Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 1 | /* |
Sang-Hoon Park | bb123bd | 2020-01-03 10:57:30 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 ARM Limited. |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +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/Helpers.h" |
| 25 | #include "arm_compute/core/Types.h" |
| 26 | #include "arm_compute/runtime/CL/functions/CLScale.h" |
| 27 | #include "arm_compute/runtime/Tensor.h" |
| 28 | #include "arm_compute/runtime/TensorAllocator.h" |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 29 | #include "tests/CL/CLAccessor.h" |
| 30 | #include "tests/PaddingCalculator.h" |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 31 | #include "tests/datasets/ScaleValidationDataset.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 32 | #include "tests/framework/Asserts.h" |
| 33 | #include "tests/framework/Macros.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 34 | #include "tests/validation/Helpers.h" |
| 35 | #include "tests/validation/Validation.h" |
| 36 | #include "tests/validation/fixtures/ScaleFixture.h" |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | namespace |
| 45 | { |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 46 | using datasets::ScaleShapesBaseDataSet; |
| 47 | using datasets::ScaleInterpolationPolicySet; |
| 48 | using datasets::ScaleDataLayouts; |
| 49 | using datasets::ScaleSamplingPolicySet; |
| 50 | using datasets::ScaleAlignCornersSamplingPolicySet; |
| 51 | |
| 52 | /** We consider vector size in byte 16 since the maximum size of |
| 53 | * a vector used by @ref CLScaleKernel is currently 16-byte (float4). |
| 54 | */ |
| 55 | constexpr uint32_t vector_byte = 16; |
| 56 | |
| 57 | template <typename T> |
| 58 | constexpr uint32_t num_elements_per_vector() |
| 59 | { |
| 60 | return vector_byte / sizeof(T); |
| 61 | } |
| 62 | |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 63 | /** CNN data types */ |
| 64 | const auto ScaleDataTypes = framework::dataset::make("DataType", |
| 65 | { |
| 66 | DataType::U8, |
| 67 | DataType::S16, |
| 68 | DataType::F16, |
| 69 | DataType::F32, |
| 70 | }); |
| 71 | |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 72 | /** Quantization information data set */ |
| 73 | const auto QuantizationInfoSet = framework::dataset::make("QuantizationInfo", |
Sang-Hoon Park | bb123bd | 2020-01-03 10:57:30 +0000 | [diff] [blame] | 74 | { |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 75 | QuantizationInfo(0.5f, -1), |
| 76 | }); |
Sang-Hoon Park | bb123bd | 2020-01-03 10:57:30 +0000 | [diff] [blame] | 77 | |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 78 | /** Tolerance */ |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 79 | constexpr AbsoluteTolerance<uint8_t> tolerance_q8(1); |
| 80 | constexpr AbsoluteTolerance<int8_t> tolerance_qs8(1); |
Georgios Pinitas | 99d4f4a | 2017-09-19 16:51:42 +0100 | [diff] [blame] | 81 | constexpr AbsoluteTolerance<int16_t> tolerance_s16(1); |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 82 | constexpr float tolerance_f32_absolute(0.001f); |
| 83 | |
| 84 | RelativeTolerance<float> tolerance_f32(0.05); |
| 85 | RelativeTolerance<half> tolerance_f16(half(0.1)); |
Moritz Pflanzer | ff1c360 | 2017-09-22 12:41:25 +0100 | [diff] [blame] | 86 | |
| 87 | constexpr float tolerance_num_f32(0.01f); |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 88 | } // namespace |
| 89 | |
| 90 | TEST_SUITE(CL) |
| 91 | TEST_SUITE(Scale) |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 92 | TEST_SUITE(Validate) |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 93 | |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 94 | const auto default_input_shape = TensorShape{ 2, 3, 3, 2 }; |
| 95 | const auto default_output_shape = TensorShape{ 4, 6, 3, 2 }; |
Isabella Gottardi | 553b999 | 2018-09-03 12:17:47 +0100 | [diff] [blame] | 96 | |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 97 | constexpr auto default_data_type = DataType::U8; |
| 98 | constexpr auto default_data_layout = DataLayout::NHWC; |
| 99 | constexpr auto default_interpolation_policy = InterpolationPolicy::NEAREST_NEIGHBOR; |
| 100 | constexpr auto default_border_mode = BorderMode::UNDEFINED; |
| 101 | constexpr auto default_sampling_policy = SamplingPolicy::CENTER; |
| 102 | constexpr bool default_use_padding = false; |
