC = framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x4_3x3(), |
Giorgio Arena | 149fdf3 | 2018-07-04 17:03:33 +0100 | [diff] [blame] | 78 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x1_3x1(), |
| 79 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset1x4_1x3(), |
Gian Marco Iodice | d28b751 | 2018-07-06 12:59:28 +0100 | [diff] [blame] | 80 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x4_5x5(), |
| 81 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x1_5x1(), |
| 82 | datasets::SmallWinogradInputTransformDataset1x4_1x5()))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 83 | |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 84 | const auto SmallWinogradInputTransformDatasetNHWC_FP32 = framework::dataset::concat(SmallWinogradInputTransformDatasetNHWC, |
| 85 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset1x2_1x7(), |
| 86 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset2x1_7x1(), |
| 87 | datasets::SmallWinogradInputTransformDataset2x2_7x7()))); |
| 88 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 89 | const auto LargeWinogradInputTransformDatasetNCHW = |
| 90 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset2x2_3x3(), |
| 91 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset2x1_3x1(), |
| 92 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset1x2_1x3(), |
| 93 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x4_3x3(), |
| 94 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x1_3x1(), |
| 95 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset1x4_1x3(), |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 96 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x4_5x5(), |
| 97 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x1_5x1(), |
| 98 | datasets::LargeWinogradInputTransformDataset1x4_1x5())))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 99 | |
| 100 | const auto LargeWinogradInputTransformDatasetNHWC = |
| 101 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x4_3x3(), |
Gian Marco Iodice | d28b751 | 2018-07-06 12:59:28 +0100 | [diff] [blame] | 102 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x4_5x5(), |
| 103 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x1_5x1(), |
| 104 | datasets::LargeWinogradInputTransformDataset1x4_1x5()))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 105 | |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 106 | const auto LargeWinogradInputTransformDatasetNHWC_FP32 = |
| 107 | framework::dataset::concat(LargeWinogradInputTransformDatasetNHWC, |
| 108 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset1x2_1x7(), |
| 109 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset2x1_7x1(), |
| 110 | (datasets::LargeWinogradInputTransformDataset2x2_7x7())))); |
| 111 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 112 | // Filter transform |
| 113 | const auto SmallWinogradFilterTransformDatasetNCHW = |
| 114 | framework::dataset::concat(combine(datasets::Small3x3Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 2U), Size2D(4U, 4U) })), |
| 115 | framework::dataset::concat(combine(datasets::Small3x1Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 1U), Size2D(4U, 1U) })), |
| 116 | framework::dataset::concat(combine(datasets::Small1x3Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 2U), Size2D(1U, 4U) })), |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 117 | framework::dataset::concat(combine(datasets::Small5x5Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
| 118 | framework::dataset::concat(combine(datasets::Small5x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
| 119 | combine(datasets::Small1x5Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) }))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 120 | |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 121 | const auto SmallWinogradFilterTransformDatasetNHWC_F16 = |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 122 | framework::dataset::concat(combine(datasets::Small3x3Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
Giorgio Arena | 149fdf3 | 2018-07-04 17:03:33 +0100 | [diff] [blame] | 123 | framework::dataset::concat(combine(datasets::Small3x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
| 124 | framework::dataset::concat(combine(datasets::Small1x3Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) })), |
Gian Marco Iodice | d28b751 | 2018-07-06 12:59:28 +0100 | [diff] [blame] | 125 | framework::dataset::concat(combine(datasets::Small5x5Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
| 126 | framework::dataset::concat(combine(datasets::Small5x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 127 | (combine(datasets::Small1x5Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) })))))))); |
| 128 | |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 129 | const auto SmallWinogradFilterTransformDatasetNHWC_F32 = |
| 130 | framework::dataset::concat(SmallWinogradFilterTransformDatasetNHWC_F16, |
| 131 | framework::dataset::concat(combine(datasets::Small7x7Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 2U) })), |
| 132 | framework::dataset::concat(combine(datasets::Small7x1Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 1U) })), |
| 133 | combine(datasets::Small1x7Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 2U) }))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 134 | |
| 135 | const auto LargeWinogradFilterTransformDatasetNCHW = |
| 136 | framework::dataset::concat(combine(datasets::Large3x3Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 2U), Size2D(4U, 4U) })), |
| 137 | framework::dataset::concat(combine(datasets::Large3x1Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 1U), Size2D(4U, 1U) })), |
| 138 | framework::dataset::concat(combine(datasets::Large1x3Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 2U), Size2D(1U, 4U) })), |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 139 | framework::dataset::concat(combine(datasets::Large5x5Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
| 140 | framework::dataset::concat(combine(datasets::Large5x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
| 141 | combine(datasets::Large1x5Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) }))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 142 | |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 143 | const auto LargeWinogradFilterTransformDatasetNHWC_F16 = |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 144 | framework::dataset::concat(combine(datasets::Large3x3Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
Gian Marco Iodice | d28b751 | 2018-07-06 12:59:28 +0100 | [diff] [blame] | 145 | framework::dataset::concat(combine(datasets::Large3x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
| 146 | framework::dataset::concat(combine(datasets::Large1x3Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) })), |
