Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [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 */ |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 64 | constexpr float tolerance_num_f16 = 0.15f; /**< Tolerance number */ |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 65 | |
| 66 | // Input transform |
| 67 | const auto SmallWinogradInputTransformDatasetNCHW = |
| 68 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset2x2_3x3(), |
| 69 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset2x1_3x1(), |
| 70 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset1x2_1x3(), |
| 71 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x4_3x3(), |
| 72 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x1_3x1(), |
| 73 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset1x4_1x3(), |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 74 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x4_5x5(), |
| 75 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x1_5x1(), |
| 76 | datasets::SmallWinogradInputTransformDataset1x4_1x5())))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 77 | |
| 78 | const auto SmallWinogradInputTransformDatasetNHWC = framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x4_3x3(), |
Giorgio Arena | 149fdf3 | 2018-07-04 17:03:33 +0100 | [diff] [blame] | 79 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x1_3x1(), |
| 80 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset1x4_1x3(), |
Gian Marco Iodice | d28b751 | 2018-07-06 12:59:28 +0100 | [diff] [blame] | 81 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x4_5x5(), |
| 82 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset4x1_5x1(), |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 83 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset1x4_1x5(), |
| 84 | framework::dataset::concat(datasets::SmallWinogradInputTransformDataset2x1_7x1(), |
| 85 | datasets::SmallWinogradInputTransformDataset1x2_1x7()))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 86 | |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 87 | const auto SmallWinogradInputTransformDatasetNHWC_FP32 = framework::dataset::concat(SmallWinogradInputTransformDatasetNHWC, |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 88 | datasets::SmallWinogradInputTransformDataset2x2_7x7()); |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 89 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 90 | const auto LargeWinogradInputTransformDatasetNCHW = |
| 91 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset2x2_3x3(), |
| 92 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset2x1_3x1(), |
| 93 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset1x2_1x3(), |
| 94 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x4_3x3(), |
| 95 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x1_3x1(), |
| 96 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset1x4_1x3(), |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 97 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x4_5x5(), |
| 98 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x1_5x1(), |
Georgios Pinitas | 0c81684 | 2019-12-20 15:07:43 +0000 | [diff] [blame] | 99 | datasets::LargeWinogradInputTransformDataset1x4_1x5())))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 100 | |
| 101 | const auto LargeWinogradInputTransformDatasetNHWC = |
| 102 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x4_3x3(), |
Gian Marco Iodice | d28b751 | 2018-07-06 12:59:28 +0100 | [diff] [blame] | 103 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x4_5x5(), |
| 104 | framework::dataset::concat(datasets::LargeWinogradInputTransformDataset4x1_5x1(), |
| 105 | datasets::LargeWinogradInputTransformDataset1x4_1x5()))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 106 | |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 107 | const auto LargeWinogradInputTransformDatasetNHWC_FP32 = |
| 108 | framework::dataset::concat(LargeWinogradInputTransformDatasetNHWC, |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 109 | (datasets::LargeWinogradInputTransformDataset2x2_7x7())); |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 110 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 111 | // Filter transform |
| 112 | const auto SmallWinogradFilterTransformDatasetNCHW = |
| 113 | framework::dataset::concat(combine(datasets::Small3x3Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 2U), Size2D(4U, 4U) })), |
| 114 | framework::dataset::concat(combine(datasets::Small3x1Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 1U), Size2D(4U, 1U) })), |
| 115 | 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] | 116 | framework::dataset::concat(combine(datasets::Small5x5Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
| 117 | framework::dataset::concat(combine(datasets::Small5x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
| 118 | combine(datasets::Small1x5Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) }))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 119 | |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 120 | const auto SmallWinogradFilterTransformDatasetNHWC_F16 = |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 121 | 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] | 122 | framework::dataset::concat(combine(datasets::Small3x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
| 123 | 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] | 124 | framework::dataset::concat(combine(datasets::Small5x5Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
| 125 | framework::dataset::concat(combine(datasets::Small5x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 126 | framework::dataset::concat(combine(datasets::Small1x5Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) })), |
| 127 | framework::dataset::concat(combine(datasets::Small1x7Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 2U) })), |
| 128 | combine(datasets::Small7x1Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 1U) }))))))))); |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 129 | |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 130 | const auto SmallWinogradFilterTransformDatasetNHWC_F32 = |
| 131 | framework::dataset::concat(SmallWinogradFilterTransformDatasetNHWC_F16, |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 132 | combine(datasets::Small7x7Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 2U) }))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 133 | |
| 134 | const auto LargeWinogradFilterTransformDatasetNCHW = |
| 135 | framework::dataset::concat(combine(datasets::Large3x3Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 2U), Size2D(4U, 4U) })), |
| 136 | framework::dataset::concat(combine(datasets::Large3x1Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 1U), Size2D(4U, 1U) })), |
| 137 | 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] | 138 | framework::dataset::concat(combine(datasets::Large5x5Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
