Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 1 | /* |
| 2 | * Copyright (c) 2019 ARM Limited. |
| 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/CL/kernels/CLDepthwiseConvolutionLayerNativeKernel.h" |
| 25 | #include "arm_compute/core/KernelDescriptors.h" |
| 26 | #include "arm_compute/core/Types.h" |
| 27 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
| 28 | #include "arm_compute/runtime/CL/CLTensor.h" |
| 29 | #include "arm_compute/runtime/CL/CLTensorAllocator.h" |
| 30 | #include "tests/CL/CLAccessor.h" |
| 31 | #include "tests/CL/Helper.h" |
| 32 | #include "tests/PaddingCalculator.h" |
| 33 | #include "tests/datasets/ShapeDatasets.h" |
| 34 | #include "tests/framework/Asserts.h" |
| 35 | #include "tests/framework/Macros.h" |
| 36 | #include "tests/framework/datasets/Datasets.h" |
| 37 | #include "tests/validation/Validation.h" |
| 38 | #include "tests/validation/fixtures/DepthwiseConvolutionLayerFixture.h" |
| 39 | |
| 40 | namespace arm_compute |
| 41 | { |
| 42 | namespace test |
| 43 | { |
| 44 | namespace validation |
| 45 | { |
| 46 | using namespace arm_compute::misc::shape_calculator; |
| 47 | |
| 48 | // Create function for CLDepthwiseConvolutionLayerNativeKernel |
| 49 | using CLDepthwiseConvolutionLayerNative = CLSynthetizeFunction<CLDepthwiseConvolutionLayerNativeKernel>; |
| 50 | |
| 51 | // Fixture for CLDepthwiseConvolutionLayerNative |
| 52 | template <typename T> |
| 53 | using CLDepthwiseConvolutionLayerNativeFixture = DepthwiseConvolutionLayerNativeConfigurableValidationFixture<CLTensor, CLAccessor, CLDepthwiseConvolutionLayerNative, T>; |
| 54 | |
| 55 | namespace |
| 56 | { |
| 57 | // *INDENT-OFF* |
| 58 | // clang-format off |
| 59 | RelativeTolerance<float> rel_tolerance_f32(0.001f); |
| 60 | constexpr float abs_tolerance_f32(0.0001f); |
| 61 | |
Giorgio Arena | dac622a | 2019-12-23 15:01:17 +0000 | [diff] [blame^] | 62 | RelativeTolerance<half_float::half> rel_tolerance_f16(half_float::half(0.01f)); |
| 63 | const float abs_tolerance_f16(half_float::half(0.02f)); |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 64 | |
| 65 | /** Width values to test - Precommit */ |
| 66 | const auto width_values_precommit = framework::dataset::make("width", { 37U } ); |
| 67 | |
| 68 | /** Width values to test - Nightly */ |
| 69 | const auto width_values_nightly = framework::dataset::make("width", { 53U, 47U } ); |
| 70 | |
| 71 | /** Height values to test - Precommit */ |
| 72 | const auto height_values_precommit = framework::dataset::make("height", { 19U } ); |
| 73 | |
| 74 | /** Height values to test - Nightly */ |
| 75 | const auto height_values_nightly = framework::dataset::make("height", { 39U, 43U } ); |
| 76 | |
| 77 | /** Channel values to test - Precommit */ |
| 78 | const auto channel_values_precommit = framework::dataset::make("channels", { 15U }); |
| 79 | |
| 80 | /** Channel values to test - Nightly */ |
| 81 | const auto channel_values_nightly = framework::dataset::make("channels", { 33U, 19U }); |
| 82 | |
| 83 | /** Batch values to test - Precommit */ |
| 84 | const auto batch_values_precommit = framework::dataset::make("batch", { 1U, 2U }); |
| 85 | |
| 86 | /** Batch values to test - Nightly */ |
| 87 | const auto batch_values_nightly = framework::dataset::make("batch", { 1U, 3U }); |
| 88 | |
| 89 | /** Kernel size values to test - Precommit */ |
| 90 | const auto kernel_sz_values_precommit = framework::dataset::make("kernel_size", { Size2D(1U, 1U), Size2D(1U, 3U), Size2D(5U, 5U) }); |
| 91 | |
| 92 | /** Kernel size values to test - Nightly */ |
| 93 | const auto kernel_sz_values_nightly = framework::dataset::make("kernel_size", { Size2D(3U, 5U), Size2D(5U, 1U), Size2D(1U, 7U), Size2D(9U, 7U) }); |
| 94 | |
| 95 | /** Depth multiplier values to test - All */ |
| 96 | const auto depth_multiplier_values = framework::dataset::make("depth_multiplier", {3U}); |
| 97 | |
| 98 | /** Dilation values to test - All */ |
| 99 | const auto dilation_values = framework::dataset::make("dilation", { Size2D(1U, 1U), Size2D(3U, 3U) }); |
| 100 | |
| 101 | /** Stride values to test - All */ |
