giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 1 | /* |
Michalis Spyrou | 5c9f0c4 | 2019-01-16 14:48:48 +0000 | [diff] [blame] | 2 | * Copyright (c) 2018-2019 ARM Limited. |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +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, |
Georgios Pinitas | 2d6cb17 | 2018-12-24 15:00:43 +0000 | [diff] [blame] | 21 | * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 22 | * SOFTWARE. |
| 23 | */ |
| 24 | #include "arm_compute/core/Types.h" |
| 25 | #include "arm_compute/runtime/NEON/functions/NEElementwiseOperations.h" |
| 26 | #include "arm_compute/runtime/Tensor.h" |
| 27 | #include "arm_compute/runtime/TensorAllocator.h" |
| 28 | #include "tests/NEON/Accessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
| 30 | #include "tests/datasets/ShapeDatasets.h" |
| 31 | #include "tests/framework/Asserts.h" |
| 32 | #include "tests/framework/Macros.h" |
| 33 | #include "tests/framework/datasets/Datasets.h" |
| 34 | #include "tests/validation/Validation.h" |
| 35 | #include "tests/validation/fixtures/ElementwiseOperationsFixture.h" |
| 36 | |
| 37 | namespace arm_compute |
| 38 | { |
| 39 | namespace test |
| 40 | { |
| 41 | namespace validation |
| 42 | { |
| 43 | namespace |
| 44 | { |
| 45 | RelativeTolerance<float> tolerance_fp32(0.000001f); |
Georgios Pinitas | 2d6cb17 | 2018-12-24 15:00:43 +0000 | [diff] [blame] | 46 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 47 | RelativeTolerance<float> tolerance_fp16(0.01f); |
| 48 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 49 | |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 50 | /** Input data sets **/ |
| 51 | const auto ElementwiseSquaredDiffQASYMM8Dataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::QASYMM8)), |
| 52 | framework::dataset::make("DataType", |
| 53 | DataType::QASYMM8)); |
| 54 | /** Input data sets **/ |
| 55 | const auto ElementwiseSquaredDiffS32Dataset = combine(combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::S32)), |
| 56 | framework::dataset::make("DataType", |
| 57 | DataType::S32)); |
| 58 | const auto ElementwiseSquaredDiffS16Dataset = combine(combine(framework::dataset::make("DataType", { DataType::S16 }), framework::dataset::make("DataType", DataType::S16)), |
| 59 | framework::dataset::make("DataType", DataType::S16)); |
| 60 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 61 | const auto ElementwiseSquaredDiffFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)), |
| 62 | framework::dataset::make("DataType", DataType::F16)); |
| 63 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 64 | const auto ElementwiseSquaredDiffFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)), |
| 65 | framework::dataset::make("DataType", DataType::F32)); |
| 66 | } // namespace |
| 67 | |
| 68 | TEST_SUITE(NEON) |
| 69 | TEST_SUITE(ElementwiseSquaredDiff) |
| 70 | |
| 71 | template <typename T> |
| 72 | using NEElementwiseSquaredDiffFixture = ElementwiseSquaredDiffValidationFixture<Tensor, Accessor, NEElementwiseSquaredDiff, T>; |
| 73 | |
| 74 | // *INDENT-OFF* |
| 75 | // clang-format off |
| 76 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 77 | framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 78 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| 79 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::S32), |
| 80 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), // Invalid data type combination |
| 81 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
| 82 | }), |
| 83 | framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 84 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| 85 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::S32), |
| 86 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| 87 | TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| 88 | })), |
| 89 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 90 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| 91 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::S32), |
| 92 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| 93 | TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| 94 | })), |
| 95 | framework::dataset::make("Expected", { true, true, true, false, false})), |