| 139 | framework::dataset::concat(combine(datasets::Large5x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
| 140 | combine(datasets::Large1x5Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) }))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 141 | |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 142 | const auto LargeWinogradFilterTransformDatasetNHWC_F16 = |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 143 | 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] | 144 | framework::dataset::concat(combine(datasets::Large3x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
| 145 | framework::dataset::concat(combine(datasets::Large1x3Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) })), |
| 146 | framework::dataset::concat(combine(datasets::Large5x5Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 4U) })), |
| 147 | framework::dataset::concat(combine(datasets::Large5x1Shapes(), framework::dataset::make("OutputTile", { Size2D(4U, 1U) })), |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 148 | framework::dataset::concat(combine(datasets::Large1x5Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 4U) })), |
| 149 | framework::dataset::concat(combine(datasets::Large7x1Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 1U) })), |
| 150 | combine(datasets::Large1x7Shapes(), framework::dataset::make("OutputTile", { Size2D(1U, 2U) }))))))))); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 151 | |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 152 | const auto LargeWinogradFilterTransformDatasetNHWC_F32 = |
| 153 | framework::dataset::concat(LargeWinogradFilterTransformDatasetNHWC_F16, |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 154 | combine(datasets::Large7x7Shapes(), framework::dataset::make("OutputTile", { Size2D(2U, 2U) }))); |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 155 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 156 | // Output transform |
| 157 | const auto SmallWinogradOutputTransformDatasetNCHW = datasets::SmallWinogradOutputTransformDatasetNCHW(); |
| 158 | |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 159 | const auto SmallWinogradOutputTransformDatasetNHWC_F16 = datasets::SmallWinogradOutputTransformDatasetNHWC_F16(); |
| 160 | |
| 161 | const auto SmallWinogradOutputTransformDatasetNHWC_F32 = datasets::SmallWinogradOutputTransformDatasetNHWC_F32(); |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 162 | |
| 163 | const auto LargeWinogradOutputTransformDatasetNCHW = datasets::LargeWinogradOutputTransformDatasetNCHW(); |
| 164 | |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 165 | const auto LargeWinogradOutputTransformDatasetNHWC_F16 = datasets::LargeWinogradOutputTransformDatasetNHWC_F16(); |
| 166 | |
| 167 | const auto LargeWinogradOutputTransformDatasetNHWC_F32 = datasets::LargeWinogradOutputTransformDatasetNHWC_F32(); |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 168 | |
| 169 | //Activation Functions |
| 170 | const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo", |
| 171 | { |
| 172 | ActivationLayerInfo(), |
| 173 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| 174 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU), |
| 175 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU), |
Georgios Pinitas | 9d6a31c | 2019-02-25 14:33:25 +0000 | [diff] [blame] | 176 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LEAKY_RELU) |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 177 | }); |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 178 | const auto ActivationFunctionsSmallDataset = framework::dataset::make("ActivationInfo", |
| 179 | { |
| 180 | ActivationLayerInfo(), |
| 181 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU), |
Georgios Pinitas | 9d6a31c | 2019-02-25 14:33:25 +0000 | [diff] [blame] | 182 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LEAKY_RELU), |
| 183 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::SOFT_RELU) |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 184 | }); |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 185 | } // namespace |
| 186 | |
| 187 | using namespace arm_compute::misc::shape_calculator; |
| 188 | |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 189 | TEST_SUITE(CL) |
| 190 | TEST_SUITE(Winograd) |
| 191 | |
| 192 | TEST_SUITE(InputTransform) |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 193 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 194 | framework::dataset::make("InputInfo",{ |
| 195 | TensorInfo(TensorShape(53U, 21U, 5U, 3U), 1, DataType::F16), // F16 not supported |
| 196 | TensorInfo(TensorShape(53U, 21U, 5U, 3U), 1, DataType::QASYMM8), // QASYMM8 not supported |
| 197 | TensorInfo(TensorShape(53U, 21U, 5U, 3U), 1, DataType::F32), // Kernel size not supported |
| 198 | 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] | 199 | TensorInfo(TensorShape(53U, 33U, 4U), 1, DataType::F32), // Padding needed |
| 200 | TensorInfo(TensorShape(34U, 42U, 7U, 3U), 1, DataType::F32), // Padding needed |
| 201 | TensorInfo(TensorShape(31U, 37U, 37U), 1, DataType::F32) // Padding needed |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 202 | }), |
| 203 | framework::dataset::make("OutputInfo", { |
| 204 | TensorInfo(TensorShape(5U, 5U, 16U, 3U), 1, DataType::F16), |
| 205 | TensorInfo(TensorShape(5U, 5U, 16U, 3U), 1, DataType::QASYMM8), |
| 206 | TensorInfo(TensorShape(5U, 5U, 16U, 3U), 1, DataType::F32), |
| 207 | TensorInfo(TensorShape(5U, 1U, 16U, 3U), 1, DataType::F32), |
| 208 | TensorInfo(TensorShape(4U, 442U, 16U), 1, DataType::F32), |
| 209 | TensorInfo(TensorShape(7U, 320U, 16U, 3U), 1, DataType::F32), |
| 210 | TensorInfo(TensorShape(37U, 304U, 16U), 1, DataType::F32) |
| 211 | })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 212 | framework::dataset::make("WinogradInfo", { |
| 213 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 21U), PadStrideInfo(1, 1, 1, 0), DataLayout::NCHW), |
| 214 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 21U), PadStrideInfo(1, 1, 0, 0), DataLayout::NCHW), |
| 215 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 21U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 216 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 21U), PadStrideInfo(2, 1, 1, 1), DataLayout::NCHW), |
| 217 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(53U, 33U), PadStrideInfo(1, 1, 0, 1), DataLayout::NCHW), |
| 218 | WinogradInfo(Size2D(2, 2), Size2D(3, 3), Size2D(34U, 42U), PadStrideInfo(1, 1, 0, 0), DataLayout::NCHW), |
| 219 | 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] | 220 | })), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 221 | framework::dataset::make("Expected", { false, false, false, false, false, false, false })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 222 | input_info, output_info, winograd_info, expected) |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 223 | { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 224 | 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] | 225 | } |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 226 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 227 | using CLWinogradInputTransformFixtureFP32 = WinogradInputTransformValidationFixture<CLTensor, CLAccessor, CLWinogradInputTransform, float>; |