| 103 | |
| 104 | TEST_CASE(NullPtr, framework::DatasetMode::ALL) |
Isabella Gottardi | 553b999 | 2018-09-03 12:17:47 +0100 | [diff] [blame] | 105 | { |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 106 | const auto input = TensorInfo{ default_input_shape, 1, default_data_type, default_data_layout }; |
| 107 | const auto output = TensorInfo{ default_output_shape, 1, default_data_type, default_data_layout }; |
| 108 | Status result{}; |
| 109 | |
| 110 | // nullptr is given as input |
| 111 | result = CLScale::validate(nullptr, &output, ScaleKernelInfo{ default_interpolation_policy, default_border_mode }); |
| 112 | ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| 113 | |
| 114 | // nullptr is given as output |
| 115 | result = CLScale::validate(&input, nullptr, ScaleKernelInfo{ default_interpolation_policy, default_border_mode }); |
| 116 | ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
Isabella Gottardi | 553b999 | 2018-09-03 12:17:47 +0100 | [diff] [blame] | 117 | } |
| 118 | |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 119 | TEST_CASE(SupportDataType, framework::DatasetMode::ALL) |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 120 | { |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 121 | const std::map<DataType, bool> supported_data_types = |
| 122 | { |
| 123 | { DataType::U8, true }, |
| 124 | { DataType::S8, false }, |
| 125 | { DataType::QSYMM8, false }, |
| 126 | { DataType::QASYMM8, true }, |
| 127 | { DataType::QASYMM8_SIGNED, true }, |
| 128 | { DataType::QSYMM8_PER_CHANNEL, false }, |
| 129 | { DataType::U16, false }, |
| 130 | { DataType::S16, true }, |
| 131 | { DataType::QSYMM16, false }, |
| 132 | { DataType::QASYMM16, false }, |
| 133 | { DataType::U32, false }, |
| 134 | { DataType::S32, false }, |
| 135 | { DataType::U64, false }, |
| 136 | { DataType::S64, false }, |
| 137 | { DataType::BFLOAT16, false }, |
| 138 | { DataType::F16, true }, |
| 139 | { DataType::F32, true }, |
| 140 | { DataType::F64, false }, |
| 141 | { DataType::SIZET, false }, |
| 142 | }; |
| 143 | Status result{}; |
| 144 | for(auto &kv : supported_data_types) |
| 145 | { |
| 146 | const auto input = TensorInfo{ default_input_shape, 1, kv.first, default_data_layout }; |
| 147 | const auto output = TensorInfo{ default_output_shape, 1, kv.first, default_data_layout }; |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 148 | |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 149 | result = CLScale::validate(&input, &output, ScaleKernelInfo{ default_interpolation_policy, default_border_mode }); |
| 150 | ARM_COMPUTE_EXPECT(bool(result) == kv.second, framework::LogLevel::ERRORS); |
| 151 | } |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 152 | } |
| 153 | |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 154 | TEST_CASE(SameInputOutput, framework::DatasetMode::ALL) |
| 155 | { |
| 156 | const auto input = TensorInfo{ default_input_shape, 1, default_data_type, default_data_layout }; |
| 157 | Status result{}; |
| 158 | |
| 159 | result = CLScale::validate(&input, &input, ScaleKernelInfo{ default_interpolation_policy, default_border_mode }); |
| 160 | ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| 161 | } |
| 162 | |
| 163 | TEST_CASE(MissmatchingDataType, framework::DatasetMode::ALL) |
| 164 | { |
| 165 | constexpr auto non_default_data_type = DataType::F32; |
| 166 | |
| 167 | const auto input = TensorInfo{ default_input_shape, 1, default_data_type, default_data_layout }; |
| 168 | const auto output = TensorInfo{ default_output_shape, 1, non_default_data_type, default_data_layout }; |
| 169 | Status result{}; |
| 170 | |
| 171 | result = CLScale::validate(&input, &output, ScaleKernelInfo{ default_interpolation_policy, default_border_mode }); |
| 172 | ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| 173 | } |
| 174 | |
| 175 | TEST_CASE(AlignedCornerNotSupported, framework::DatasetMode::ALL) |
| 176 | { |
| 177 | // Aligned corners require sampling policy to be TOP_LEFT. |
| 178 | constexpr auto interpolation_policy = InterpolationPolicy::BILINEAR; |
| 179 | constexpr bool align_corners = true; |
| 180 | constexpr auto sampling_policy = SamplingPolicy::CENTER; |
| 181 | |
| 182 | const auto input = TensorInfo{ default_input_shape, 1, default_data_type, default_data_layout }; |