| 96 | input1_info, input2_info, output_info, expected) |
| 97 | { |
| 98 | ARM_COMPUTE_EXPECT(bool(NEElementwiseSquaredDiff::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))) == expected, framework::LogLevel::ERRORS); |
| 99 | } |
| 100 | // clang-format on |
| 101 | // *INDENT-ON* |
| 102 | |
| 103 | TEST_SUITE(S32) |
Michalis Spyrou | 5c9f0c4 | 2019-01-16 14:48:48 +0000 | [diff] [blame] | 104 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, datasets::SmallShapes(), |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 105 | shape) |
| 106 | { |
| 107 | // Create tensors |
| 108 | Tensor ref_src1 = create_tensor<Tensor>(shape, DataType::S32); |
| 109 | Tensor ref_src2 = create_tensor<Tensor>(shape, DataType::S32); |
| 110 | Tensor dst = create_tensor<Tensor>(shape, DataType::S32); |
| 111 | |
| 112 | // Create and Configure function |
| 113 | NEElementwiseSquaredDiff add; |
| 114 | add.configure(&ref_src1, &ref_src2, &dst); |
| 115 | |
| 116 | // Validate valid region |
| 117 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 118 | validate(dst.info()->valid_region(), valid_region); |
| 119 | } |
| 120 | |
| 121 | FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseSquaredDiffFixture<int32_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), ElementwiseSquaredDiffS32Dataset)) |
| 122 | { |
| 123 | // Validate output |
| 124 | validate(Accessor(_target), _reference); |
| 125 | } |
| 126 | TEST_SUITE_END() // S32 |
| 127 | |
| 128 | TEST_SUITE(S16) |
Michalis Spyrou | 5c9f0c4 | 2019-01-16 14:48:48 +0000 | [diff] [blame] | 129 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("DataType", { DataType::S16 })), |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 130 | shape, data_type) |
| 131 | { |
| 132 | // Create tensors |
| 133 | Tensor ref_src1 = create_tensor<Tensor>(shape, data_type); |
| 134 | Tensor ref_src2 = create_tensor<Tensor>(shape, DataType::S16); |
| 135 | Tensor dst = create_tensor<Tensor>(shape, DataType::S16); |
| 136 | |
| 137 | // Create and Configure function |
| 138 | NEElementwiseSquaredDiff add; |
| 139 | add.configure(&ref_src1, &ref_src2, &dst); |
| 140 | |
| 141 | // Validate valid region |
| 142 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 143 | validate(dst.info()->valid_region(), valid_region); |
| 144 | } |
| 145 | |
Michalis Spyrou | 5ce99a2 | 2019-01-25 14:17:49 +0000 | [diff] [blame] | 146 | FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseSquaredDiffFixture<int16_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseSquaredDiffS16Dataset)) |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 147 | { |
| 148 | // Validate output |
| 149 | validate(Accessor(_target), _reference); |
| 150 | } |
| 151 | TEST_SUITE_END() // S16 |
| 152 | |
| 153 | template <typename T> |
| 154 | using NEElementwiseSquaredDiffQuantizedFixture = ElementwiseSquaredDiffValidationQuantizedFixture<Tensor, Accessor, NEElementwiseSquaredDiff, T>; |
| 155 | |
| 156 | TEST_SUITE(Quantized) |
| 157 | TEST_SUITE(QASYMM8) |
Michalis Spyrou | 5c9f0c4 | 2019-01-16 14:48:48 +0000 | [diff] [blame] | 158 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, datasets::SmallShapes(), |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 159 | shape) |
| 160 | { |
| 161 | // Create tensors |
| 162 | Tensor ref_src1 = create_tensor<Tensor>(shape, DataType::QASYMM8); |
| 163 | Tensor ref_src2 = create_tensor<Tensor>(shape, DataType::QASYMM8); |
| 164 | Tensor dst = create_tensor<Tensor>(shape, DataType::QASYMM8); |
| 165 | |
| 166 | // Create and Configure function |
| 167 | NEElementwiseMin add; |
| 168 | add.configure(&ref_src1, &ref_src2, &dst); |
| 169 | |
| 170 | // Validate valid region |
| 171 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 172 | validate(dst.info()->valid_region(), valid_region); |
| 173 | } |
| 174 | |
| 175 | FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseSquaredDiffQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(), |
| 176 | ElementwiseSquaredDiffQASYMM8Dataset), |
| 177 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(5.f / 255.f, 20) })), |
| 178 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 255.f, 10) })), |