| 147 | framework::dataset::concat(combine(datasets::Large5x5Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
| 148 | framework::dataset::concat(combine(datasets::Large5x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
| 149 | combine(datasets::Large1x5Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) }))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 150 | |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 151 | const auto LargeWinogradFilterTransformDatasetNHWC_F32 = |
| 152 | framework::dataset::concat(LargeWinogradFilterTransformDatasetNHWC_F16, |
| 153 | framework::dataset::concat(combine(datasets::Large7x7Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 2U) })), |
| 154 | framework::dataset::concat(combine(datasets::Large7x1Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 1U) })), |
| 155 | combine(datasets::Large1x7Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 2U) }))))); |
| 156 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 157 | // Output transform |
| 158 | const auto SmallWinogradOutputTransformDatasetNCHW = datasets::SmallWinogradOutputTransformDatasetNCHW(); |
| 159 | |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 160 | const auto SmallWinogradOutputTransformDatasetNHWC_F16 = datasets::SmallWinogradOutputTransformDatasetNHWC_F16(); |
| 161 | |
| 162 | const auto SmallWinogradOutputTransformDatasetNHWC_F32 = datasets::SmallWinogradOutputTransformDatasetNHWC_F32(); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 163 | |
| 164 | const auto LargeWinogradOutputTransformDatasetNCHW = datasets::LargeWinogradOutputTransformDatasetNCHW(); |
| 165 | |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 166 | const auto LargeWinogradOutputTransformDatasetNHWC_F16 = datasets::LargeWinogradOutputTransformDatasetNHWC_F16(); |
| 167 | |
| 168 | const auto LargeWinogradOutputTransformDatasetNHWC_F32 = datasets::LargeWinogradOutputTransformDatasetNHWC_F32(); |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 169 | |
| 170 | //Activation Functions |
| 171 | const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo", |
| 172 | { |
| 173 | ActivationLayerInfo(), |
| 174 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| 175 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU), |
| 176 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU), |
Georgios Pinitas | 9d6a31c | 2019-02-25 14:33:25 +0000 | [diff] [blame] | 177 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LEAKY_RELU) |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 178 | }); |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 179 | const auto ActivationFunctionsSmallDataset = framework::dataset::make("ActivationInfo", |
| 180 | { |
| 181 | ActivationLayerInfo(), |
| 182 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU), |
Georgios Pinitas | 9d6a31c | 2019-02-25 14:33:25 +0000 | [diff] [blame] | 183 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LEAKY_RELU), |
| 184 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::SOFT_RELU) |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 185 | }); |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 186 | } // namespace |
| 187 | |
| 188 | using namespace arm_compute::misc::shape_calculator; |
| 189 | |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 190 | TEST_SUITE(CL) |
| 191 | TEST_SUITE(Winograd) |
| 192 | |
| 193 | TEST_SUITE(InputTransform) |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 194 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 195 | framework::dataset::make("InputInfo",{ |
| 196 | TensorInfo(TensorShape(53U, 21U, 5U, 3U), 1, DataType::F16), // F16 not supported |
| 197 | TensorInfo(TensorShape(53U, 21U, 5U, 3U), 1, DataType::QASYMM8), // QASYMM8 not supported |
| 198 | TensorInfo(TensorShape(53U, 21U, 5U, 3U), 1, DataType::F32), // Kernel size not supported |
| 199 | TensorInfo(TensorShape(53U, 21U, 5U, 3U), 1, DataType::F32), // Strides not supported |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 200 | TensorInfo(TensorShape(53U, 33U, 4U), 1, DataType::F32), // Padding needed |
| 201 | TensorInfo(TensorShape(34U, 42U, 7U, 3U), 1, DataType::F32), // Padding needed |
| 202 | TensorInfo(TensorShape(31U, 37U, 37U), 1, DataType::F32) // Padding needed |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 203 | }), |
| 204 | framework::dataset::make("OutputInfo", { |
| 205 | TensorInfo(TensorShape(5U, 5U, 16U, 3U), 1, DataType::F16), |
| 206 | TensorInfo(TensorShape(5U, 5U, 16U, 3U), 1, DataType::QASYMM8), |
| 207 | TensorInfo(TensorShape(5U, 5U, 16U, 3U), 1, DataType::F32), |
| 208 | TensorInfo(TensorShape(5U, 1U, 16U, 3U), 1, DataType::F32), |
| 209 | TensorInfo(TensorShape(4U, 442U, 16U), 1, DataType::F32), |
| 210 | TensorInfo(TensorShape(7U, 320U, 16U, 3U), 1, DataType::F32), |
| 211 | TensorInfo(TensorShape(37U, 304U, 16U), 1, DataType::F32) |
| 212 | })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 213 | framework::dataset::make("WinogradInfo", { |
| 214 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 21U), PadStrideInfo(1, 1, 1, 0), DataLayout::NCHW), |
| 215 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 21U), PadStrideInfo(1, 1, 0, 0), DataLayout::NCHW), |
| 216 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 21U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 217 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 21U), PadStrideInfo(2, 1, 1, 1), DataLayout::NCHW), |
| 218 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 33U), PadStrideInfo(1, 1, 0, 1), DataLayout::NCHW), |
| 219 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(34U, 42U), PadStrideInfo(1, 1, 0, 0), DataLayout::NCHW), |
| 220 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(31U, 37U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW) |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 221 | })), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 222 | framework::dataset::make("Expected", { false, false, false, false, false, false, false })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 223 | input_info, output_info, winograd_info, expected) |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 224 | { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 225 | ARM_COMPUTE_EXPECT(bool(CLWinogradInputTransform::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), winograd_info)) == expected, framework::LogLevel::ERRORS); |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 226 | } |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 227 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 228 | using CLWinogradInputTransformFixtureFP32 = WinogradInputTransformValidationFixture<CLTensor, CLAccessor, CLWinogradInputTransform, float>; |