| 183 | const auto output = TensorInfo{ default_output_shape, 1, default_data_type, default_data_layout }; |
| 184 | Status result{}; |
| 185 | |
| 186 | result = CLScale::validate(&input, &output, ScaleKernelInfo{ interpolation_policy, default_border_mode, PixelValue(), sampling_policy, default_use_padding, align_corners }); |
| 187 | ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| 188 | } |
| 189 | |
| 190 | TEST_CASE(InvalidAlignedCornerOutput, framework::DatasetMode::ALL) |
| 191 | { |
| 192 | // Bilinear with aligned corners require at least 2x2 output to prevent overflow. |
| 193 | // Also, aligned corners require sampling policy to be TOP_LEFT. |
| 194 | constexpr auto interpolation_policy = InterpolationPolicy::BILINEAR; |
| 195 | constexpr bool align_corners = true; |
| 196 | constexpr auto sampling_policy = SamplingPolicy::TOP_LEFT; |
| 197 | const auto invalid_output_shape = TensorShape{ 1, 1, 3, 2 }; |
| 198 | |
| 199 | const auto input = TensorInfo{ default_input_shape, 1, default_data_type, default_data_layout }; |
| 200 | const auto output = TensorInfo{ invalid_output_shape, 1, default_data_type, default_data_layout }; |
| 201 | Status result{}; |
| 202 | |
| 203 | result = CLScale::validate(&input, &output, ScaleKernelInfo{ interpolation_policy, default_border_mode, PixelValue(), sampling_policy, default_use_padding, align_corners }); |
| 204 | ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| 205 | } |
| 206 | |
| 207 | TEST_CASE(WindowShrink, framework::DatasetMode::ALL) |
| 208 | { |
| 209 | const auto input = TensorInfo{ TensorShape(37U, 37U, 2U), 1, DataType::F32 }; |
| 210 | const auto output = TensorInfo{ TensorShape(39U, 55U, 2U), 1, DataType::F32 }; |
| 211 | Status result{}; |
| 212 | |
| 213 | result = CLScale::validate(&input.clone()->set_is_resizable(false), &output.clone()->set_is_resizable(false), ScaleKernelInfo{ default_interpolation_policy, default_border_mode }); |
| 214 | ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| 215 | } |
| 216 | |
| 217 | TEST_CASE(IncorrectScaleFactor, framework::DatasetMode::ALL) |
| 218 | { |
| 219 | const auto input = TensorInfo{ TensorShape(28U, 33U, 2U), 1, DataType::F32 }; |
| 220 | const auto output = TensorInfo{ TensorShape(26U, 21U, 2U), 1, DataType::F32 }; |
| 221 | constexpr auto interpolation_policy = InterpolationPolicy::AREA; |
| 222 | Status result{}; |
| 223 | |
| 224 | result = CLScale::validate(&input, &output, ScaleKernelInfo{ interpolation_policy, default_border_mode }); |
| 225 | ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| 226 | } |
| 227 | TEST_SUITE_END() // Validate |
| 228 | |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 229 | template <typename T> |
| 230 | using CLScaleFixture = ScaleValidationFixture<CLTensor, CLAccessor, CLScale, T>; |
| 231 | |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 232 | TEST_SUITE(Float) |
| 233 | TEST_SUITE(FP32) |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 234 | const auto f32_shape = combine((SCALE_PRECOMMIT_SHAPE_DATASET(num_elements_per_vector<float>())), framework::dataset::make("DataType", DataType::F32)); |
| 235 | FIXTURE_DATA_TEST_CASE(Run, CLScaleFixture<float>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(f32_shape, ScaleSamplingPolicySet)) |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 236 | { |
| 237 | //Create valid region |
| 238 | TensorInfo src_info(_shape, 1, _data_type); |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 239 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 240 | |
| 241 | // Validate output |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 242 | validate(CLAccessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32, tolerance_f32_absolute); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 243 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 244 | FIXTURE_DATA_TEST_CASE(RunAlignCorners, CLScaleFixture<float>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(f32_shape, ScaleAlignCornersSamplingPolicySet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 245 | { |
| 246 | //Create valid region |
| 247 | TensorInfo src_info(_shape, 1, _data_type); |
| 248 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 249 | |
| 250 | // Validate output |
| 251 | validate(CLAccessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32, tolerance_f32_absolute); |
