Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 1 | /* |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2021, 2023 Arm Limited. |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 3 | * |
| 4 | * SPDX-License-Identifier: MIT |
| 5 | * |
| 6 | * Permission is hereby granted, free of charge, to any person obtaining a copy |
| 7 | * of this software and associated documentation files (the "Software"), to |
| 8 | * deal in the Software without restriction, including without limitation the |
| 9 | * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| 10 | * sell copies of the Software, and to permit persons to whom the Software is |
| 11 | * furnished to do so, subject to the following conditions: |
| 12 | * |
| 13 | * The above copyright notice and this permission notice shall be included in all |
| 14 | * copies or substantial portions of the Software. |
| 15 | * |
| 16 | * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| 17 | * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| 18 | * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| 19 | * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| 20 | * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| 22 | * SOFTWARE. |
| 23 | */ |
| 24 | #include "arm_compute/core/Types.h" |
Michele Di Giorgio | ed5a492 | 2018-09-13 16:22:01 +0100 | [diff] [blame] | 25 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 26 | #include "arm_compute/runtime/NEON/functions/NEDeconvolutionLayer.h" |
| 27 | #include "arm_compute/runtime/Tensor.h" |
| 28 | #include "arm_compute/runtime/TensorAllocator.h" |
| 29 | #include "tests/NEON/Accessor.h" |
| 30 | #include "tests/PaddingCalculator.h" |
| 31 | #include "tests/datasets/ShapeDatasets.h" |
| 32 | #include "tests/framework/Asserts.h" |
| 33 | #include "tests/framework/Macros.h" |
| 34 | #include "tests/framework/datasets/Datasets.h" |
| 35 | #include "tests/validation/Validation.h" |
| 36 | #include "tests/validation/fixtures/DeconvolutionLayerFixture.h" |
| 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | namespace |
| 45 | { |
Luca Foschiani | fedefc3 | 2020-02-17 17:02:49 +0000 | [diff] [blame] | 46 | constexpr AbsoluteTolerance<float> tolerance_fp32(0.001f); /**< Tolerance for floating point tests */ |
| 47 | constexpr AbsoluteTolerance<float> tolerance_quantized(1.0f); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 48 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Manuel Bottini | c1b76fa | 2019-06-17 12:04:40 +0100 | [diff] [blame] | 49 | const RelativeTolerance<half_float::half> tolerance_fp16(half_float::half(0.2f)); /**< Relative tolerance value for comparing reference's output against implementation's output for DataType::F16 */ |
SiCong Li | ada5a19 | 2023-05-15 14:35:16 +0100 | [diff] [blame] | 50 | constexpr float tolerance_num_fp16 = 0.02f; /**< Tolerance number for FP16 tests -- follows a slightly stricter approach compared to ConvolutionLayer tests */ |
Manuel Bottini | c1b76fa | 2019-06-17 12:04:40 +0100 | [diff] [blame] | 51 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC*/ |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 52 | constexpr float tolerance_num_quant = 0.07f; /**< Tolerance number for quantized types */ |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 53 | |
Georgios Pinitas | ced7a8d | 2018-02-01 16:31:33 +0000 | [diff] [blame] | 54 | const auto data4x4 = datasets::SmallDeconvolutionShapes() * framework::dataset::make("StrideX", 1, 4) * framework::dataset::make("StrideY", 1, 4) * framework::dataset::make("PadX", 0, 3) |
giuros01 | a69a88b | 2019-01-31 16:29:19 +0000 | [diff] [blame] | 55 | * framework::dataset::make("PadY", 0, 3) * framework::dataset::make("NumKernels", { 3 }); |
Georgios Pinitas | ced7a8d | 2018-02-01 16:31:33 +0000 | [diff] [blame] | 56 | |
Michalis Spyrou | 780db4e | 2017-11-23 09:49:51 +0000 | [diff] [blame] | 57 | const auto data3x3 = datasets::SmallDeconvolutionShapes() * framework::dataset::make("StrideX", 1, 4) * framework::dataset::make("StrideY", 1, 4) * framework::dataset::make("PadX", 0, 2) |
giuros01 | a69a88b | 2019-01-31 16:29:19 +0000 | [diff] [blame] | 58 | * framework::dataset::make("PadY", 0, 2) * framework::dataset::make("NumKernels", { 3 }); |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 59 | |