| 229 | using CLWinogradInputTransformFixtureFP16 = WinogradInputTransformValidationFixture<CLTensor, CLAccessor, CLWinogradInputTransform, half>; |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 230 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 231 | TEST_SUITE(NCHW) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 232 | TEST_SUITE(FP32) |
| 233 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradInputTransformFixtureFP32, framework::DatasetMode::PRECOMMIT, combine(combine(SmallWinogradInputTransformDatasetNCHW, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 234 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 235 | framework::dataset::make("DataType", { DataType::F32 }))) |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 236 | { |
Giorgio Arena | fe5ef38 | 2018-04-17 10:14:10 +0100 | [diff] [blame] | 237 | validate(CLAccessor(_target), _reference, tolerance_f32); |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 238 | } |
| 239 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 240 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradInputTransformFixtureFP32, framework::DatasetMode::NIGHTLY, combine(combine(LargeWinogradInputTransformDatasetNCHW, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 241 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 242 | framework::dataset::make("DataType", { DataType::F32 }))) |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 243 | { |
Giorgio Arena | fe5ef38 | 2018-04-17 10:14:10 +0100 | [diff] [blame] | 244 | validate(CLAccessor(_target), _reference, tolerance_f32); |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 245 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 246 | TEST_SUITE_END() // FP32 |
| 247 | |
| 248 | TEST_SUITE(FP16) |
| 249 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradInputTransformFixtureFP16, framework::DatasetMode::PRECOMMIT, combine(combine(SmallWinogradInputTransformDatasetNCHW, |
| 250 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 251 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 252 | { |
| 253 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 254 | } |
| 255 | |
| 256 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradInputTransformFixtureFP16, framework::DatasetMode::NIGHTLY, combine(combine(LargeWinogradInputTransformDatasetNCHW, |
| 257 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 258 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 259 | { |
| 260 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 261 | } |
| 262 | TEST_SUITE_END() // FP16 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 263 | TEST_SUITE_END() // NCHW |
| 264 | |
| 265 | TEST_SUITE(NHWC) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 266 | TEST_SUITE(FP16) |
| 267 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradInputTransformFixtureFP16, framework::DatasetMode::PRECOMMIT, combine(combine(SmallWinogradInputTransformDatasetNHWC, |
| 268 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 269 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 270 | { |
| 271 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 272 | } |
| 273 | |
| 274 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradInputTransformFixtureFP16, framework::DatasetMode::NIGHTLY, combine(combine(LargeWinogradInputTransformDatasetNHWC, |
| 275 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 276 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 277 | { |
| 278 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 279 | } |
| 280 | TEST_SUITE_END() // FP16 |
| 281 | TEST_SUITE(FP32) |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 282 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradInputTransformFixtureFP32, framework::DatasetMode::PRECOMMIT, combine(combine(SmallWinogradInputTransformDatasetNHWC_FP32, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 283 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 284 | framework::dataset::make("DataType", { DataType::F32 }))) |
| 285 | { |
| 286 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 287 | } |
| 288 | |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 289 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradInputTransformFixtureFP32, framework::DatasetMode::NIGHTLY, combine(combine(LargeWinogradInputTransformDatasetNHWC_FP32, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 290 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 291 | framework::dataset::make("DataType", { DataType::F32 }))) |
| 292 | { |
| 293 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 294 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 295 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 296 | TEST_SUITE_END() // NHWC |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 297 | TEST_SUITE_END() // InputTransform |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 298 | |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 299 | TEST_SUITE(FilterTransform) |
Giorgio Arena | 2d9de0a | 2018-03-15 17:58:20 +0000 | [diff] [blame] | 300 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 301 | framework::dataset::make("InputInfo",{ |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 302 | TensorInfo(TensorShape(3U, 3U, 5U, 3U), 1, DataType::F16), // F16 supported |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 303 | TensorInfo(TensorShape(3U, 3U, 5U, 3U), 1, DataType::QASYMM8), // QASYMM8 not supported |
| 304 | TensorInfo(TensorShape(5U, 5U, 5U, 3U), 1, DataType::F32), // Kernel size not supported |
Giorgio Arena | 2d9de0a | 2018-03-15 17:58:20 +0000 | [diff] [blame] | 305 | TensorInfo(TensorShape(3U, 3U), 1, DataType::F32), // Output tile not supported |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 306 | TensorInfo(TensorShape(3U, 3U, 5U, 3U), 1, DataType::F32), // valid |
| 307 | TensorInfo(TensorShape(3U, 3U, 37U, 2U), 1, DataType::F32), // valid |
| 308 | TensorInfo(TensorShape(3U, 3U, 37U, 22U), 1, DataType::F32) // valid |
| 309 | }), |
| 310 | framework::dataset::make("OutputInfo", { |
| 311 | TensorInfo(TensorShape(3U, 5U, 16U), 1, DataType::F16), |
| 312 | TensorInfo(TensorShape(3U, 5U, 16U), 1, DataType::QASYMM8), |
| 313 | TensorInfo(TensorShape(3U, 5U, 16U), 1, DataType::F32), |
| 314 | TensorInfo(TensorShape(1U, 1U, 16U), 1, DataType::F32), |
| 315 | TensorInfo(TensorShape(3U, 5U, 16U), 1, DataType::F32), |
| 316 | TensorInfo(TensorShape(2U, 37U, 16U), 1, DataType::F32), |
Giorgio Arena | 2d9de0a | 2018-03-15 17:58:20 +0000 | [diff] [blame] | 317 | TensorInfo(TensorShape(22U, 37U, 36U), 1, DataType::F32) |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 318 | })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 319 | framework::dataset::make("WinogradInfo", { |
| 320 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ), |
| 321 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ), |
| 322 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ), |