| 102 | const auto stride_values = framework::dataset::make("stride", { Size2D(1U, 1U), Size2D(3U, 2U) }); |
| 103 | |
| 104 | /** Padding values to test - All */ |
| 105 | const auto padding_valid_values = framework::dataset::make("padding_valid", { true, false }); |
| 106 | |
| 107 | /** Data type values to test - All */ |
| 108 | const auto data_type_values = framework::dataset::make("data_type", { DataType::F32, DataType::F16 }); |
| 109 | |
| 110 | /** Data layout values to test - All */ |
| 111 | const auto data_layout_values = framework::dataset::make("data_layout", { DataLayout::NHWC }); |
| 112 | |
| 113 | /** N0 values to test - Precommit */ |
| 114 | const auto n0_values_precommit = framework::dataset::make("N0", {2, 4}); |
| 115 | |
| 116 | /** N0 values to test - Nightly */ |
| 117 | const auto n0_values_nightly = framework::dataset::make("N0", {3, 8}); |
| 118 | |
| 119 | /** Activation values to test */ |
| 120 | const auto act_values = framework::dataset::make("Activation", |
| 121 | { |
| 122 | ActivationLayerInfo(), |
| 123 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 8.f, 2.f), |
| 124 | }); |
| 125 | |
| 126 | } // namespace |
| 127 | |
| 128 | TEST_SUITE(CL) |
| 129 | TEST_SUITE(DepthwiseConvolutionLayerNative) |
| 130 | TEST_SUITE(Float) |
| 131 | TEST_SUITE(FP32) |
| 132 | FIXTURE_DATA_TEST_CASE(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::ALL, |
| 133 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 134 | width_values_precommit, |
| 135 | height_values_precommit), |
| 136 | channel_values_precommit), |
| 137 | batch_values_precommit), |
| 138 | kernel_sz_values_precommit), |
| 139 | framework::dataset::make("depth_multiplier", 1)), |
| 140 | dilation_values), |
| 141 | stride_values), |
| 142 | padding_valid_values), |
| 143 | framework::dataset::make("DataType", DataType::F32)), |
| 144 | data_layout_values), |
| 145 | act_values), |
| 146 | n0_values_precommit)) |
| 147 | { |
| 148 | // Validate output |
| 149 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 150 | } |
| 151 | |
| 152 | FIXTURE_DATA_TEST_CASE(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::NIGHTLY, |
| 153 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 154 | width_values_nightly, |
| 155 | height_values_nightly), |
| 156 | channel_values_nightly), |
| 157 | batch_values_nightly), |
| 158 | kernel_sz_values_nightly), |
| 159 | framework::dataset::make("depth_multiplier", 1)), |
| 160 | dilation_values), |
| 161 | stride_values), |
| 162 | padding_valid_values), |
| 163 | framework::dataset::make("DataType", DataType::F32)), |
| 164 | data_layout_values), |
| 165 | act_values), |
| 166 | n0_values_nightly)) |
| 167 | { |
| 168 | // Validate output |
| 169 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 170 | } |
| 171 | TEST_SUITE_END() // FP32 |
| 172 | |
| 173 | TEST_SUITE(FP16) |
| 174 | FIXTURE_DATA_TEST_CASE(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::ALL, |
| 175 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 176 | width_values_precommit, |
| 177 | height_values_precommit), |
| 178 | channel_values_precommit), |
| 179 | batch_values_precommit), |
| 180 | kernel_sz_values_precommit), |
| 181 | framework::dataset::make("depth_multiplier", 1)), |
| 182 | dilation_values), |
| 183 | stride_values), |
| 184 | padding_valid_values), |
| 185 | framework::dataset::make("DataType", DataType::F16)), |
| 186 | data_layout_values), |
| 187 | act_values), |
| 188 | n0_values_precommit)) |
| 189 | { |
| 190 | // Validate output |
Giorgio Arena | dac622a | 2019-12-23 15:01:17 +0000 | [diff] [blame^] | 191 | validate(CLAccessor(_target), _reference, rel_tolerance_f16); |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 192 | } |
| 193 | |
| 194 | FIXTURE_DATA_TEST_CASE(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::NIGHTLY, |
| 195 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 196 | width_values_nightly, |
| 197 | height_values_nightly), |
| 198 | channel_values_nightly), |
| 199 | batch_values_nightly), |
| 200 | kernel_sz_values_nightly), |
| 201 | framework::dataset::make("depth_multiplier", 1)), |
| 202 | dilation_values), |
| 203 | stride_values), |
| 204 | padding_valid_values), |