Matthew Jackson | b9070a4 | 2019-08-22 16:13:27 +0100 | [diff] [blame] | 60 | const auto data3x3_asymm = datasets::SmallDeconvolutionShapes() * framework::dataset::make("StrideX", 1, 2) * framework::dataset::make("StrideY", 1, 2) * framework::dataset::make("PadLeft", 0, 1) |
| 61 | * framework::dataset::make("PadRight", 0, 1) * framework::dataset::make("PadTop", 0, 1) * framework::dataset::make("PadBottom", 0, 1) * framework::dataset::make("NumKernels", { 3 }); |
| 62 | |
Manuel Bottini | 6e10aa3 | 2020-04-30 13:28:23 +0100 | [diff] [blame] | 63 | const auto data9x9_small_asymm = framework::dataset::make("InputShape", TensorShape{ 10U, 10U, 1U, 1U }) *framework::dataset::make("StrideX", 2) *framework::dataset::make("StrideY", |
| 64 | 2) |
| 65 | *framework::dataset::make("PadLeft", 3) |
| 66 | *framework::dataset::make("PadRight", 4) *framework::dataset::make("PadTop", 3) *framework::dataset::make("PadBottom", 4) *framework::dataset::make("NumKernels", { 1 }); |
| 67 | |
| 68 | const auto data9x9_large_asymm = framework::dataset::make("InputShape", TensorShape{ 640U, 360U, 56U, 1U }) *framework::dataset::make("StrideX", 2) *framework::dataset::make("StrideY", |
| 69 | 2) |
| 70 | *framework::dataset::make("PadLeft", 3) |
| 71 | *framework::dataset::make("PadRight", 4) *framework::dataset::make("PadTop", 3) *framework::dataset::make("PadBottom", 4) *framework::dataset::make("NumKernels", { 1 }); |
| 72 | |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 73 | const auto data3x3_precommit = datasets::SmallDeconvolutionShapes() * framework::dataset::make("StrideX", 1, 2) * framework::dataset::make("StrideY", 1, 2) * framework::dataset::make("PadX", 0, 2) |
giuros01 | a69a88b | 2019-01-31 16:29:19 +0000 | [diff] [blame] | 74 | * framework::dataset::make("PadY", 0, 2) * framework::dataset::make("NumKernels", { 3 }); |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 75 | |
Michalis Spyrou | 780db4e | 2017-11-23 09:49:51 +0000 | [diff] [blame] | 76 | const auto data1x1 = datasets::SmallDeconvolutionShapes() * framework::dataset::make("StrideX", 1, 4) * framework::dataset::make("StrideY", 1, 4) * framework::dataset::make("PadX", 0, 1) |
giuros01 | a69a88b | 2019-01-31 16:29:19 +0000 | [diff] [blame] | 77 | * framework::dataset::make("PadY", 0, 1) * framework::dataset::make("NumKernels", { 3 }); |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 78 | |
Manuel Bottini | d25af67 | 2019-07-10 17:06:12 +0100 | [diff] [blame] | 79 | const auto data_layouts_dataset = framework::dataset::make("DataLayout", { DataLayout::NCHW, DataLayout::NHWC }); |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 80 | |
| 81 | const auto add_bias_dataset = framework::dataset::make("AddBias", { true, false }); |
Michele Di Giorgio | f29d1b7 | 2019-10-29 10:58:13 +0000 | [diff] [blame] | 82 | |
| 83 | const auto input_qinfo_dataset = framework::dataset::make("InputQInfo", |
| 84 | { |
| 85 | QuantizationInfo(1.f / 255.f, 0), |
| 86 | QuantizationInfo(2.f, 0), |
| 87 | }); |
| 88 | |
| 89 | const auto output_qinfo_dataset = framework::dataset::make("OutputQInfo", |
| 90 | { |
| 91 | QuantizationInfo(3.f / 255.f, 0), |
| 92 | QuantizationInfo(4.f, 0), |
| 93 | }); |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 94 | |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 95 | } // namespace |
| 96 | |
| 97 | TEST_SUITE(NEON) |
| 98 | TEST_SUITE(DeconvolutionLayer) |
| 99 | |
Alex Gilday | 27c08ab | 2018-02-22 11:36:16 +0000 | [diff] [blame] | 100 | // *INDENT-OFF* |
| 101 | // clang-format off |
Manuel Bottini | c1b76fa | 2019-06-17 12:04:40 +0100 | [diff] [blame] | 102 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(zip( |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 103 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data type |
| 104 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid weights shape |
| 105 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16), // Non supported data type |
| 106 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Invalid bias shape |
| 107 | TensorInfo(TensorShape(13U, 11U, 4U, 3U), 1, DataType::F32), // Window shrink |