| 323 | WinogradInfo(Size2D(3U, 3U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ), |
| 324 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ), |
| 325 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ), |
| 326 | WinogradInfo(Size2D(4U, 4U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ) |
| 327 | })), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 328 | framework::dataset::make("Expected", { true, false, false, false, true, true, true })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 329 | input_info, output_info, winograd_info, expected) |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 330 | { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 331 | ARM_COMPUTE_EXPECT(bool(CLWinogradFilterTransformKernel::validate(&input_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), winograd_info)) == expected, framework::LogLevel::ERRORS); |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 332 | } |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 333 | |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 334 | using CLWinogradFilterTransform = CLSynthetizeFunctionWithZeroConstantBorder<CLWinogradFilterTransformKernel, 0>; |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 335 | using CLWinogradFilterTransformFixtureFP32 = WinogradFilterTransformValidationFixture<CLTensor, CLAccessor, CLWinogradFilterTransform, float>; |
| 336 | using CLWinogradFilterTransformFixtureFP16 = WinogradFilterTransformValidationFixture<CLTensor, CLAccessor, CLWinogradFilterTransform, half>; |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 337 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 338 | TEST_SUITE(NCHW) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 339 | TEST_SUITE(FP32) |
| 340 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradFilterTransformFixtureFP32, framework::DatasetMode::PRECOMMIT, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 341 | combine(combine(SmallWinogradFilterTransformDatasetNCHW, |
| 342 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 343 | framework::dataset::make("DataType", { DataType::F32 }))) |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 344 | { |
| 345 | // Validate output |
| 346 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 347 | } |
| 348 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 349 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradFilterTransformFixtureFP32, framework::DatasetMode::NIGHTLY, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 350 | combine(combine(LargeWinogradFilterTransformDatasetNCHW, |
| 351 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 352 | framework::dataset::make("DataType", { DataType::F32 }))) |
| 353 | { |
| 354 | // Validate output |
| 355 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 356 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 357 | TEST_SUITE_END() // FP32 |
| 358 | TEST_SUITE(FP16) |
| 359 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradFilterTransformFixtureFP16, framework::DatasetMode::PRECOMMIT, |
| 360 | combine(combine(SmallWinogradFilterTransformDatasetNCHW, |
| 361 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 362 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 363 | { |
| 364 | // Validate output |
| 365 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 366 | } |
| 367 | |
| 368 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradFilterTransformFixtureFP16, framework::DatasetMode::NIGHTLY, |
| 369 | combine(combine(LargeWinogradFilterTransformDatasetNCHW, |
| 370 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 371 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 372 | { |
| 373 | // Validate output |
| 374 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 375 | } |
| 376 | TEST_SUITE_END() // FP16 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 377 | TEST_SUITE_END() // NCHW |
| 378 | |
| 379 | TEST_SUITE(NHWC) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 380 | TEST_SUITE(FP16) |
| 381 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradFilterTransformFixtureFP16, framework::DatasetMode::PRECOMMIT, |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 382 | combine(combine(SmallWinogradFilterTransformDatasetNHWC_F16, |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 383 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 384 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 385 | { |
| 386 | // Validate output |
| 387 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 388 | } |
| 389 | |
| 390 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradFilterTransformFixtureFP16, framework::DatasetMode::NIGHTLY, |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 391 | combine(combine(LargeWinogradFilterTransformDatasetNHWC_F16, |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 392 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 393 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 394 | { |
| 395 | // Validate output |
| 396 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 397 | } |
| 398 | TEST_SUITE_END() // FP16 |
| 399 | TEST_SUITE(FP32) |
| 400 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradFilterTransformFixtureFP32, framework::DatasetMode::PRECOMMIT, |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 401 | combine(combine(SmallWinogradFilterTransformDatasetNHWC_F32, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 402 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 403 | framework::dataset::make("DataType", { DataType::F32 }))) |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 404 | { |
| 405 | // Validate output |
| 406 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 407 | } |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 408 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 409 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradFilterTransformFixtureFP32, framework::DatasetMode::NIGHTLY, |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 410 | combine(combine(LargeWinogradFilterTransformDatasetNHWC_F32, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 411 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 412 | framework::dataset::make("DataType", { DataType::F32 }))) |
| 413 | { |
| 414 | // Validate output |
| 415 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 416 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 417 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 418 | TEST_SUITE_END() // NHWC |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 419 | TEST_SUITE_END() // FilterTransform |
| 420 | |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 421 | TEST_SUITE(OutputTransform) |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 422 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 423 | framework::dataset::make("InputInfo",{ |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 424 | TensorInfo(TensorShape(512U, 49U, 16U, 5U), 1, DataType::F16), // F16 supported |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 425 | TensorInfo(TensorShape(512U, 49U, 16U, 5U), 1, DataType::QASYMM8), // QASYMM8 not supported |
