1 /* 2 * Copyright (c) 2018-2021 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/Types.h" 25 #include "arm_compute/runtime/CL/CLTensor.h" 26 #include "arm_compute/runtime/CL/CLTensorAllocator.h" 27 #include "arm_compute/runtime/CL/functions/CLElementwiseOperations.h" 28 #include "tests/CL/CLAccessor.h" 29 #include "tests/PaddingCalculator.h" 30 #include "tests/datasets/ConvertPolicyDataset.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/ElementwiseOperationsFixture.h" 37 38 namespace arm_compute 39 { 40 namespace test 41 { 42 namespace validation 43 { 44 namespace 45 { 46 RelativeTolerance<float> tolerance_fp32(0.000001f); 47 RelativeTolerance<float> tolerance_fp16(0.001f); 48 49 /** Input data sets **/ 50 const auto ElementwiseMaxU8Dataset = combine(combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U8)), framework::dataset::make("DataType", 51 DataType::U8)); 52 const auto ElementwiseMaxQASYMM8Dataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::QASYMM8)), 53 framework::dataset::make("DataType", 54 DataType::QASYMM8)); 55 const auto ElementwiseMaxQASYMM8SignedDataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), 56 framework::dataset::make("DataType", 57 DataType::QASYMM8_SIGNED)); 58 const auto ElementwiseMaxQSYMM16Dataset = combine(combine(framework::dataset::make("DataType", DataType::QSYMM16), framework::dataset::make("DataType", DataType::QSYMM16)), 59 framework::dataset::make("DataType", 60 DataType::QSYMM16)); 61 const auto ElementwiseMaxS16Dataset = combine(combine(framework::dataset::make("DataType", { DataType::S16 }), framework::dataset::make("DataType", DataType::S16)), 62 framework::dataset::make("DataType", DataType::S16)); 63 const auto ElementwiseMaxFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)), 64 framework::dataset::make("DataType", DataType::F16)); 65 const auto ElementwiseMaxFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)), 66 framework::dataset::make("DataType", DataType::F32)); 67 const auto EmptyActivationFunctionsDataset = framework::dataset::make("ActivationInfo", 68 { ActivationLayerInfo() }); 69 const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo", 70 { 71 ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 0.75f, 0.25f), 72 ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC, 0.75f, 0.25f) 73 }); 74 const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true }); 75 const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false }); 76 } // namespace 77 78 TEST_SUITE(CL) TEST_SUITE(ElementwiseMax)79 TEST_SUITE(ElementwiseMax) 80 81 // *INDENT-OFF* 82 // clang-format off 83 DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( 84 framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), 85 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination 86 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes 87 }), 88 framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), 89 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), 90 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), 91 })), 92 framework::dataset::make("OutputInfo",{TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), 93 TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), 94 TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), 95 })), 96 framework::dataset::make("Expected", { true, false, false})), 97 input1_info, input2_info, output_info, expected) 98 { 99 ARM_COMPUTE_EXPECT(bool(CLElementwiseMax::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); 100 } 101 // clang-format on 102 // *INDENT-ON* 103 104 template <typename T> 105 using CLElementwiseMaxFixture = ElementwiseMaxValidationFixture<CLTensor, CLAccessor, CLElementwiseMax, T>; 106 107 TEST_SUITE(Integer) TEST_SUITE(U8)108 TEST_SUITE(U8) 109 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ElementwiseMaxU8Dataset), 110 OutOfPlaceDataSet)) 111 { 112 // Validate output 113 validate(CLAccessor(_target), _reference); 114 } 115 TEST_SUITE_END() 116 TEST_SUITE(S16)117 TEST_SUITE(S16) 118 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxFixture<int16_t>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ElementwiseMaxS16Dataset), 119 OutOfPlaceDataSet)) 120 { 121 // Validate output 122 validate(CLAccessor(_target), _reference); 123 } 124 TEST_SUITE_END() 125 TEST_SUITE_END() 126 127 template <typename T> 128 using CLElementwiseMaxQuantizedFixture = ElementwiseMaxValidationQuantizedFixture<CLTensor, CLAccessor, CLElementwiseMax, T>; 129 130 TEST_SUITE(Quantized) TEST_SUITE(QASYMM8)131 TEST_SUITE(QASYMM8) 132 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(), 133 ElementwiseMaxQASYMM8Dataset), 134 framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })), 135 