| 108 | TensorInfo(TensorShape(32U, 16U, 2U), 1, DataType::F32), |
Alex Gilday | 27c08ab | 2018-02-22 11:36:16 +0000 | [diff] [blame] | 109 | }), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 110 | framework::dataset::make("WeightsInfo", { TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F16), |
| 111 | TensorInfo(TensorShape(3U, 3U, 2U, 4U), 1, DataType::F32), |
| 112 | TensorInfo(TensorShape(3U, 3U, 2U, 2U), 1, DataType::F16), |
| 113 | TensorInfo(TensorShape(3U, 2U, 2U, 2U), 1, DataType::F32), |
| 114 | TensorInfo(TensorShape(3U, 3U, 4U), 1, DataType::F32), |
| 115 | TensorInfo(TensorShape(1U, 1U, 2U, 4U), 1, DataType::F32), |
Alex Gilday | 27c08ab | 2018-02-22 11:36:16 +0000 | [diff] [blame] | 116 | })), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 117 | framework::dataset::make("BiasInfo", { TensorInfo(TensorShape(1U), 1, DataType::F16), |
| 118 | TensorInfo(TensorShape(1U), 1, DataType::F32), |
| 119 | TensorInfo(TensorShape(1U), 1, DataType::F32), |
| 120 | TensorInfo(TensorShape(25U, 11U), 1, DataType::F32), |
| 121 | TensorInfo(TensorShape(1U), 1, DataType::F32), |
| 122 | TensorInfo(TensorShape(4U), 1, DataType::F32), |
Alex Gilday | 27c08ab | 2018-02-22 11:36:16 +0000 | [diff] [blame] | 123 | })), |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 124 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F16), |
| 125 | TensorInfo(TensorShape(25U, 10U, 2U), 1, DataType::F32), |
| 126 | TensorInfo(TensorShape(25U, 11U, 2U), 1, DataType::F32), |
| 127 | TensorInfo(TensorShape(13U, 13U, 2U), 1, DataType::F32), |
| 128 | TensorInfo(TensorShape(11U, 9U, 1U, 3U), 1, DataType::F32), |
| 129 | TensorInfo(TensorShape(32U, 16U, 4U), 1, DataType::F32), |
Alex Gilday | 27c08ab | 2018-02-22 11:36:16 +0000 | [diff] [blame] | 130 | })), |
| 131 | framework::dataset::make("PadStrideInfo", { PadStrideInfo(1, 1, 0, 0), |
| 132 | PadStrideInfo(1, 1, 0, 0), |
| 133 | PadStrideInfo(1, 1, 0, 0), |
| 134 | PadStrideInfo(1, 1, 0, 0), |
| 135 | PadStrideInfo(1, 1, 1, 1), |
| 136 | PadStrideInfo(1, 1, 0, 0), |
| 137 | })), |
Alex Gilday | 27c08ab | 2018-02-22 11:36:16 +0000 | [diff] [blame] | 138 | framework::dataset::make("Expected", { false, false, false, false, false, true })), |
Manuel Bottini | c1b76fa | 2019-06-17 12:04:40 +0100 | [diff] [blame] | 139 | input_info, weights_info, bias_info, output_info, pad_info, expected) |
Alex Gilday | 27c08ab | 2018-02-22 11:36:16 +0000 | [diff] [blame] | 140 | { |
Manuel Bottini | c1b76fa | 2019-06-17 12:04:40 +0100 | [diff] [blame] | 141 | bool is_valid = bool(NEDeconvolutionLayer::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), pad_info)); |
Alex Gilday | 27c08ab | 2018-02-22 11:36:16 +0000 | [diff] [blame] | 142 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 143 | } |
| 144 | // clang-format on |
| 145 | // *INDENT-ON* |
| 146 | |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 147 | template <typename T> |
Michele Di Giorgio | f29d1b7 | 2019-10-29 10:58:13 +0000 | [diff] [blame] | 148 | using NEDeconvolutionLayerFixture4x4 = DeconvolutionValidationFixture<Tensor, Accessor, NEDeconvolutionLayer, T, 4, 4>; |
Georgios Pinitas | ced7a8d | 2018-02-01 16:31:33 +0000 | [diff] [blame] | 149 | |
| 150 | template <typename T> |
Michele Di Giorgio | f29d1b7 | 2019-10-29 10:58:13 +0000 | [diff] [blame] | 151 | using NEDeconvolutionLayerFixture3x3 = DeconvolutionValidationFixture<Tensor, Accessor, NEDeconvolutionLayer, T, 3, 3>; |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 152 | |
| 153 | template <typename T> |
Matthew Jackson | b9070a4 | 2019-08-22 16:13:27 +0100 | [diff] [blame] | 154 | using NEDeconvolutionLayerAsymmFixture3x3 = DeconvolutionValidationAsymmFixture<Tensor, Accessor, NEDeconvolutionLayer, T, 3, 3>; |
| 155 | |
| 156 | template <typename T> |
Manuel Bottini | 6e10aa3 | 2020-04-30 13:28:23 +0100 | [diff] [blame] | 157 | using NEDeconvolutionLayerAsymmFixture9x9 = DeconvolutionValidationAsymmFixture<Tensor, Accessor, NEDeconvolutionLayer, T, 9, 9>; |
| 158 | |
| 159 | template <typename T> |
Michele Di Giorgio | f29d1b7 | 2019-10-29 10:58:13 +0000 | [diff] [blame] | 160 | using NEDeconvolutionLayerFixture1x1 = DeconvolutionValidationFixture<Tensor, Accessor, NEDeconvolutionLayer, T, 1, 1>; |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 161 | |