| 228 | using CLWinogradInputTransformFixtureFP16 = WinogradInputTransformValidationFixture<CLTensor, CLAccessor, CLWinogradInputTransform, half>; |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 229 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 230 | TEST_SUITE(NCHW) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 231 | TEST_SUITE(FP32) |
| 232 | 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] | 233 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 234 | framework::dataset::make("DataType", { DataType::F32 }))) |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 235 | { |
Giorgio Arena | fe5ef38 | 2018-04-17 10:14:10 +0100 | [diff] [blame] | 236 | validate(CLAccessor(_target), _reference, tolerance_f32); |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 237 | } |
| 238 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 239 | 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] | 240 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 241 | framework::dataset::make("DataType", { DataType::F32 }))) |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 242 | { |
Giorgio Arena | fe5ef38 | 2018-04-17 10:14:10 +0100 | [diff] [blame] | 243 | validate(CLAccessor(_target), _reference, tolerance_f32); |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 244 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 245 | TEST_SUITE_END() // FP32 |
| 246 | |
| 247 | TEST_SUITE(FP16) |
| 248 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradInputTransformFixtureFP16, framework::DatasetMode::PRECOMMIT, combine(combine(SmallWinogradInputTransformDatasetNCHW, |
| 249 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 250 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 251 | { |
| 252 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 253 | } |
| 254 | |
| 255 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradInputTransformFixtureFP16, framework::DatasetMode::NIGHTLY, combine(combine(LargeWinogradInputTransformDatasetNCHW, |
| 256 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 257 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 258 | { |
| 259 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 260 | } |
| 261 | TEST_SUITE_END() // FP16 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 262 | TEST_SUITE_END() // NCHW |
| 263 | |
| 264 | TEST_SUITE(NHWC) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 265 | TEST_SUITE(FP16) |
| 266 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradInputTransformFixtureFP16, framework::DatasetMode::PRECOMMIT, combine(combine(SmallWinogradInputTransformDatasetNHWC, |
| 267 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 268 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 269 | { |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 270 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 271 | } |
| 272 | |
| 273 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradInputTransformFixtureFP16, framework::DatasetMode::NIGHTLY, combine(combine(LargeWinogradInputTransformDatasetNHWC, |
| 274 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 275 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 276 | { |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 277 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 278 | } |
| 279 | TEST_SUITE_END() // FP16 |
| 280 | TEST_SUITE(FP32) |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 281 | 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] | 282 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 283 | framework::dataset::make("DataType", { DataType::F32 }))) |
| 284 | { |
| 285 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 286 | } |
| 287 | |
Michele Di Giorgio | f955d51 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 288 | 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] | 289 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 290 | framework::dataset::make("DataType", { DataType::F32 }))) |
| 291 | { |
| 292 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 293 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 294 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 295 | TEST_SUITE_END() // NHWC |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 296 | TEST_SUITE_END() // InputTransform |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 297 | |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 298 | TEST_SUITE(FilterTransform) |
Giorgio Arena | 2d9de0a | 2018-03-15 17:58:20 +0000 | [diff] [blame] | 299 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 300 | framework::dataset::make("InputInfo",{ |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 301 | TensorInfo(TensorShape(3U, 3U, 5U, 3U), 1, DataType::F16), // F16 supported |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 302 | TensorInfo(TensorShape(3U, 3U, 5U, 3U), 1, DataType::QASYMM8), // QASYMM8 not supported |
| 303 | 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] | 304 | TensorInfo(TensorShape(3U, 3U), 1, DataType::F32), // Output tile not supported |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 305 | TensorInfo(TensorShape(3U, 3U, 5U, 3U), 1, DataType::F32), // valid |
| 306 | TensorInfo(TensorShape(3U, 3U, 37U, 2U), 1, DataType::F32), // valid |
| 307 | TensorInfo(TensorShape(3U, 3U, 37U, 22U), 1, DataType::F32) // valid |
| 308 | }), |
| 309 | framework::dataset::make("OutputInfo", { |
| 310 | TensorInfo(TensorShape(3U, 5U, 16U), 1, DataType::F16), |
| 311 | TensorInfo(TensorShape(3U, 5U, 16U), 1, DataType::QASYMM8), |
| 312 | TensorInfo(TensorShape(3U, 5U, 16U), 1, DataType::F32), |
| 313 | TensorInfo(TensorShape(1U, 1U, 16U), 1, DataType::F32), |
| 314 | TensorInfo(TensorShape(3U, 5U, 16U), 1, DataType::F32), |
| 315 | TensorInfo(TensorShape(2U, 37U, 16U), 1, DataType::F32), |
Giorgio Arena | 2d9de0a | 2018-03-15 17:58:20 +0000 | [diff] [blame] | 316 | TensorInfo(TensorShape(22U, 37U, 36U), 1, DataType::F32) |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 317 | })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 318 | framework::dataset::make("WinogradInfo", { |
| 319 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ), |
| 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(3U, 3U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ), |
| 323 | WinogradInfo(Size2D(2U, 2U), 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(4U, 4U), Size2D(3U, 3U), Size2D() /* Not needed */, PadStrideInfo() /* Not needed */, DataLayout::NCHW /* Not needed */ ) |