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })), 136 framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })), 137 OutOfPlaceDataSet)) 138 { 139 // Validate output 140 validate(CLAccessor(_target), _reference, tolerance_fp32, 0.01); 141 } 142 TEST_SUITE_END() TEST_SUITE(QASYMM8_SIGNED)143 TEST_SUITE(QASYMM8_SIGNED) 144 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(), 145 ElementwiseMaxQASYMM8SignedDataset), 146 framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })), 147 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })), 148 framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })), 149 OutOfPlaceDataSet)) 150 { 151 // Validate output 152 validate(CLAccessor(_target), _reference); 153 } 154 TEST_SUITE_END() TEST_SUITE(QSYMM16)155 TEST_SUITE(QSYMM16) 156 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxQuantizedFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(), 157 ElementwiseMaxQSYMM16Dataset), 158 framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })), 159 framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })), 160 framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })), 161 OutOfPlaceDataSet)) 162 { 163 // Validate output 164 validate(CLAccessor(_target), _reference); 165 } 166 TEST_SUITE_END() 167 TEST_SUITE_END() 168 169 template <typename T> 170 using CLElementwiseMaxFloatFixture = ElementwiseMaxValidationFloatFixture<CLTensor, CLAccessor, CLElementwiseMax, T>; 171 172 TEST_SUITE(Float) TEST_SUITE(FP16)173 TEST_SUITE(FP16) 174 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ElementwiseMaxFP16Dataset), 175 EmptyActivationFunctionsDataset), 176 OutOfPlaceDataSet)) 177 { 178 // Validate output 179 validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01); 180 } FIXTURE_DATA_TEST_CASE(RunWithActivation,CLElementwiseMaxFloatFixture<half>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapes (),ElementwiseMaxFP16Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))181 FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwiseMaxFloatFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ElementwiseMaxFP16Dataset), 182 ActivationFunctionsDataset), 183 OutOfPlaceDataSet)) 184 { 185 // Validate output 186 validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01); 187 } 188 TEST_SUITE_END() 189 TEST_SUITE(FP32)190 TEST_SUITE(FP32) 191 FIXTURE_DATA_TEST_CASE(RunSmall, CLElementwiseMaxFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ElementwiseMaxFP32Dataset), 192 EmptyActivationFunctionsDataset), 193 OutOfPlaceDataSet)) 194 { 195 // Validate output 196 validate(CLAccessor(_target), _reference, tolerance_fp32); 197 } FIXTURE_DATA_TEST_CASE(RunWithActivation,CLElementwiseMaxFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapes (),ElementwiseMaxFP32Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))198 FIXTURE_DATA_TEST_CASE(RunWithActivation, CLElementwiseMaxFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapes(), ElementwiseMaxFP32Dataset), 199 ActivationFunctionsDataset), 200 OutOfPlaceDataSet)) 201 { 202 // Validate output 203 validate(CLAccessor(_target), _reference, tolerance_fp32); 204 } 205 206 template <typename T> 207 using CLElementwiseMaxBroadcastFloatFixture = ElementwiseMaxBroadcastValidationFloatFixture<CLTensor, CLAccessor, CLElementwiseMax, T>; 208 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast,CLElementwiseMaxBroadcastFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::SmallShapesBroadcast (),ElementwiseMaxFP32Dataset),EmptyActivationFunctionsDataset),OutOfPlaceDataSet))209 FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLElementwiseMaxBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapesBroadcast(), 210 ElementwiseMaxFP32Dataset), 211 EmptyActivationFunctionsDataset), 212 OutOfPlaceDataSet)) 213 { 214 // Validate output 215 validate(CLAccessor(_target), _reference, tolerance_fp32); 216 } FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast,CLElementwiseMaxBroadcastFloatFixture<float>,framework::DatasetMode::ALL,combine (combine (combine (datasets::TinyShapesBroadcast (),ElementwiseMaxFP32Dataset),ActivationFunctionsDataset),OutOfPlaceDataSet))217 FIXTURE_DATA_TEST_CASE(RunWithActivationBroadcast, CLElementwiseMaxBroadcastFloatFixture<float>, framework::DatasetMode::ALL, combine(combine(combine(datasets::TinyShapesBroadcast(), 218 ElementwiseMaxFP32Dataset), 219 ActivationFunctionsDataset), 220 OutOfPlaceDataSet)) 221 { 222 // Validate output 223 validate(CLAccessor(_target), _reference, tolerance_fp32); 224 } 225 TEST_SUITE_END() 226 TEST_SUITE_END() 227 228 TEST_SUITE_END() // ElementwiseMax 229 TEST_SUITE_END() // CL 230 } // namespace validation 231 } // namespace test 232 } // namespace arm_compute 233