| 162 | TEST_SUITE(Float) |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 163 | TEST_SUITE(FP32) |
Georgios Pinitas | ced7a8d | 2018-02-01 16:31:33 +0000 | [diff] [blame] | 164 | TEST_SUITE(W4x4) |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 165 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerFixture4x4<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(data4x4, framework::dataset::make("DataType", DataType::F32)), |
| 166 | data_layouts_dataset), |
| 167 | add_bias_dataset)) |
Georgios Pinitas | ced7a8d | 2018-02-01 16:31:33 +0000 | [diff] [blame] | 168 | { |
| 169 | // Validate output |
| 170 | validate(Accessor(_target), _reference, tolerance_fp32); |
| 171 | } |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 172 | TEST_SUITE_END() // W4x4 |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 173 | TEST_SUITE(W3x3) |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 174 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDeconvolutionLayerFixture3x3<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(data3x3_precommit, framework::dataset::make("DataType", |
| 175 | DataType::F32)), |
| 176 | data_layouts_dataset), |
| 177 | add_bias_dataset)) |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 178 | { |
| 179 | // Validate output |
| 180 | validate(Accessor(_target), _reference, tolerance_fp32); |
| 181 | } |
Matthew Jackson | b9070a4 | 2019-08-22 16:13:27 +0100 | [diff] [blame] | 182 | FIXTURE_DATA_TEST_CASE(RunAsymm, NEDeconvolutionLayerAsymmFixture3x3<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(data3x3_asymm, framework::dataset::make("DataType", |
| 183 | DataType::F32)), |
| 184 | data_layouts_dataset), |
| 185 | add_bias_dataset)) |
| 186 | { |
| 187 | // Validate output |
| 188 | validate(Accessor(_target), _reference, tolerance_fp32); |
| 189 | } |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 190 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDeconvolutionLayerFixture3x3<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(data3x3, framework::dataset::make("DataType", DataType::F32)), |
| 191 | data_layouts_dataset), |
| 192 | add_bias_dataset)) |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 193 | { |
| 194 | // Validate output |
| 195 | validate(Accessor(_target), _reference, tolerance_fp32); |
| 196 | } |
| 197 | TEST_SUITE_END() // W3x3 |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 198 | TEST_SUITE(W1x1) |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 199 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerFixture1x1<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(data1x1, framework::dataset::make("DataType", DataType::F32)), |
| 200 | data_layouts_dataset), |
| 201 | add_bias_dataset)) |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 202 | { |
| 203 | // Validate output |
| 204 | validate(Accessor(_target), _reference, tolerance_fp32); |
| 205 | } |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 206 | TEST_SUITE_END() // W1x1 |
Manuel Bottini | 6e10aa3 | 2020-04-30 13:28:23 +0100 | [diff] [blame] | 207 | TEST_SUITE(W9x9) |
| 208 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDeconvolutionLayerAsymmFixture9x9<float>, framework::DatasetMode::ALL, combine(combine(combine(data9x9_small_asymm, framework::dataset::make("DataType", |
| 209 | DataType::F32)), |
| 210 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 211 | framework::dataset::make("AddBias", { false }))) |
| 212 | { |
| 213 | // Validate output |
| 214 | validate(Accessor(_target), _reference, tolerance_fp32); |
| 215 | } |
| 216 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDeconvolutionLayerAsymmFixture9x9<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(data9x9_large_asymm, framework::dataset::make("DataType", |
| 217 | DataType::F32)), |
| 218 | framework::dataset::make("DataLayout", { DataLayout::NHWC })), |
| 219 | framework::dataset::make("AddBias", { false }))) |
| 220 | { |
| 221 | // Validate output |
| 222 | validate(Accessor(_target), _reference, tolerance_fp32); |
| 223 | } |