| 326 | })), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 327 | framework::dataset::make("Expected", { true, false, false, false, true, true, true })), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 328 | input_info, output_info, winograd_info, expected) |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 329 | { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 330 | 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] | 331 | } |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 332 | |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 333 | using CLWinogradFilterTransform = CLSynthetizeFunctionWithZeroConstantBorder<CLWinogradFilterTransformKernel, 0>; |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 334 | using CLWinogradFilterTransformFixtureFP32 = WinogradFilterTransformValidationFixture<CLTensor, CLAccessor, CLWinogradFilterTransform, float>; |
| 335 | using CLWinogradFilterTransformFixtureFP16 = WinogradFilterTransformValidationFixture<CLTensor, CLAccessor, CLWinogradFilterTransform, half>; |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 336 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 337 | TEST_SUITE(NCHW) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 338 | TEST_SUITE(FP32) |
| 339 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradFilterTransformFixtureFP32, framework::DatasetMode::PRECOMMIT, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 340 | combine(combine(SmallWinogradFilterTransformDatasetNCHW, |
| 341 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 342 | framework::dataset::make("DataType", { DataType::F32 }))) |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 343 | { |
| 344 | // Validate output |
| 345 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 346 | } |
| 347 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 348 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradFilterTransformFixtureFP32, framework::DatasetMode::NIGHTLY, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 349 | combine(combine(LargeWinogradFilterTransformDatasetNCHW, |
| 350 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 351 | framework::dataset::make("DataType", { DataType::F32 }))) |
| 352 | { |
| 353 | // Validate output |
| 354 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 355 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 356 | TEST_SUITE_END() // FP32 |
| 357 | TEST_SUITE(FP16) |
| 358 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradFilterTransformFixtureFP16, framework::DatasetMode::PRECOMMIT, |
| 359 | combine(combine(SmallWinogradFilterTransformDatasetNCHW, |
| 360 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 361 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 362 | { |
| 363 | // Validate output |
| 364 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 365 | } |
| 366 | |
| 367 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradFilterTransformFixtureFP16, framework::DatasetMode::NIGHTLY, |
| 368 | combine(combine(LargeWinogradFilterTransformDatasetNCHW, |
| 369 | framework::dataset::make("DataLayout", { DataLayout::NCHW })), |
| 370 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 371 | { |
| 372 | // Validate output |
| 373 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 374 | } |
| 375 | TEST_SUITE_END() // FP16 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 376 | TEST_SUITE_END() // NCHW |
| 377 | |
| 378 | TEST_SUITE(NHWC) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 379 | TEST_SUITE(FP16) |
| 380 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradFilterTransformFixtureFP16, framework::DatasetMode::PRECOMMIT, |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 381 | combine(combine(SmallWinogradFilterTransformDatasetNHWC_F16, |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 382 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 383 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 384 | { |
| 385 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 386 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 387 | } |
| 388 | |
| 389 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradFilterTransformFixtureFP16, framework::DatasetMode::NIGHTLY, |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 390 | combine(combine(LargeWinogradFilterTransformDatasetNHWC_F16, |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 391 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 392 | framework::dataset::make("DataType", { DataType::F16 }))) |
| 393 | { |
| 394 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 395 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 396 | } |
| 397 | TEST_SUITE_END() // FP16 |
| 398 | TEST_SUITE(FP32) |
| 399 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradFilterTransformFixtureFP32, framework::DatasetMode::PRECOMMIT, |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 400 | combine(combine(SmallWinogradFilterTransformDatasetNHWC_F32, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 401 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 402 | framework::dataset::make("DataType", { DataType::F32 }))) |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 403 | { |
| 404 | // Validate output |
| 405 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 406 | } |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 407 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 408 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradFilterTransformFixtureFP32, framework::DatasetMode::NIGHTLY, |
Michele Di Giorgio | 881c684 | 2019-02-27 14:26:51 +0000 | [diff] [blame] | 409 | combine(combine(LargeWinogradFilterTransformDatasetNHWC_F32, |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 410 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 411 | framework::dataset::make("DataType", { DataType::F32 }))) |
| 412 | { |
| 413 | // Validate output |
| 414 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 415 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 416 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 417 | TEST_SUITE_END() // NHWC |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 418 | TEST_SUITE_END() // FilterTransform |
| 419 | |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 420 | TEST_SUITE(OutputTransform) |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 421 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 422 | framework::dataset::make("InputInfo",{ |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 423 | TensorInfo(TensorShape(512U, 49U, 16U, 5U), 1, DataType::F16), // F16 supported |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 424 | TensorInfo(TensorShape(512U, 49U, 16U, 5U), 1, DataType::QASYMM8), // QASYMM8 not supported |
| 425 | TensorInfo(TensorShape(512U, 49U, 16U, 5U), 1, DataType::F32), // Kernel size not supported |
| 426 | TensorInfo(TensorShape(512U, 49U, 16U, 5U), 1, DataType::F32), // Valid |
| 427 | TensorInfo(TensorShape(13U, 108U, 16U, 4U), 1, DataType::F32), // Padding needed |
| 428 | TensorInfo(TensorShape(7U, 20U, 16U, 7U), 1, DataType::F32), // Valid |