| 205 | framework::dataset::make("DataType", DataType::F16)), |
| 206 | data_layout_values), |
| 207 | act_values), |
| 208 | n0_values_nightly)) |
| 209 | { |
| 210 | // Validate output |
Giorgio Arena | dac622a | 2019-12-23 15:01:17 +0000 | [diff] [blame^] | 211 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 212 | } |
| 213 | TEST_SUITE_END() // FP16 |
| 214 | TEST_SUITE_END() // Float |
| 215 | TEST_SUITE(DepthMultiplier) |
| 216 | TEST_SUITE(Float) |
| 217 | TEST_SUITE(FP32) |
| 218 | FIXTURE_DATA_TEST_CASE(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::ALL, |
| 219 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 220 | width_values_precommit, |
| 221 | height_values_precommit), |
| 222 | channel_values_precommit), |
| 223 | batch_values_precommit), |
| 224 | kernel_sz_values_precommit), |
| 225 | depth_multiplier_values), |
| 226 | dilation_values), |
| 227 | stride_values), |
| 228 | padding_valid_values), |
| 229 | framework::dataset::make("DataType", DataType::F32)), |
| 230 | data_layout_values), |
| 231 | act_values), |
| 232 | framework::dataset::make("N0", 1))) |
| 233 | { |
| 234 | // Validate output |
| 235 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 236 | } |
| 237 | |
| 238 | FIXTURE_DATA_TEST_CASE(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<float>, framework::DatasetMode::NIGHTLY, |
| 239 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 240 | width_values_nightly, |
| 241 | height_values_nightly), |
| 242 | channel_values_nightly), |
| 243 | batch_values_nightly), |
| 244 | kernel_sz_values_nightly), |
| 245 | depth_multiplier_values), |
| 246 | dilation_values), |
| 247 | stride_values), |
| 248 | padding_valid_values), |
| 249 | framework::dataset::make("DataType", DataType::F32)), |
| 250 | data_layout_values), |
| 251 | act_values), |
| 252 | framework::dataset::make("N0", 1))) |
| 253 | { |
| 254 | // Validate output |
| 255 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 256 | } |
| 257 | TEST_SUITE_END() // FP32 |
| 258 | |
| 259 | TEST_SUITE(FP16) |
| 260 | FIXTURE_DATA_TEST_CASE(RunSmall, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::ALL, |
| 261 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 262 | width_values_precommit, |
| 263 | height_values_precommit), |
| 264 | channel_values_precommit), |
| 265 | batch_values_precommit), |
| 266 | kernel_sz_values_precommit), |
| 267 | depth_multiplier_values), |
| 268 | dilation_values), |
| 269 | stride_values), |
| 270 | padding_valid_values), |
| 271 | framework::dataset::make("DataType", DataType::F16)), |
| 272 | data_layout_values), |
| 273 | act_values), |
| 274 | framework::dataset::make("N0", 1))) |
| 275 | { |
| 276 | // Validate output |
Giorgio Arena | dac622a | 2019-12-23 15:01:17 +0000 | [diff] [blame^] | 277 | validate(CLAccessor(_target), _reference, rel_tolerance_f16); |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 278 | } |
| 279 | |
| 280 | FIXTURE_DATA_TEST_CASE(RunLarge, CLDepthwiseConvolutionLayerNativeFixture<half>, framework::DatasetMode::NIGHTLY, |
| 281 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 282 | width_values_nightly, |
| 283 | height_values_nightly), |
| 284 | channel_values_nightly), |
| 285 | batch_values_nightly), |
| 286 | kernel_sz_values_nightly), |
| 287 | depth_multiplier_values), |
| 288 | dilation_values), |
| 289 | stride_values), |
| 290 | padding_valid_values), |
| 291 | framework::dataset::make("DataType", DataType::F16)), |
| 292 | data_layout_values), |
| 293 | act_values), |
| 294 | framework::dataset::make("N0", 1))) |
| 295 | { |
| 296 | // Validate output |
Giorgio Arena | dac622a | 2019-12-23 15:01:17 +0000 | [diff] [blame^] | 297 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
Gian Marco Iodice | 9285adb | 2019-09-05 16:10:27 +0100 | [diff] [blame] | 298 | } |
| 299 | TEST_SUITE_END() // FP16 |
| 300 | TEST_SUITE_END() // Float |
| 301 | TEST_SUITE_END() // DepthMultiplier |
| 302 | TEST_SUITE_END() // DepthwiseConvolutionLayerNative |
| 303 | TEST_SUITE_END() // CL |
| 304 | } // namespace validation |
| 305 | } // namespace test |
| 306 | } // namespace arm_compute |