| 224 | TEST_SUITE_END() // W9x9 |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 225 | TEST_SUITE_END() // FP32 |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 226 | |
| 227 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 228 | TEST_SUITE(FP16) |
| 229 | TEST_SUITE(W4x4) |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 230 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerFixture4x4<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(data4x4, framework::dataset::make("DataType", DataType::F16)), |
| 231 | data_layouts_dataset), |
| 232 | add_bias_dataset)) |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 233 | { |
| 234 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 235 | validate(Accessor(_target), _reference, tolerance_fp16, tolerance_num_fp16); |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 236 | } |
| 237 | TEST_SUITE_END() // W4x4 |
| 238 | TEST_SUITE(W3x3) |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 239 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDeconvolutionLayerFixture3x3<half>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(data3x3_precommit, framework::dataset::make("DataType", |
| 240 | DataType::F16)), |
| 241 | data_layouts_dataset), |
| 242 | add_bias_dataset)) |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 243 | { |
| 244 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 245 | validate(Accessor(_target), _reference, tolerance_fp16, tolerance_num_fp16); |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 246 | } |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 247 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDeconvolutionLayerFixture3x3<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(data3x3, framework::dataset::make("DataType", DataType::F16)), |
| 248 | data_layouts_dataset), |
| 249 | add_bias_dataset)) |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 250 | { |
| 251 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 252 | validate(Accessor(_target), _reference, tolerance_fp16, tolerance_num_fp16); |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 253 | } |
| 254 | TEST_SUITE_END() // W3x3 |
| 255 | TEST_SUITE(W1x1) |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 256 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerFixture1x1<half>, framework::DatasetMode::NIGHTLY, combine(combine(combine(data1x1, framework::dataset::make("DataType", DataType::F16)), |
| 257 | data_layouts_dataset), |
| 258 | add_bias_dataset)) |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 259 | { |
| 260 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 261 | validate(Accessor(_target), _reference, tolerance_fp16, tolerance_num_fp16); |
Manuel Bottini | f391fff | 2019-05-15 13:01:26 +0100 | [diff] [blame] | 262 | } |
| 263 | TEST_SUITE_END() // W1x1 |
| 264 | TEST_SUITE_END() // FP16 |
| 265 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 266 | |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 267 | TEST_SUITE_END() // Float |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 268 | |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 269 | template <typename T> |
| 270 | using NEDeconvolutionLayerQuantizedFixture4x4 = DeconvolutionValidationQuantizedFixture<Tensor, Accessor, NEDeconvolutionLayer, T, 4, 4>; |
| 271 | |
| 272 | template <typename T> |
| 273 | using NEDeconvolutionLayerQuantizedFixture3x3 = DeconvolutionValidationQuantizedFixture<Tensor, Accessor, NEDeconvolutionLayer, T, 3, 3>; |
| 274 | |
| 275 | template <typename T> |
| 276 | using NEDeconvolutionLayerQuantizedFixture1x1 = DeconvolutionValidationQuantizedFixture<Tensor, Accessor, NEDeconvolutionLayer, T, 1, 1>; |
| 277 | |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 278 | template <typename T> |
| 279 | using NEDeconvolutionLayerQuantizedPerChannelFixture4x4 = DeconvolutionValidationQuantizedPerChannelFixture<Tensor, Accessor, NEDeconvolutionLayer, T, int8_t, 4, 4>; |
| 280 | |
| 281 | template <typename T> |
| 282 | using NEDeconvolutionLayerQuantizedPerChannelFixture3x3 = DeconvolutionValidationQuantizedPerChannelFixture<Tensor, Accessor, NEDeconvolutionLayer, T, int8_t, 3, 3>; |
| 283 | |
| 284 | template <typename T> |