Gian Marco Iodice | e52a300 | 2018-04-11 15:59:10 +0100 | [diff] [blame] | 429 | TensorInfo(TensorShape(7U, 20U, 16U, 7U), 1, DataType::F32), // Wrong WinogradInfo |
| 430 | TensorInfo(TensorShape(7U, 256U, 36U, 3U), 1, DataType::F32), // Valid |
| 431 | 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] | 432 | }), |
| 433 | framework::dataset::make("BiasInfo", { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 434 | TensorInfo(TensorShape(512U), 1, DataType::F16), |
| 435 | TensorInfo(TensorShape(512U), 1, DataType::QASYMM8), |
| 436 | TensorInfo(TensorShape(512U), 1, DataType::F32), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 437 | TensorInfo(TensorShape(512U), 1, DataType::F32), |
| 438 | TensorInfo(TensorShape(13U), 1, DataType::F32), |
| 439 | TensorInfo(TensorShape(7U), 1, DataType::F32), |
Gian Marco Iodice | e52a300 | 2018-04-11 15:59:10 +0100 | [diff] [blame] | 440 | TensorInfo(TensorShape(7U), 1, DataType::F32), |
| 441 | TensorInfo(TensorShape(7U), 1, DataType::F32), |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 442 | TensorInfo(TensorShape(7U), 1, DataType::F32) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 443 | })), |
| 444 | framework::dataset::make("OutputInfo", { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 445 | TensorInfo(TensorShape(14U, 14U, 512U, 5U), 1, DataType::F16), |
| 446 | TensorInfo(TensorShape(14U, 14U, 512U, 5U), 1, DataType::QASYMM8), |
| 447 | TensorInfo(TensorShape(14U, 14U, 512U, 5U), 1, DataType::F32), |
| 448 | TensorInfo(TensorShape(14U, 14U, 512U, 5U), 1, DataType::F32), |
| 449 | TensorInfo(TensorShape(17U, 23U, 13U, 4U), 1, DataType::F32), |
| 450 | TensorInfo(TensorShape(8U, 10U, 7U, 7U), 1, DataType::F32), |
Gian Marco Iodice | e52a300 | 2018-04-11 15:59:10 +0100 | [diff] [blame] | 451 | TensorInfo(TensorShape(7U, 9U, 7U, 7U), 1, DataType::F32), |
| 452 | TensorInfo(TensorShape(64U, 64U, 7U, 3U), 1, DataType::F32), |
| 453 | TensorInfo(TensorShape(64U, 64U, 7U, 3U), 1, DataType::F32) |
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 | framework::dataset::make("WinogradInfo", { |
| 456 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(14U, 14U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 457 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(14U, 14U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 458 | WinogradInfo(Size2D(2U, 2U), Size2D(5U, 5U), Size2D(14U, 14U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 459 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(14U, 14U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 460 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(17U, 23U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 461 | WinogradInfo(Size2D(2U, 2U), Size2D(3U, 3U), Size2D(8U, 10U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 462 | 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] | 463 | WinogradInfo(Size2D(4U, 4U), Size2D(3U, 3U), Size2D(64U, 64U), PadStrideInfo(1, 1, 1, 1), DataLayout::NCHW), |
| 464 | 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] | 465 | })), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 466 | 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] | 467 | input_info, bias_info, output_info, winograd_info, expected) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 468 | { |
Gian Marco Iodice | 247f52c | 2018-03-22 11:24:56 +0000 | [diff] [blame] | 469 | 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] | 470 | } |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 471 | |
| 472 | using CLWinogradOutputTransform = CLSynthetizeFunctionWithZeroConstantBorder<CLWinogradOutputTransformKernel, 0>; |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 473 | using CLWinogradOutputTransformFixtureFP32 = WinogradOutputTransformValidationFixture<CLTensor, CLAccessor, CLWinogradOutputTransform, float>; |
| 474 | using CLWinogradOutputTransformFixtureFP16 = WinogradOutputTransformValidationFixture<CLTensor, CLAccessor, CLWinogradOutputTransform, half>; |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 475 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 476 | TEST_SUITE(NCHW) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 477 | TEST_SUITE(FP16) |
| 478 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradOutputTransformFixtureFP16, framework::DatasetMode::ALL, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 479 | combine(combine(SmallWinogradOutputTransformDatasetNCHW, |
| 480 | framework::dataset::make("DataType", { DataType::F16 })), |
| 481 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 482 | { |
| 483 | // Validate output |
| 484 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 485 | } |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 486 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 487 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradOutputTransformFixtureFP16, framework::DatasetMode::NIGHTLY, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 488 | combine(combine(LargeWinogradOutputTransformDatasetNCHW, |
| 489 | framework::dataset::make("DataType", { DataType::F16 })), |
| 490 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 491 | { |
| 492 | // Validate output |
| 493 | validate(CLAccessor(_target), _reference, tolerance_f16); |
| 494 | } |
| 495 | TEST_SUITE_END() // FP16 |
| 496 | TEST_SUITE(FP32) |
| 497 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradOutputTransformFixtureFP32, framework::DatasetMode::ALL, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 498 | combine(combine(SmallWinogradOutputTransformDatasetNCHW, |
| 499 | framework::dataset::make("DataType", { DataType::F32 })), |
| 500 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 501 | { |
| 502 | // Validate output |
| 503 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 504 | } |
| 505 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 506 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradOutputTransformFixtureFP32, framework::DatasetMode::NIGHTLY, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 507 | combine(combine(LargeWinogradOutputTransformDatasetNCHW, |
| 508 | framework::dataset::make("DataType", { DataType::F32 })), |
| 509 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 510 | { |
| 511 | // Validate output |
| 512 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 513 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 514 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 515 | TEST_SUITE_END() // NCHW |
| 516 | |
| 517 | TEST_SUITE(NHWC) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 518 | TEST_SUITE(FP16) |
| 519 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradOutputTransformFixtureFP16, framework::DatasetMode::ALL, |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 520 | combine(combine(SmallWinogradOutputTransformDatasetNHWC_F16, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 521 | framework::dataset::make("DataType", { DataType::F16 })), |
| 522 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 523 | { |