| 426 | TensorInfo(TensorShape(512U, 49U, 16U, 5U), 1, DataType::F32), // Kernel size not supported |
| 427 | TensorInfo(TensorShape(512U, 49U, 16U, 5U), 1, DataType::F32), // Valid |
| 428 | TensorInfo(TensorShape(13U, 108U, 16U, 4U), 1, DataType::F32), // Padding needed |
| 429 | TensorInfo(TensorShape(7U, 20U, 16U, 7U), 1, DataType::F32), // Valid |
Gian Marco Iodice | e52a300 | 2018-04-11 15:59:10 +0100 | [diff] [blame] | 430 | TensorInfo(TensorShape(7U, 20U, 16U, 7U), 1, DataType::F32), // Wrong WinogradInfo |
| 431 | TensorInfo(TensorShape(7U, 256U, 36U, 3U), 1, DataType::F32), // Valid |
| 432 | TensorInfo(TensorShape(7U, 256U, 16U, 3U), 1, DataType::F32) // Wrong number of batches |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 433 | }), |
| 434 | framework::dataset::make("BiasInfo", { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 435 | TensorInfo(TensorShape(512U), 1, DataType::F16), |
| 436 | TensorInfo(TensorShape(512U), 1, DataType::QASYMM8), |
| 437 | TensorInfo(TensorShape(512U), 1, DataType::F32), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 438 | TensorInfo(TensorShape(512U), 1, DataType::F32), |
| 439 | TensorInfo(TensorShape(13U), 1, DataType::F32), |
| 440 | TensorInfo(TensorShape(7U), 1, DataType::F32), |
Gian Marco Iodice | e52a300 | 2018-04-11 15:59:10 +0100 | [diff] [blame] | 441 | TensorInfo(TensorShape(7U), 1, DataType::F32), |
| 442 | TensorInfo(TensorShape(7U), 1, DataType::F32), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 443 | TensorInfo(TensorShape(7U), 1, DataType::F32) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 444 | })), |
| 445 | framework::dataset::make("OutputInfo", { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 446 | TensorInfo(TensorShape(14U, 14U, 512U, 5U), 1, DataType::F16), |
| 447 | TensorInfo(TensorShape(14U, 14U, 512U, 5U), 1, DataType::QASYMM8), |
| 448 | TensorInfo(TensorShape(14U, 14U, 512U, 5U), 1, DataType::F32), |
| 449 | TensorInfo(TensorShape(14U, 14U, 512U, 5U), 1, DataType::F32), |
| 450 | TensorInfo(TensorShape(17U, 23U, 13U, 4U), 1, DataType::F32), |
| 451 | TensorInfo(TensorShape(8U, 10U, 7U, 7U), 1, DataType::F32), |
Gian Marco Iodice | e52a300 | 2018-04-11 15:59:10 +0100 | [diff] [blame] | 452 | TensorInfo(TensorShape(7U, 9U, 7U, 7U), 1, DataType::F32), |
| 453 | TensorInfo(TensorShape(64U, 64U, 7U, 3U), 1, DataType::F32), |
| 454 | TensorInfo(TensorShape(64U, 64U, 7U, 3U), 1, DataType::F32) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 455 | })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 456 | framework::dataset::make("WinogradInfo", { |
| 457 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(14U, 14U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 458 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(14U, 14U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 459 | WinogradInfo(Size2D(2U, 2U), Size2D(5U, 5U), Size2D(14U, 14U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 460 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(14U, 14U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 461 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(17U, 23U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 462 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(8U, 10U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 463 | WinogradInfo(Size2D(2U, 3U), Size2D(3U, 3U), Size2D(8U, 10U), PadStrideInfo(1, 1, 0, 0), DataLayout::NCHW), |
Gian Marco Iodice | e52a300 | 2018-04-11 15:59:10 +0100 | [diff] [blame] | 464 | WinogradInfo(Size2D(4U, 4U), Size2D(3U, 3U), Size2D(64U, 64U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 465 | WinogradInfo(Size2D(4U, 4U), Size2D(3U, 3U), Size2D(64U, 64U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 466 | })), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 467 | framework::dataset::make("Expected", { true, false, false, true, false, true, false, true, false })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 468 | input_info, bias_info, output_info, winograd_info, expected) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 469 | { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 470 | ARM_COMPUTE_EXPECT(bool(CLWinogradOutputTransformKernel::validate(&input_info.clone()->set_is_resizable(false), &bias_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), winograd_info)) == expected, framework::LogLevel::ERRORS); |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 471 | } |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 472 | |
| 473 | using CLWinogradOutputTransform = CLSynthetizeFunctionWithZeroConstantBorder<CLWinogradOutputTransformKernel, 0>; |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 474 | using CLWinogradOutputTransformFixtureFP32 = WinogradOutputTransformValidationFixture<CLTensor, CLAccessor, CLWinogradOutputTransform, float>; |
| 475 | using CLWinogradOutputTransformFixtureFP16 = WinogradOutputTransformValidationFixture<CLTensor, CLAccessor, CLWinogradOutputTransform, half>; |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 476 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 477 | TEST_SUITE(NCHW) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 478 | TEST_SUITE(FP16) |
| 479 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradOutputTransformFixtureFP16, framework::DatasetMode::ALL, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 480 | combine(combine(SmallWinogradOutputTransformDatasetNCHW, |
| 481 | framework::dataset::make("DataType", { DataType::F16 })), |
| 482 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 483 | { |
| 484 | // Validate output |
| 485 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 486 | } |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 487 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 488 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradOutputTransformFixtureFP16, framework::DatasetMode::NIGHTLY, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 489 | combine(combine(LargeWinogradOutputTransformDatasetNCHW, |
| 490 | framework::dataset::make("DataType", { DataType::F16 })), |
| 491 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 492 | { |
| 493 | // Validate output |
| 494 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 495 | } |
| 496 | TEST_SUITE_END() // FP16 |
| 497 | TEST_SUITE(FP32) |
| 498 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradOutputTransformFixtureFP32, framework::DatasetMode::ALL, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 499 | combine(combine(SmallWinogradOutputTransformDatasetNCHW, |
| 500 | framework::dataset::make("DataType", { DataType::F32 })), |