| 285 | using NEDeconvolutionLayerQuantizedPerChannelFixture1x1 = DeconvolutionValidationQuantizedPerChannelFixture<Tensor, Accessor, NEDeconvolutionLayer, T, int8_t, 1, 1>; |
| 286 | |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 287 | TEST_SUITE(Quantized) |
| 288 | TEST_SUITE(QASYMM8) |
| 289 | |
| 290 | TEST_SUITE(W4x4) |
Manuel Bottini | 279814b | 2019-10-25 10:28:28 +0100 | [diff] [blame] | 291 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerQuantizedFixture4x4<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(data4x4, framework::dataset::make("DataType", |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 292 | DataType::QASYMM8)), |
| 293 | data_layouts_dataset), |
Michele Di Giorgio | f29d1b7 | 2019-10-29 10:58:13 +0000 | [diff] [blame] | 294 | input_qinfo_dataset), |
| 295 | output_qinfo_dataset), |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 296 | add_bias_dataset)) |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 297 | { |
| 298 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 299 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 300 | } |
| 301 | TEST_SUITE_END() // W4x4 |
| 302 | |
| 303 | TEST_SUITE(W3x3) |
Manuel Bottini | 279814b | 2019-10-25 10:28:28 +0100 | [diff] [blame] | 304 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDeconvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(data3x3_precommit, |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 305 | framework::dataset::make("DataType", |
| 306 | DataType::QASYMM8)), |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 307 | data_layouts_dataset), |
Michele Di Giorgio | f29d1b7 | 2019-10-29 10:58:13 +0000 | [diff] [blame] | 308 | input_qinfo_dataset), |
| 309 | output_qinfo_dataset), |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 310 | add_bias_dataset)) |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 311 | { |
| 312 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 313 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 314 | } |
Manuel Bottini | 279814b | 2019-10-25 10:28:28 +0100 | [diff] [blame] | 315 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDeconvolutionLayerQuantizedFixture3x3<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(data3x3, |
| 316 | framework::dataset::make("DataType", |
| 317 | DataType::QASYMM8)), |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 318 | data_layouts_dataset), |
Michele Di Giorgio | f29d1b7 | 2019-10-29 10:58:13 +0000 | [diff] [blame] | 319 | input_qinfo_dataset), |
| 320 | output_qinfo_dataset), |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 321 | add_bias_dataset)) |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 322 | { |
| 323 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 324 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 325 | } |
| 326 | TEST_SUITE_END() // W3x3 |
| 327 | |
| 328 | TEST_SUITE(W1x1) |
Manuel Bottini | 279814b | 2019-10-25 10:28:28 +0100 | [diff] [blame] | 329 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerQuantizedFixture1x1<uint8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(data1x1, framework::dataset::make("DataType", |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 330 | DataType::QASYMM8)), |
| 331 | data_layouts_dataset), |
Michele Di Giorgio | f29d1b7 | 2019-10-29 10:58:13 +0000 | [diff] [blame] | 332 | input_qinfo_dataset), |
| 333 | output_qinfo_dataset), |
Manuel Bottini | 9f0d5ec | 2019-08-19 13:31:38 +0100 | [diff] [blame] | 334 | add_bias_dataset)) |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 335 | { |
| 336 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 337 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 338 | } |
| 339 | TEST_SUITE_END() // W1x1 |
| 340 | |
| 341 | TEST_SUITE_END() // QASYMM8 |
Luca Foschiani | fedefc3 | 2020-02-17 17:02:49 +0000 | [diff] [blame] | 342 | |
| 343 | TEST_SUITE(QASYMM8_SIGNED) |
| 344 | |
| 345 | TEST_SUITE(W4x4) |
| 346 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerQuantizedFixture4x4<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(data4x4, framework::dataset::make("DataType", |
| 347 | DataType::QASYMM8_SIGNED)), |
| 348 | data_layouts_dataset), |
| 349 | input_qinfo_dataset), |
| 350 | output_qinfo_dataset), |
| 351 | add_bias_dataset)) |
