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