| 524 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 525 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 526 | } |
| 527 | |
| 528 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradOutputTransformFixtureFP16, framework::DatasetMode::NIGHTLY, |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 529 | combine(combine(LargeWinogradOutputTransformDatasetNHWC_F16, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 530 | framework::dataset::make("DataType", { DataType::F16 })), |
| 531 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 532 | { |
| 533 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 534 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 535 | } |
| 536 | TEST_SUITE_END() // FP16 |
| 537 | TEST_SUITE(FP32) |
| 538 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradOutputTransformFixtureFP32, framework::DatasetMode::ALL, |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 539 | combine(combine(SmallWinogradOutputTransformDatasetNHWC_F32, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 540 | framework::dataset::make("DataType", { DataType::F32 })), |
| 541 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 542 | { |
| 543 | // Validate output |
| 544 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 545 | } |
| 546 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 547 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradOutputTransformFixtureFP32, framework::DatasetMode::NIGHTLY, |
giuros01 | 3bfacb2 | 2019-04-01 12:07:02 +0100 | [diff] [blame] | 548 | combine(combine(LargeWinogradOutputTransformDatasetNHWC_F32, |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 549 | framework::dataset::make("DataType", { DataType::F32 })), |
| 550 | framework::dataset::make("ActivationInfo",{ ActivationLayerInfo() }) )) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 551 | { |
| 552 | // Validate output |
| 553 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 554 | } |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 555 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 556 | TEST_SUITE_END() // NHWC |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 557 | TEST_SUITE_END() // OutputTransform |
| 558 | |
| 559 | TEST_SUITE(ConvolutionLayer) |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 560 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(zip( |
| 561 | framework::dataset::make("InputInfo", { |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 562 | TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F16), // Insufficient padding |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 563 | TensorInfo(TensorShape(17U, 31U, 2U), 1, DataType::F32), // Datatype mismatch |
| 564 | TensorInfo(TensorShape(23U, 27U, 5U, 4U), 1, DataType::F32), // Stride y not supported |
| 565 | TensorInfo(TensorShape(16U, 16U, 8U), 1, DataType::F32), // Padding needed |
| 566 | TensorInfo(TensorShape(33U, 27U, 7U, 4U), 1, DataType::F32) // Kernel size not supported |
| 567 | }), |
| 568 | framework::dataset::make("WeightsInfo", { |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 569 | TensorInfo(TensorShape(3U, 3U, 2U, 19U), 1, DataType::F16), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 570 | TensorInfo(TensorShape(3U, 3U, 2U, 19U), 1, DataType::QASYMM8), |
| 571 | TensorInfo(TensorShape(3U, 3U, 5U, 21U), 1, DataType::F32), |
| 572 | TensorInfo(TensorShape(3U, 3U, 8U, 16U), 1, DataType::F32), |
| 573 | TensorInfo(TensorShape(5U, 5U, 7U, 16U), 1, DataType::F16) |
| 574 | })), |
| 575 | framework::dataset::make("BiasesInfo", { |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 576 | TensorInfo(TensorShape(19U), 1, DataType::F16), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 577 | TensorInfo(TensorShape(19U), 1, DataType::F32), |
| 578 | TensorInfo(TensorShape(21U), 1, DataType::F32), |
| 579 | TensorInfo(TensorShape(16U), 1, DataType::F32), |
| 580 | TensorInfo(TensorShape(16U), 1, DataType::F32) |
| 581 | })), |
| 582 | framework::dataset::make("OutputInfo", { |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 583 | TensorInfo(TensorShape(17U, 31U, 19U), 1, DataType::F16), |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 584 | TensorInfo(TensorShape(15U, 15U, 19U), 1, DataType::F32), |
| 585 | TensorInfo(TensorShape(21U, 25U, 21U, 4U), 1, DataType::F32), |
| 586 | TensorInfo(TensorShape(16U, 16U, 16U), 1, DataType::F32), |
| 587 | TensorInfo(TensorShape(11U, 12U, 16U, 4U), 1, DataType::F32) |
| 588 | })), |
| 589 | framework::dataset::make("ConvInfo", { |
| 590 | PadStrideInfo(1, 1, 1, 1), |
| 591 | PadStrideInfo(1, 1, 1, 1), |
| 592 | PadStrideInfo(1, 2, 0, 0), |
| 593 | PadStrideInfo(1, 1, 1, 1), |
| 594 | PadStrideInfo(1, 1, 1, 0) |
| 595 | })), |
| 596 | framework::dataset::make("Expected", { false, false, false, false, false })), |
| 597 | input_info, weights_info, bias_info, output_info, conv_info, expected) |
| 598 | { |
| 599 | 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); |
| 600 | } |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 601 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 602 | TEST_SUITE(FP32) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 603 | using CLWinogradConvolutionLayerFastMathFixture = WinogradConvolutionLayerFastMathValidationFixture<CLTensor, CLAccessor, CLWinogradConvolutionLayer, float>; |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 604 | TEST_SUITE(Conv3x3) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 605 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 606 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer3x3Dataset(), |
| 607 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 608 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 609 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 610 | { |
| 611 | // Validate output |
Gian Marco Iodice | 4497e81 | 2018-05-08 16:36:52 +0100 | [diff] [blame] | 612 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 613 | } |
| 614 | |
| 615 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 616 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer3x3Dataset(), |
| 617 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 618 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 619 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 620 | { |
| 621 | // Validate output |
Gian Marco Iodice | 4497e81 | 2018-05-08 16:36:52 +0100 | [diff] [blame] | 622 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 623 | } |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 624 | TEST_SUITE_END() // Conv3x3 |
| 625 | |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 626 | TEST_SUITE(Conv3x1) |
| 627 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
| 628 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer3x1Dataset(), |
| 629 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 630 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 631 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 632 | { |
| 633 | // Validate output |
| 634 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 635 | } |