| 352 | { |
| 353 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 354 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Luca Foschiani | fedefc3 | 2020-02-17 17:02:49 +0000 | [diff] [blame] | 355 | } |
| 356 | TEST_SUITE_END() // W4x4 |
| 357 | |
| 358 | TEST_SUITE(W3x3) |
| 359 | FIXTURE_DATA_TEST_CASE(RunSmall, NEDeconvolutionLayerQuantizedFixture3x3<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(data3x3_precommit, |
| 360 | framework::dataset::make("DataType", |
| 361 | DataType::QASYMM8_SIGNED)), |
| 362 | data_layouts_dataset), |
| 363 | input_qinfo_dataset), |
| 364 | output_qinfo_dataset), |
| 365 | add_bias_dataset)) |
| 366 | { |
| 367 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 368 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Luca Foschiani | fedefc3 | 2020-02-17 17:02:49 +0000 | [diff] [blame] | 369 | } |
| 370 | FIXTURE_DATA_TEST_CASE(RunLarge, NEDeconvolutionLayerQuantizedFixture3x3<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(data3x3, |
| 371 | framework::dataset::make("DataType", |
| 372 | DataType::QASYMM8_SIGNED)), |
| 373 | data_layouts_dataset), |
| 374 | input_qinfo_dataset), |
| 375 | output_qinfo_dataset), |
| 376 | add_bias_dataset)) |
| 377 | { |
| 378 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 379 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Luca Foschiani | fedefc3 | 2020-02-17 17:02:49 +0000 | [diff] [blame] | 380 | } |
| 381 | TEST_SUITE_END() // W3x3 |
| 382 | |
| 383 | TEST_SUITE(W1x1) |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 384 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerQuantizedFixture1x1<int8_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(combine(combine(data1x1, |
| 385 | framework::dataset::make("DataType", |
| 386 | DataType::QASYMM8_SIGNED)), |
Luca Foschiani | fedefc3 | 2020-02-17 17:02:49 +0000 | [diff] [blame] | 387 | data_layouts_dataset), |
| 388 | input_qinfo_dataset), |
| 389 | output_qinfo_dataset), |
| 390 | add_bias_dataset)) |
| 391 | { |
| 392 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 393 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Luca Foschiani | fedefc3 | 2020-02-17 17:02:49 +0000 | [diff] [blame] | 394 | } |
| 395 | TEST_SUITE_END() // W1x1 |
| 396 | |
| 397 | TEST_SUITE_END() // QASYMM8_SIGNED |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 398 | |
Freddie Liardet | e92b045 | 2021-04-22 14:55:17 +0100 | [diff] [blame] | 399 | const auto input_qinfo_per_channel_dataset = framework::dataset::make("InputQuantizationInfo", { QuantizationInfo(1.f / 255.f, 10) }); |
| 400 | const auto output_qinfo_per_channel_dataset = framework::dataset::make("OutputQuantizationInfo", { QuantizationInfo(3.f / 255.f, 0) }); |
| 401 | const auto input_signed_qinfo_per_channel_dataset = framework::dataset::make("InputQuantizationInfo", { QuantizationInfo(1.f / 255.f, -10) }); |
| 402 | const auto output_signed_qinfo_per_channel_dataset = framework::dataset::make("OutputQuantizationInfo", { QuantizationInfo(3.f / 255.f, 10) }); |
| 403 | |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 404 | TEST_SUITE(QSYMM8_PER_CHANNEL) |
| 405 | |
| 406 | TEST_SUITE(W4x4) |
| 407 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerQuantizedPerChannelFixture4x4<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(data4x4, |
| 408 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 409 | data_layouts_dataset), |
Freddie Liardet | e92b045 | 2021-04-22 14:55:17 +0100 | [diff] [blame] | 410 | input_qinfo_per_channel_dataset), |
| 411 | output_qinfo_per_channel_dataset), |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 412 | add_bias_dataset), |
| 413 | framework::dataset::make("WeightsDataType", { DataType::QSYMM8_PER_CHANNEL }))) |
| 414 | { |
| 415 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 416 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 417 | } |
| 418 | FIXTURE_DATA_TEST_CASE(RunSigned, NEDeconvolutionLayerQuantizedPerChannelFixture4x4<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(data4x4, |
| 419 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| 420 | data_layouts_dataset), |
Freddie Liardet | e92b045 | 2021-04-22 14:55:17 +0100 | [diff] [blame] | 421 | input_signed_qinfo_per_channel_dataset), |