| 179 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 255.f, 5) })) |
| 180 | |
| 181 | ) |
| 182 | { |
| 183 | // Validate output |
| 184 | validate(Accessor(_target), _reference, tolerance_fp32, 0.01); |
| 185 | } |
| 186 | template <typename T> |
| 187 | using NEElementwiseSquaredDiffQuantizedBroadcastFixture = ElementwiseSquaredDiffQuantizedBroadcastValidationFixture<Tensor, Accessor, NEElementwiseSquaredDiff, T>; |
| 188 | |
| 189 | FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseSquaredDiffQuantizedBroadcastFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, |
| 190 | combine(combine(combine(combine(datasets::SmallShapesBroadcast(), |
| 191 | ElementwiseSquaredDiffQASYMM8Dataset), |
| 192 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(5.f / 255.f, 20) })), |
| 193 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 255.f, 10) })), |
| 194 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 255.f, 5) }))) |
| 195 | { |
| 196 | // Validate output |
| 197 | validate(Accessor(_target), _reference); |
| 198 | } |
| 199 | TEST_SUITE_END() |
| 200 | TEST_SUITE_END() |
| 201 | |
| 202 | TEST_SUITE(Float) |
| 203 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 204 | TEST_SUITE(F16) |
| 205 | FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseSquaredDiffFixture<half>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseSquaredDiffFP16Dataset)) |
| 206 | { |
| 207 | // Validate output |
Georgios Pinitas | 2d6cb17 | 2018-12-24 15:00:43 +0000 | [diff] [blame] | 208 | validate(Accessor(_target), _reference, tolerance_fp16, 0.01); |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 209 | } |
| 210 | TEST_SUITE_END() // F16 |
| 211 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| 212 | |
| 213 | TEST_SUITE(F32) |
Michalis Spyrou | 5c9f0c4 | 2019-01-16 14:48:48 +0000 | [diff] [blame] | 214 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, datasets::SmallShapes(), |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 215 | shape) |
| 216 | { |
| 217 | // Create tensors |
| 218 | Tensor ref_src1 = create_tensor<Tensor>(shape, DataType::F32); |
| 219 | Tensor ref_src2 = create_tensor<Tensor>(shape, DataType::F32); |
| 220 | Tensor dst = create_tensor<Tensor>(shape, DataType::F32); |
| 221 | |
| 222 | // Create and Configure function |
| 223 | NEElementwiseSquaredDiff add; |
| 224 | add.configure(&ref_src1, &ref_src2, &dst); |
| 225 | |
| 226 | // Validate valid region |
| 227 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 228 | validate(dst.info()->valid_region(), valid_region); |
| 229 | } |
| 230 | |
Michalis Spyrou | 5ce99a2 | 2019-01-25 14:17:49 +0000 | [diff] [blame] | 231 | FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseSquaredDiffFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), ElementwiseSquaredDiffFP32Dataset)) |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 232 | { |
| 233 | // Validate output |
| 234 | validate(Accessor(_target), _reference); |
| 235 | } |
giuros01 | 92fd943 | 2018-12-03 17:30:00 +0000 | [diff] [blame] | 236 | template <typename T> |
| 237 | using NEElementwiseSquaredDiffBroadcastFixture = ElementwiseSquaredDiffBroadcastValidationFixture<Tensor, Accessor, NEElementwiseSquaredDiff, T>; |
| 238 | |
| 239 | FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseSquaredDiffBroadcastFixture<float>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapesBroadcast(), |
| 240 | ElementwiseSquaredDiffFP32Dataset)) |
| 241 | { |
| 242 | // Validate output |
| 243 | validate(Accessor(_target), _reference); |
| 244 | } |
| 245 | |
| 246 | FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, NEElementwiseSquaredDiffBroadcastFixture<float>, framework::DatasetMode::NIGHTLY, combine(datasets::LargeShapesBroadcast(), |
| 247 | ElementwiseSquaredDiffFP32Dataset)) |
| 248 | { |
| 249 | // Validate output |
| 250 | validate(Accessor(_target), _reference); |
| 251 | } |
| 252 | TEST_SUITE_END() // F32 |
| 253 | TEST_SUITE_END() // Float |
| 254 | |
| 255 | TEST_SUITE_END() // ElementwiseSquaredDiff |
| 256 | TEST_SUITE_END() // NEON |
| 257 | } // namespace validation |
| 258 | } // namespace test |
| 259 | } // namespace arm_compute |