| 252 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 253 | const auto f32_nightly_shape = combine((SCALE_NIGHTLY_SHAPE_DATASET(num_elements_per_vector<float>())), framework::dataset::make("DataType", DataType::F32)); |
| 254 | FIXTURE_DATA_TEST_CASE(RunNightly, CLScaleFixture<float>, framework::DatasetMode::NIGHTLY, ASSEMBLE_DATASET(f32_nightly_shape, ScaleSamplingPolicySet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 255 | { |
| 256 | //Create valid region |
| 257 | TensorInfo src_info(_shape, 1, _data_type); |
| 258 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 259 | |
| 260 | // Validate output |
| 261 | validate(CLAccessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32, tolerance_f32_absolute); |
| 262 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 263 | FIXTURE_DATA_TEST_CASE(RunNightlyAlignCorners, CLScaleFixture<float>, framework::DatasetMode::NIGHTLY, ASSEMBLE_DATASET(f32_nightly_shape, ScaleAlignCornersSamplingPolicySet)) |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 264 | { |
| 265 | //Create valid region |
| 266 | TensorInfo src_info(_shape, 1, _data_type); |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 267 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 268 | |
| 269 | // Validate output |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 270 | validate(CLAccessor(_target), _reference, valid_region, tolerance_f32, tolerance_num_f32, tolerance_f32_absolute); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 271 | } |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 272 | TEST_SUITE_END() // FP32 |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 273 | TEST_SUITE(FP16) |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 274 | const auto f16_shape = combine((SCALE_PRECOMMIT_SHAPE_DATASET(num_elements_per_vector<half>())), framework::dataset::make("DataType", DataType::F16)); |
| 275 | FIXTURE_DATA_TEST_CASE(Run, CLScaleFixture<half>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(f16_shape, ScaleSamplingPolicySet)) |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 276 | { |
| 277 | //Create valid region |
| 278 | TensorInfo src_info(_shape, 1, _data_type); |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 279 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 280 | |
| 281 | // Validate output |
| 282 | validate(CLAccessor(_target), _reference, valid_region, tolerance_f16); |
| 283 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 284 | FIXTURE_DATA_TEST_CASE(RunAlignCorners, CLScaleFixture<half>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(f16_shape, ScaleAlignCornersSamplingPolicySet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 285 | { |
| 286 | //Create valid region |
| 287 | TensorInfo src_info(_shape, 1, _data_type); |
| 288 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 289 | |
| 290 | // Validate output |
| 291 | validate(CLAccessor(_target), _reference, valid_region, tolerance_f16); |
| 292 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 293 | const auto f16_nightly_shape = combine((SCALE_NIGHTLY_SHAPE_DATASET(num_elements_per_vector<half>())), framework::dataset::make("DataType", DataType::F16)); |
| 294 | FIXTURE_DATA_TEST_CASE(RunNightly, CLScaleFixture<half>, framework::DatasetMode::NIGHTLY, ASSEMBLE_DATASET(f16_nightly_shape, ScaleSamplingPolicySet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 295 | { |
| 296 | //Create valid region |
| 297 | TensorInfo src_info(_shape, 1, _data_type); |
| 298 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 299 | |
| 300 | // Validate output |
| 301 | validate(CLAccessor(_target), _reference, valid_region, tolerance_f16); |
| 302 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 303 | FIXTURE_DATA_TEST_CASE(RunNightlyAlignCorners, CLScaleFixture<half>, framework::DatasetMode::NIGHTLY, ASSEMBLE_DATASET(f16_nightly_shape, ScaleAlignCornersSamplingPolicySet)) |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 304 | { |
| 305 | //Create valid region |
| 306 | TensorInfo src_info(_shape, 1, _data_type); |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 307 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 308 | |
| 309 | // Validate output |
| 310 | validate(CLAccessor(_target), _reference, valid_region, tolerance_f16); |