| 422 | output_signed_qinfo_per_channel_dataset), |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 423 | add_bias_dataset), |
| 424 | framework::dataset::make("WeightsDataType", { DataType::QSYMM8_PER_CHANNEL }))) |
| 425 | { |
| 426 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 427 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 428 | } |
| 429 | TEST_SUITE_END() // W4x4 |
| 430 | |
| 431 | TEST_SUITE(W3x3) |
| 432 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerQuantizedPerChannelFixture3x3<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(data3x3, |
| 433 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 434 | data_layouts_dataset), |
Freddie Liardet | e92b045 | 2021-04-22 14:55:17 +0100 | [diff] [blame] | 435 | input_qinfo_per_channel_dataset), |
| 436 | output_qinfo_per_channel_dataset), |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 437 | add_bias_dataset), |
| 438 | framework::dataset::make("WeightsDataType", { DataType::QSYMM8_PER_CHANNEL }))) |
| 439 | { |
| 440 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 441 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 442 | } |
| 443 | FIXTURE_DATA_TEST_CASE(RunSigned, NEDeconvolutionLayerQuantizedPerChannelFixture3x3<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(data3x3, |
| 444 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| 445 | data_layouts_dataset), |
Freddie Liardet | e92b045 | 2021-04-22 14:55:17 +0100 | [diff] [blame] | 446 | input_signed_qinfo_per_channel_dataset), |
| 447 | output_signed_qinfo_per_channel_dataset), |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 448 | add_bias_dataset), |
| 449 | framework::dataset::make("WeightsDataType", { DataType::QSYMM8_PER_CHANNEL }))) |
| 450 | { |
| 451 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 452 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 453 | } |
| 454 | TEST_SUITE_END() // W3x3 |
| 455 | |
| 456 | TEST_SUITE(W1x1) |
| 457 | FIXTURE_DATA_TEST_CASE(Run, NEDeconvolutionLayerQuantizedPerChannelFixture1x1<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(data1x1, |
| 458 | framework::dataset::make("DataType", DataType::QASYMM8)), |
| 459 | data_layouts_dataset), |
Freddie Liardet | e92b045 | 2021-04-22 14:55:17 +0100 | [diff] [blame] | 460 | input_qinfo_per_channel_dataset), |
| 461 | output_qinfo_per_channel_dataset), |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 462 | add_bias_dataset), |
| 463 | framework::dataset::make("WeightsDataType", { DataType::QSYMM8_PER_CHANNEL }))) |
| 464 | { |
| 465 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 466 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 467 | } |
| 468 | FIXTURE_DATA_TEST_CASE(RunSigned, NEDeconvolutionLayerQuantizedPerChannelFixture1x1<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(data1x1, |
| 469 | framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| 470 | data_layouts_dataset), |
Freddie Liardet | e92b045 | 2021-04-22 14:55:17 +0100 | [diff] [blame] | 471 | input_signed_qinfo_per_channel_dataset), |
| 472 | output_signed_qinfo_per_channel_dataset), |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 473 | add_bias_dataset), |
| 474 | framework::dataset::make("WeightsDataType", { DataType::QSYMM8_PER_CHANNEL }))) |
| 475 | { |
| 476 | // Validate output |
Gunes Bayir | f4230aa | 2023-02-10 11:07:37 +0000 | [diff] [blame] | 477 | validate(Accessor(_target), _reference, tolerance_quantized, tolerance_num_quant); |
Freddie Liardet | 9d061b0 | 2021-04-06 15:59:28 +0100 | [diff] [blame] | 478 | } |
| 479 | TEST_SUITE_END() // W1x1 |
| 480 | |
| 481 | TEST_SUITE_END() // QSYMM8_PER_CHANNEL |
| 482 | |
Usama Arif | 2899e00 | 2019-04-16 14:32:25 +0100 | [diff] [blame] | 483 | TEST_SUITE_END() // Quantized |
| 484 | |
Michalis Spyrou | 064add6 | 2018-11-01 18:14:27 +0000 | [diff] [blame] | 485 | TEST_SUITE_END() // DeconvolutionLayer |
Sheri Zhang | ac6499a | 2021-02-10 15:32:38 +0000 | [diff] [blame] | 486 | TEST_SUITE_END() // Neon |
Pablo Tello | f5f34bb | 2017-08-22 13:34:13 +0100 | [diff] [blame] | 487 | } // namespace validation |
| 488 | } // namespace test |
| 489 | } // namespace arm_compute |