| 501 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 502 | { |
| 503 | // Validate output |
| 504 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 505 | } |
| 506 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 507 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradOutputTransformFixtureFP32, framework::DatasetMode::NIGHTLY, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 508 | combine(combine(LargeWinogradOutputTransformDatasetNCHW, |
| 509 | framework::dataset::make("DataType", { DataType::F32 })), |
| 510 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 511 | { |
| 512 | // Validate output |
| 513 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 514 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 515 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 516 | TEST_SUITE_END() // NCHW |
| 517 | |
| 518 | TEST_SUITE(NHWC) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 519 | TEST_SUITE(FP16) |
| 520 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradOutputTransformFixtureFP16, framework::DatasetMode::ALL, |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 521 | combine(combine(SmallWinogradOutputTransformDatasetNHWC_F16, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 522 | framework::dataset::make("DataType", { DataType::F16 })), |
| 523 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 524 | { |
| 525 | // Validate output |
| 526 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 527 | } |
| 528 | |
| 529 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradOutputTransformFixtureFP16, framework::DatasetMode::NIGHTLY, |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 530 | combine(combine(LargeWinogradOutputTransformDatasetNHWC_F16, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 531 | framework::dataset::make("DataType", { DataType::F16 })), |
| 532 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 533 | { |
| 534 | // Validate output |
| 535 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 536 | } |
| 537 | TEST_SUITE_END() // FP16 |
| 538 | TEST_SUITE(FP32) |
| 539 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradOutputTransformFixtureFP32, framework::DatasetMode::ALL, |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 540 | combine(combine(SmallWinogradOutputTransformDatasetNHWC_F32, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 541 | framework::dataset::make("DataType", { DataType::F32 })), |
| 542 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 543 | { |
| 544 | // Validate output |
| 545 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 546 | } |
| 547 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 548 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradOutputTransformFixtureFP32, framework::DatasetMode::NIGHTLY, |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 549 | combine(combine(LargeWinogradOutputTransformDatasetNHWC_F32, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 550 | framework::dataset::make("DataType", { DataType::F32 })), |
| 551 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 552 | { |
| 553 | // Validate output |
| 554 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 555 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 556 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 557 | TEST_SUITE_END() // NHWC |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 558 | TEST_SUITE_END() // OutputTransform |
| 559 | |
| 560 | TEST_SUITE(ConvolutionLayer) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 561 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(zip( |
| 562 | framework::dataset::make("InputInfo", { |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 563 | TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F16), // Insufficient padding |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 564 | TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32), // Datatype mismatch |
| 565 | TensorInfo(TensorShape(23U, 27U, 5U, 4U), 1, DataType::F32), // Stride y not supported |
| 566 | TensorInfo(TensorShape(16U, 16U, 8U), 1, DataType::F32), // Padding needed |
| 567 | TensorInfo(TensorShape(33U, 27U, 7U, 4U), 1, DataType::F32) // Kernel size not supported |
| 568 | }), |
| 569 | framework::dataset::make("WeightsInfo", { |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 570 | TensorInfo(TensorShape(3U, 3U, 2U, 19U), 1, DataType::F16), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 571 | TensorInfo(TensorShape(3U, 3U, 2U, 19U), 1, DataType::QASYMM8), |
| 572 | TensorInfo(TensorShape(3U, 3U, 5U, 21U), 1, DataType::F32), |
| 573 | TensorInfo(TensorShape(3U, 3U, 8U, 16U), 1, DataType::F32), |
| 574 | TensorInfo(TensorShape(5U, 5U, 7U, 16U), 1, DataType::F16) |
| 575 | })), |
| 576 | framework::dataset::make("BiasesInfo", { |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 577 | TensorInfo(TensorShape(19U), 1, DataType::F16), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 578 | TensorInfo(TensorShape(19U), 1, DataType::F32), |
| 579 | TensorInfo(TensorShape(21U), 1, DataType::F32), |
| 580 | TensorInfo(TensorShape(16U), 1, DataType::F32), |
| 581 | TensorInfo(TensorShape(16U), 1, DataType::F32) |
| 582 | })), |
| 583 | framework::dataset::make("OutputInfo", { |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 584 | TensorInfo(TensorShape(17U, 31U, 19U), 1, DataType::F16), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 585 | TensorInfo(TensorShape(15U, 15U, 19U), 1, DataType::F32), |
| 586 | TensorInfo(TensorShape(21U, 25U, 21U, 4U), 1, DataType::F32), |
| 587 | TensorInfo(TensorShape(16U, 16U, 16U), 1, DataType::F32), |
| 588 | TensorInfo(TensorShape(11U, 12U, 16U, 4U), 1, DataType::F32) |
| 589 | })), |
| 590 | framework::dataset::make("ConvInfo", { |
| 591 | PadStrideInfo(1, 1, 1, 1), |
| 592 | PadStrideInfo(1, 1, 1, 1), |
| 593 | PadStrideInfo(1, 2, 0, 0), |
| 594 | PadStrideInfo(1, 1, 1, 1), |
| 595 | PadStrideInfo(1, 1, 1, 0) |
| 596 | })), |
| 597 | framework::dataset::make("Expected", { false, false, false, false, false })), |
| 598 | input_info, weights_info, bias_info, output_info, conv_info, expected) |
| 599 | { |
| 600 | ARM_COMPUTE_EXPECT(bool(CLWinogradConvolutionLayer::validate(&input_info.clone()->set_is_resizable(false), &weights_info.clone()->set_is_resizable(false), &bias_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), conv_info)) == expected, framework::LogLevel::ERRORS); |
| 601 | } |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 602 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 603 | TEST_SUITE(FP32) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 604 | using CLWinogradConvolutionLayerFastMathFixture = WinogradConvolutionLayerFastMathValidationFixture<CLTensor, CLAccessor, CLWinogradConvolutionLayer, float>; |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 605 | TEST_SUITE(Conv3x3) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 606 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 607 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer3x3Dataset(), |