| 636 | |
| 637 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
| 638 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer3x1Dataset(), |
| 639 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 640 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 641 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 642 | { |
| 643 | // Validate output |
| 644 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 645 | } |
| 646 | TEST_SUITE_END() // Conv3x1 |
| 647 | |
| 648 | TEST_SUITE(Conv1x3) |
| 649 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
| 650 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer1x3Dataset(), |
| 651 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 652 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 653 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 654 | { |
| 655 | // Validate output |
| 656 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 657 | } |
| 658 | |
| 659 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
| 660 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer1x3Dataset(), |
| 661 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 662 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 663 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | f1c2bf0 | 2018-06-13 14:05:54 +0100 | [diff] [blame] | 664 | { |
| 665 | // Validate output |
| 666 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 667 | } |
| 668 | TEST_SUITE_END() // Conv1x3 |
| 669 | |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 670 | TEST_SUITE(Conv5x5) |
| 671 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 672 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer5x5Dataset(), |
| 673 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 674 | ActivationFunctionsSmallDataset ), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 675 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 676 | |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 677 | { |
| 678 | // Validate output |
Gian Marco Iodice | 4497e81 | 2018-05-08 16:36:52 +0100 | [diff] [blame] | 679 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 680 | } |
| 681 | |
| 682 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 683 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer5x5Dataset(), |
| 684 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 685 | ActivationFunctionsDataset ), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 686 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Pablo Tello | 7282d56 | 2018-06-14 15:35:49 +0100 | [diff] [blame] | 687 | |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 688 | { |
| 689 | // Validate output |
Gian Marco Iodice | 4497e81 | 2018-05-08 16:36:52 +0100 | [diff] [blame] | 690 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
Gian Marco Iodice | 6cf188c | 2018-05-04 16:36:50 +0100 | [diff] [blame] | 691 | } |
| 692 | TEST_SUITE_END() // Conv5x5 |
Gian Marco Iodice | 2213d4b | 2018-04-27 10:39:06 +0100 | [diff] [blame] | 693 | |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 694 | TEST_SUITE(Conv5x1) |
| 695 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
| 696 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer5x1Dataset(), |
| 697 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 698 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 699 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 700 | |
| 701 | { |
| 702 | // Validate output |
| 703 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 704 | } |
| 705 | |
| 706 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
| 707 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer5x1Dataset(), |
| 708 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 709 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 710 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 711 | |
| 712 | { |
| 713 | // Validate output |
| 714 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 715 | } |
| 716 | TEST_SUITE_END() // Conv5x1 |
| 717 | |
| 718 | TEST_SUITE(Conv1x5) |
| 719 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::PRECOMMIT, |
| 720 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer1x5Dataset(), |
| 721 | framework::dataset::make("DataType", { DataType::F32 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 722 | ActivationFunctionsSmallDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 723 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 724 | |
| 725 | { |
| 726 | // Validate output |
| 727 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 728 | } |
| 729 | |
| 730 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture, framework::DatasetMode::NIGHTLY, |
| 731 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer1x5Dataset(), |
| 732 | framework::dataset::make("DataType", { DataType::F32 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 733 | ActivationFunctionsDataset), |
Giorgio Arena | ea55f91 | 2018-07-12 15:41:35 +0100 | [diff] [blame] | 734 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
Gian Marco Iodice | 876be2a | 2018-07-03 12:22:09 +0100 | [diff] [blame] | 735 | |
| 736 | { |
| 737 | // Validate output |
| 738 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f32); |
| 739 | } |
| 740 | TEST_SUITE_END() // Conv1x5 |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 741 | TEST_SUITE_END() // FP32 |
| 742 | |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 743 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 744 | TEST_SUITE(FP16) |
| 745 | |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 746 | using CLWinogradConvolutionLayerFastMathFixture16 = WinogradConvolutionLayerFastMathValidationFixture<CLTensor, CLAccessor, CLWinogradConvolutionLayer, half, float>; |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 747 | TEST_SUITE(Conv3x3) |
| 748 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 749 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer3x3Dataset(), |
| 750 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 751 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 752 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 753 | { |
| 754 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 755 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 756 | } |
| 757 | |
| 758 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 759 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer3x3Dataset(), |
| 760 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 761 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 762 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 763 | { |
| 764 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 765 | 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] | 766 | } |
| 767 | TEST_SUITE_END() // Conv3x3 |
| 768 | |
| 769 | TEST_SUITE(Conv3x1) |
| 770 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 771 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer3x1Dataset(), |