| 311 | } |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 312 | TEST_SUITE_END() // FP16 |
| 313 | TEST_SUITE_END() // Float |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 314 | |
| 315 | TEST_SUITE(Integer) |
| 316 | TEST_SUITE(U8) |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 317 | const auto u8_shape = combine((SCALE_PRECOMMIT_SHAPE_DATASET(num_elements_per_vector<uint8_t>())), framework::dataset::make("DataType", DataType::U8)); |
| 318 | FIXTURE_DATA_TEST_CASE(Run, CLScaleFixture<uint8_t>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(u8_shape, ScaleSamplingPolicySet)) |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 319 | { |
| 320 | //Create valid region |
| 321 | TensorInfo src_info(_shape, 1, _data_type); |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 322 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 323 | |
| 324 | // Validate output |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 325 | validate(CLAccessor(_target), _reference, valid_region, tolerance_q8); |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 326 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 327 | FIXTURE_DATA_TEST_CASE(RunAlignCorners, CLScaleFixture<uint8_t>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(u8_shape, ScaleAlignCornersSamplingPolicySet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 328 | { |
| 329 | //Create valid region |
| 330 | TensorInfo src_info(_shape, 1, _data_type); |
| 331 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 332 | |
| 333 | // Validate output |
| 334 | validate(CLAccessor(_target), _reference, valid_region, tolerance_q8); |
| 335 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 336 | const auto u8_nightly_shape = combine((SCALE_NIGHTLY_SHAPE_DATASET(num_elements_per_vector<uint8_t>())), framework::dataset::make("DataType", DataType::U8)); |
| 337 | FIXTURE_DATA_TEST_CASE(RunNightly, CLScaleFixture<uint8_t>, framework::DatasetMode::NIGHTLY, ASSEMBLE_DATASET(u8_nightly_shape, ScaleSamplingPolicySet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 338 | { |
| 339 | //Create valid region |
| 340 | TensorInfo src_info(_shape, 1, _data_type); |
| 341 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 342 | |
| 343 | // Validate output |
| 344 | validate(CLAccessor(_target), _reference, valid_region, tolerance_q8); |
| 345 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 346 | FIXTURE_DATA_TEST_CASE(RunNightlyAlignCorners, CLScaleFixture<uint8_t>, framework::DatasetMode::NIGHTLY, ASSEMBLE_DATASET(u8_nightly_shape, ScaleAlignCornersSamplingPolicySet)) |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 347 | { |
| 348 | //Create valid region |
| 349 | TensorInfo src_info(_shape, 1, _data_type); |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 350 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 351 | |
| 352 | // Validate output |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 353 | validate(CLAccessor(_target), _reference, valid_region, tolerance_q8); |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 354 | } |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 355 | TEST_SUITE_END() // U8 |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 356 | TEST_SUITE(S16) |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 357 | const auto s16_shape = combine((SCALE_PRECOMMIT_SHAPE_DATASET(num_elements_per_vector<int16_t>())), framework::dataset::make("DataType", DataType::S16)); |
| 358 | FIXTURE_DATA_TEST_CASE(Run, CLScaleFixture<int16_t>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(s16_shape, ScaleSamplingPolicySet)) |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 359 | { |
| 360 | //Create valid region |
| 361 | TensorInfo src_info(_shape, 1, _data_type); |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 362 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 363 | |
| 364 | // Validate output |
Georgios Pinitas | 99d4f4a | 2017-09-19 16:51:42 +0100 | [diff] [blame] | 365 | validate(CLAccessor(_target), _reference, valid_region, tolerance_s16); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 366 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 367 | FIXTURE_DATA_TEST_CASE(RunAlignCorners, CLScaleFixture<int16_t>, framework::DatasetMode::ALL, ASSEMBLE_DATASET(s16_shape, ScaleAlignCornersSamplingPolicySet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 368 | { |