| 608 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 609 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 610 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 611 | { |
| 612 | // Validate output |
Gian Marco Iodice | 4497e81 | 2018-05-08 16:36:52 +0100 | [diff] [blame] | 613 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 614 | } |
| 615 | |
| 616 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 617 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer3x3Dataset(), |
| 618 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 619 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 620 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 621 | { |
| 622 | // Validate output |
Gian Marco Iodice | 4497e81 | 2018-05-08 16:36:52 +0100 | [diff] [blame] | 623 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 624 | } |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 625 | TEST_SUITE_END() // Conv3x3 |
| 626 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 627 | TEST_SUITE(Conv3x1) |
| 628 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
| 629 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer3x1Dataset(), |
| 630 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 631 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 632 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 633 | { |
| 634 | // Validate output |
| 635 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 636 | } |
| 637 | |
| 638 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
| 639 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer3x1Dataset(), |
| 640 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 641 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 642 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 643 | { |
| 644 | // Validate output |
| 645 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 646 | } |
| 647 | TEST_SUITE_END() // Conv3x1 |
| 648 | |
| 649 | TEST_SUITE(Conv1x3) |
| 650 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
| 651 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer1x3Dataset(), |
| 652 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 653 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 654 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 655 | { |
| 656 | // Validate output |
| 657 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 658 | } |
| 659 | |
| 660 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
| 661 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer1x3Dataset(), |
| 662 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 663 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 664 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 665 | { |
| 666 | // Validate output |
| 667 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 668 | } |
| 669 | TEST_SUITE_END() // Conv1x3 |
| 670 | |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 671 | TEST_SUITE(Conv5x5) |
| 672 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 673 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer5x5Dataset(), |
| 674 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 675 | ActivationFunctionsSmallDataset ), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 676 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 677 | |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 678 | { |
| 679 | // Validate output |
Gian Marco Iodice | 4497e81 | 2018-05-08 16:36:52 +0100 | [diff] [blame] | 680 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 681 | } |
| 682 | |
| 683 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 684 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer5x5Dataset(), |
| 685 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 686 | ActivationFunctionsDataset ), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 687 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 688 | |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 689 | { |
| 690 | // Validate output |
Gian Marco Iodice | 4497e81 | 2018-05-08 16:36:52 +0100 | [diff] [blame] | 691 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 692 | } |
| 693 | TEST_SUITE_END() // Conv5x5 |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 694 | |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 695 | TEST_SUITE(Conv5x1) |
| 696 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
| 697 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer5x1Dataset(), |
| 698 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 699 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 700 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 701 | |
| 702 | { |
| 703 | // Validate output |
| 704 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 705 | } |
| 706 | |
| 707 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
| 708 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer5x1Dataset(), |
| 709 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 710 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 711 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 712 | |
| 713 | { |
| 714 | // Validate output |
| 715 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 716 | } |
| 717 | TEST_SUITE_END() // Conv5x1 |
| 718 | |
| 719 | TEST_SUITE(Conv1x5) |
| 720 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
| 721 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer1x5Dataset(), |
| 722 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 723 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 724 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 725 | |
| 726 | { |
| 727 | // Validate output |
| 728 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 729 | } |
| 730 | |
| 731 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
| 732 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer1x5Dataset(), |
| 733 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 734 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 735 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 736 | |
| 737 | { |
| 738 | // Validate output |
| 739 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 740 | } |
| 741 | TEST_SUITE_END() // Conv1x5 |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 742 | TEST_SUITE_END() // FP32 |
| 743 | |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 744 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 745 | TEST_SUITE(FP16) |
| 746 | |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 747 | using CLWinogradConvolutionLayerFastMathFixture16 = WinogradConvolutionLayerFastMathValidationFixture<CLTensor, CLAccessor, CLWinogradConvolutionLayer, half, float>; |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 748 | TEST_SUITE(Conv3x3) |