| 772 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 773 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 774 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 775 | { |
| 776 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 777 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 778 | } |
| 779 | |
| 780 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 781 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer3x1Dataset(), |
| 782 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 783 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 784 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 785 | { |
| 786 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 787 | 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] | 788 | } |
| 789 | TEST_SUITE_END() // Conv3x1 |
| 790 | |
| 791 | TEST_SUITE(Conv1x3) |
| 792 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 793 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer1x3Dataset(), |
| 794 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 795 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 796 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 797 | { |
| 798 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 799 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 800 | } |
| 801 | |
| 802 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 803 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer1x3Dataset(), |
| 804 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 805 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 806 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 807 | { |
| 808 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 809 | 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] | 810 | } |
| 811 | TEST_SUITE_END() // Conv1x3 |
| 812 | |
| 813 | TEST_SUITE(Conv5x5) |
| 814 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 815 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer5x5Dataset(), |
| 816 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 817 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 818 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 819 | |
| 820 | { |
| 821 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 822 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 823 | } |
| 824 | |
| 825 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 826 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer5x5Dataset(), |
| 827 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 828 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 829 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 830 | |
| 831 | { |
| 832 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 833 | 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] | 834 | } |
| 835 | TEST_SUITE_END() // Conv5x5 |
| 836 | |
| 837 | TEST_SUITE(Conv5x1) |
| 838 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 839 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer5x1Dataset(), |
| 840 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 841 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 842 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 843 | |
| 844 | { |
| 845 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 846 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 847 | } |
| 848 | |
| 849 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 850 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer5x1Dataset(), |
| 851 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 852 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 853 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 854 | |
| 855 | { |
| 856 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 857 | 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] | 858 | } |
| 859 | TEST_SUITE_END() // Conv5x1 |
| 860 | |
| 861 | TEST_SUITE(Conv1x5) |
| 862 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 863 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer1x5Dataset(), |
| 864 | framework::dataset::make("DataType", { DataType::F16 })), |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 865 | ActivationFunctionsSmallDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 866 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 867 | |
| 868 | { |
| 869 | // Validate output |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 870 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16, tolerance_num_f16); |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 871 | } |
| 872 | |
| 873 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 874 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer1x5Dataset(), |
| 875 | framework::dataset::make("DataType", { DataType::F16 })), |
Manuel Bottini | 0d0028c | 2018-10-02 16:41:52 +0100 | [diff] [blame] | 876 | ActivationFunctionsDataset), |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 877 | framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }))) |
| 878 | |
| 879 | { |
| 880 | // Validate output |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 881 | 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] | 882 | } |
| 883 | TEST_SUITE_END() // Conv1x5 |
| 884 | |
Pablo Tello | f1cf394 | 2019-09-19 16:39:04 +0100 | [diff] [blame] | 885 | TEST_SUITE(Conv1x7) |
| 886 | FIXTURE_DATA_TEST_CASE(RunSmall, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::PRECOMMIT, |
| 887 | combine(combine(combine(datasets::SmallWinogradConvolutionLayer1x7Dataset(), |
| 888 | framework::dataset::make("DataType", { DataType::F16 })), |
| 889 | ActivationFunctionsSmallDataset), |
| 890 | framework::dataset::make("DataLayout", { DataLayout::NHWC }))) |
| 891 | |
| 892 | { |
| 893 | // Validate output |
| 894 | validate(CLAccessor(_target), _reference, tolerance_convolution_layer_f16, tolerance_num_f16); |
| 895 | } |
| 896 | |
| 897 | FIXTURE_DATA_TEST_CASE(RunLarge, CLWinogradConvolutionLayerFastMathFixture16, framework::DatasetMode::NIGHTLY, |
| 898 | combine(combine(combine(datasets::LargeWinogradConvolutionLayer1x7Dataset(), |
| 899 | framework::dataset::make("DataType", { DataType::F16 })), |
| 900 | ActivationFunctionsDataset), |
| 901 | framework::dataset::make("DataLayout", { DataLayout::NHWC }))) |
| 902 | |
| 903 | { |
| 904 | // Validate output |
| 905 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num, abs_tolerance_convolution_layer_f16); |
| 906 | } |
| 907 | TEST_SUITE_END() // Conv1x7 |
| 908 | |
Vidhya Sudhan Loganathan | 71ecf39 | 2018-08-31 16:10:16 +0100 | [diff] [blame] | 909 | TEST_SUITE_END() // FP16 |
Vidhya Sudhan Loganathan | a25d16c | 2018-11-16 11:33:12 +0000 | [diff] [blame] | 910 | |
Gian Marco Iodice | d2fab73 | 2018-03-02 11:18:12 +0000 | [diff] [blame] | 911 | TEST_SUITE_END() // ConvolutionLayer |
Gian Marco Iodice | 7e4b239 | 2018-02-22 16:17:20 +0000 | [diff] [blame] | 912 | TEST_SUITE_END() // Winograd |
| 913 | TEST_SUITE_END() // CL |
Giorgio Arena | 1f9ca1d | 2018-03-01 11:13:45 +0000 | [diff] [blame] | 914 | } // namespace validation |
| 915 | } // namespace test |
| 916 | } // namespace arm_compute |