| 369 | //Create valid region |
| 370 | TensorInfo src_info(_shape, 1, _data_type); |
| 371 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 372 | |
| 373 | // Validate output |
| 374 | validate(CLAccessor(_target), _reference, valid_region, tolerance_s16); |
| 375 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 376 | const auto s16_nightly_shape = combine((SCALE_NIGHTLY_SHAPE_DATASET(num_elements_per_vector<int16_t>())), framework::dataset::make("DataType", DataType::S16)); |
| 377 | FIXTURE_DATA_TEST_CASE(RunNightly, CLScaleFixture<int16_t>, framework::DatasetMode::NIGHTLY, ASSEMBLE_DATASET(s16_nightly_shape, ScaleSamplingPolicySet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 378 | { |
| 379 | //Create valid region |
| 380 | TensorInfo src_info(_shape, 1, _data_type); |
| 381 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 382 | |
| 383 | // Validate output |
| 384 | validate(CLAccessor(_target), _reference, valid_region, tolerance_s16); |
| 385 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 386 | FIXTURE_DATA_TEST_CASE(RunNightlyAlignCorners, CLScaleFixture<int16_t>, framework::DatasetMode::NIGHTLY, ASSEMBLE_DATASET(s16_nightly_shape, ScaleAlignCornersSamplingPolicySet)) |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 387 | { |
| 388 | //Create valid region |
| 389 | TensorInfo src_info(_shape, 1, _data_type); |
Diego Lopez Recas | 0085429 | 2018-02-22 13:08:01 +0000 | [diff] [blame] | 390 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 391 | |
| 392 | // Validate output |
Georgios Pinitas | 99d4f4a | 2017-09-19 16:51:42 +0100 | [diff] [blame] | 393 | validate(CLAccessor(_target), _reference, valid_region, tolerance_s16); |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 394 | } |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 395 | TEST_SUITE_END() // S16 |
| 396 | TEST_SUITE_END() // Integer |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 397 | |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 398 | template <typename T> |
| 399 | using CLScaleQuantizedFixture = ScaleValidationQuantizedFixture<CLTensor, CLAccessor, CLScale, T>; |
| 400 | TEST_SUITE(Quantized) |
| 401 | TEST_SUITE(QASYMM8) |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 402 | const auto qasymm8_shape = combine((SCALE_PRECOMMIT_SHAPE_DATASET(num_elements_per_vector<uint8_t>())), framework::dataset::make("DataType", DataType::QASYMM8)); |
| 403 | FIXTURE_DATA_TEST_CASE(Run, CLScaleQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, ASSEMBLE_QUANTIZED_DATASET(qasymm8_shape, ScaleSamplingPolicySet, QuantizationInfoSet)) |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 404 | { |
| 405 | //Create valid region |
| 406 | TensorInfo src_info(_shape, 1, _data_type); |
| 407 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 408 | |
| 409 | // Validate output |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 410 | validate(CLAccessor(_target), _reference, valid_region, tolerance_q8); |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 411 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 412 | FIXTURE_DATA_TEST_CASE(RunAlignCorners, CLScaleQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, ASSEMBLE_QUANTIZED_DATASET(qasymm8_shape, ScaleAlignCornersSamplingPolicySet, |
| 413 | QuantizationInfoSet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 414 | { |
| 415 | //Create valid region |
| 416 | TensorInfo src_info(_shape, 1, _data_type); |
| 417 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 418 | |
| 419 | // Validate output |
| 420 | validate(CLAccessor(_target), _reference, valid_region, tolerance_q8); |
| 421 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 422 | const auto qasymm8_nightly_shape = combine((SCALE_NIGHTLY_SHAPE_DATASET(num_elements_per_vector<uint8_t>())), framework::dataset::make("DataType", DataType::QASYMM8)); |
| 423 | FIXTURE_DATA_TEST_CASE(RunNightly, CLScaleQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, ASSEMBLE_QUANTIZED_DATASET(qasymm8_nightly_shape, ScaleSamplingPolicySet, QuantizationInfoSet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 424 | { |
| 425 | //Create valid region |
| 426 | TensorInfo src_info(_shape, 1, _data_type); |
| 427 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 428 | |
| 429 | // Validate output |