| 749 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 750 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer3x3Dataset(), |
| 751 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 752 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 753 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 754 | { |
| 755 | // Validate output |
| 756 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16); |
| 757 | } |
| 758 | |
| 759 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 760 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer3x3Dataset(), |
| 761 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 762 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 763 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 764 | { |
| 765 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 766 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num, abs_tolerance_convolution_layer_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 767 | } |
| 768 | TEST_SUITE_END() // Conv3x3 |
| 769 | |
| 770 | TEST_SUITE(Conv3x1) |
| 771 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 772 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer3x1Dataset(), |
| 773 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 774 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 775 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 776 | { |
| 777 | // Validate output |
| 778 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16); |
| 779 | } |
| 780 | |
| 781 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 782 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer3x1Dataset(), |
| 783 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 784 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 785 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 786 | { |
| 787 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 788 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num, abs_tolerance_convolution_layer_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 789 | } |
| 790 | TEST_SUITE_END() // Conv3x1 |
| 791 | |
| 792 | TEST_SUITE(Conv1x3) |
| 793 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 794 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer1x3Dataset(), |
| 795 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 796 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 797 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 798 | { |
| 799 | // Validate output |
| 800 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16); |
| 801 | } |
| 802 | |
| 803 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 804 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer1x3Dataset(), |
| 805 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 806 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 807 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 808 | { |
| 809 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 810 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num, abs_tolerance_convolution_layer_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 811 | } |
| 812 | TEST_SUITE_END() // Conv1x3 |
| 813 | |
| 814 | TEST_SUITE(Conv5x5) |
| 815 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 816 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer5x5Dataset(), |
| 817 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 818 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 819 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 820 | |
| 821 | { |
| 822 | // Validate output |
| 823 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16); |
| 824 | } |
| 825 | |
| 826 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 827 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer5x5Dataset(), |
| 828 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 829 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 830 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 831 | |
| 832 | { |
| 833 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 834 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num, abs_tolerance_convolution_layer_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 835 | } |
| 836 | TEST_SUITE_END() // Conv5x5 |
| 837 | |
| 838 | TEST_SUITE(Conv5x1) |
| 839 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 840 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer5x1Dataset(), |
| 841 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 842 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 843 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 844 | |
| 845 | { |
| 846 | // Validate output |
| 847 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16); |
| 848 | } |
| 849 | |
| 850 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 851 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer5x1Dataset(), |
| 852 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 853 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 854 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 855 | |
| 856 | { |
| 857 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 858 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num, abs_tolerance_convolution_layer_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 859 | } |
| 860 | TEST_SUITE_END() // Conv5x1 |
| 861 | |
| 862 | TEST_SUITE(Conv1x5) |
| 863 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 864 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer1x5Dataset(), |
| 865 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 866 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 867 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 868 | |
| 869 | { |
| 870 | // Validate output |
| 871 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16); |
| 872 | } |
| 873 | |
| 874 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 875 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer1x5Dataset(), |
| 876 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 877 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 878 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 879 | |
| 880 | { |
| 881 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 882 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num, abs_tolerance_convolution_layer_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 883 | } |
| 884 | TEST_SUITE_END() // Conv1x5 |
| 885 | |
| 886 | TEST_SUITE_END() // FP16 |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 887 | |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 888 | TEST_SUITE_END() // ConvolutionLayer |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 889 | TEST_SUITE_END() // Winograd |
| 890 | TEST_SUITE_END() // CL |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 891 | } // namespace validation |
| 892 | } // namespace test |
| 893 | } // namespace arm_compute |