| 430 | validate(CLAccessor(_target), _reference, valid_region, tolerance_q8); |
| 431 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 432 | FIXTURE_DATA_TEST_CASE(RunNightlyAlignCorners, CLScaleQuantizedFixture<uint8_t>, framework::DatasetMode::NIGHTLY, ASSEMBLE_QUANTIZED_DATASET(qasymm8_nightly_shape, ScaleAlignCornersSamplingPolicySet, |
| 433 | QuantizationInfoSet)) |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 434 | { |
| 435 | //Create valid region |
| 436 | TensorInfo src_info(_shape, 1, _data_type); |
| 437 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 438 | |
| 439 | // Validate output |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 440 | validate(CLAccessor(_target), _reference, valid_region, tolerance_q8); |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 441 | } |
| 442 | TEST_SUITE_END() // QASYMM8 |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 443 | TEST_SUITE(QASYMM8_SIGNED) |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 444 | const auto qasymm8_signed_shape = combine((SCALE_PRECOMMIT_SHAPE_DATASET(num_elements_per_vector<int8_t>())), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)); |
| 445 | FIXTURE_DATA_TEST_CASE(Run, CLScaleQuantizedFixture<int8_t>, framework::DatasetMode::ALL, ASSEMBLE_QUANTIZED_DATASET(qasymm8_signed_shape, ScaleSamplingPolicySet, QuantizationInfoSet)) |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 446 | { |
| 447 | //Create valid region |
| 448 | TensorInfo src_info(_shape, 1, _data_type); |
| 449 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 450 | |
| 451 | // Validate output |
| 452 | validate(CLAccessor(_target), _reference, valid_region, tolerance_qs8); |
| 453 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 454 | FIXTURE_DATA_TEST_CASE(RunAlignCorners, CLScaleQuantizedFixture<int8_t>, framework::DatasetMode::ALL, ASSEMBLE_QUANTIZED_DATASET(qasymm8_signed_shape, ScaleAlignCornersSamplingPolicySet, |
| 455 | QuantizationInfoSet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 456 | { |
| 457 | //Create valid region |
| 458 | TensorInfo src_info(_shape, 1, _data_type); |
| 459 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 460 | |
| 461 | // Validate output |
| 462 | validate(CLAccessor(_target), _reference, valid_region, tolerance_qs8); |
| 463 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 464 | const auto qasymm8_signed_nightly_shape = combine((SCALE_NIGHTLY_SHAPE_DATASET(num_elements_per_vector<int8_t>())), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)); |
| 465 | FIXTURE_DATA_TEST_CASE(RunNightly, CLScaleQuantizedFixture<int8_t>, framework::DatasetMode::NIGHTLY, ASSEMBLE_QUANTIZED_DATASET(qasymm8_signed_nightly_shape, ScaleSamplingPolicySet, |
| 466 | QuantizationInfoSet)) |
Sang-Hoon Park | f025a77 | 2020-05-26 11:11:32 +0100 | [diff] [blame] | 467 | { |
| 468 | //Create valid region |
| 469 | TensorInfo src_info(_shape, 1, _data_type); |
| 470 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 471 | |
| 472 | // Validate output |
| 473 | validate(CLAccessor(_target), _reference, valid_region, tolerance_qs8); |
| 474 | } |
Sang-Hoon Park | 27a9e4f | 2020-06-08 19:21:34 +0100 | [diff] [blame^] | 475 | FIXTURE_DATA_TEST_CASE(RunNightlyAlignCorners, CLScaleQuantizedFixture<int8_t>, framework::DatasetMode::NIGHTLY, ASSEMBLE_QUANTIZED_DATASET(qasymm8_signed_nightly_shape, |
| 476 | ScaleAlignCornersSamplingPolicySet, |
| 477 | QuantizationInfoSet)) |
Manuel Bottini | 8481d83 | 2019-12-10 15:28:40 +0000 | [diff] [blame] | 478 | { |
| 479 | //Create valid region |
| 480 | TensorInfo src_info(_shape, 1, _data_type); |
| 481 | const ValidRegion valid_region = calculate_valid_region_scale(src_info, _reference.shape(), _policy, _sampling_policy, (_border_mode == BorderMode::UNDEFINED)); |
| 482 | |
| 483 | // Validate output |
| 484 | validate(CLAccessor(_target), _reference, valid_region, tolerance_qs8); |
| 485 | } |
| 486 | TEST_SUITE_END() // QASYMM8_SIGNED |
Michalis Spyrou | 17220e2 | 2018-09-12 13:35:38 +0100 | [diff] [blame] | 487 | TEST_SUITE_END() // Quantized |
| 488 | |
| 489 | TEST_SUITE_END() // Scale |
| 490 | TEST_SUITE_END() // CL |
Isabella Gottardi | 1fab09f | 2017-07-13 15:55:57 +0100 | [diff] [blame] | 491 | } // namespace validation |
| 492 | } // namespace test |
| 493 | } // namespace arm_compute |