1 /* 2 * Copyright (c) 2018-2020, 2022 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/CLCast.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/CastFixture.h" 37 38 namespace arm_compute 39 { 40 namespace test 41 { 42 namespace validation 43 { 44 namespace 45 { 46 // Tolerance 47 constexpr AbsoluteTolerance<float> one_tolerance(1); 48 constexpr AbsoluteTolerance<float> zero_tolerance(0); 49 50 /** Input data sets **/ 51 // QASYMM8 52 const auto CastQASYMM8toF32Dataset = combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::F32)); 53 54 // U8 55 const auto CastU8toS8Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S8)); 56 const auto CastU8toU16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U16)); 57 const auto CastU8toS16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S16)); 58 const auto CastU8toU32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U32)); 59 const auto CastU8toS32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::S32)); 60 const auto CastU8toF16Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::F16)); 61 const auto CastU8toF32Dataset = combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::F32)); 62 63 // S8 64 const auto CastS8toU8Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::U8)); 65 const auto CastS8toU16Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::U16)); 66 const auto CastS8toS16Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::S16)); 67 const auto CastS8toU32Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::U32)); 68 const auto CastS8toS32Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::S32)); 69 const auto CastS8toF16Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::F16)); 70 const auto CastS8toF32Dataset = combine(framework::dataset::make("DataType", DataType::S8), framework::dataset::make("DataType", DataType::F32)); 71 72 // U16 73 const auto CastU16toU8Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U8)); 74 const auto CastU16toS8Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::S8)); 75 const auto CastU16toS16Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::S16)); 76 const auto CastU16toU32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::U32)); 77 const auto CastU16toS32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::S32)); 78 const auto CastU16toF16Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::F16)); 79 const auto CastU16toF32Dataset = combine(framework::dataset::make("DataType", DataType::U16), framework::dataset::make("DataType", DataType::F32)); 80 81 // S16 82 const auto CastS16toU8Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U8)); 83 const auto CastS16toS8Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::S8)); 84 const auto CastS16toU16Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U16)); 85 const auto CastS16toU32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::U32)); 86 const auto CastS16toS32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::S32)); 87 const auto CastS16toF16Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::F16)); 88 const auto CastS16toF32Dataset = combine(framework::dataset::make("DataType", DataType::S16), framework::dataset::make("DataType", DataType::F32)); 89 90 // U32 91 const auto CastU32toU8Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::U8)); 92 const auto CastU32toS8Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::S8)); 93 const auto CastU32toU16Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::U16)); 94 const auto CastU32toS16Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::S16)); 95 const auto CastU32toS32Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::S32)); 96 const auto CastU32toF16Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::F16)); 97 const auto CastU32toF32Dataset = combine(framework::dataset::make("DataType", DataType::U32), framework::dataset::make("DataType", DataType::F32)); 98 99 // S32 100 const auto CastS32toU8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U8)); 101 const auto CastS32toS8Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::S8)); 102 const auto CastS32toU16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U16)); 103 const auto CastS32toS16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::S16)); 104 const auto CastS32toU32Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::U32)); 105 const auto CastS32toF16Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F16)); 106 const auto CastS32toF32Dataset = combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::F32)); 107 108 // F16 109 const auto CastF16toU8Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U8)); 110 const auto CastF16toS8Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S8)); 111 const auto CastF16toU16Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U16)); 112 const auto CastF16toS16Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S16)); 113 const auto CastF16toU32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::U32)); 114 const auto CastF16toS32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::S32)); 115 const auto CastF16toF32Dataset = combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F32)); 116 117 // F32 118 const auto CastF32toU8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U8)); 119 const auto CastF32toS8Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S8)); 120 const auto CastF32toU16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U16)); 121 const auto CastF32toS16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S16)); 122 const auto CastF32toU32Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::U32)); 123 const auto CastF32toS32Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::S32)); 124 const auto CastF32toF16Dataset = combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F16)); 125 } // namespace 126 127 TEST_SUITE(CL) 128 TEST_SUITE(Cast) 129 template <typename T> 130 using CLCastToU8Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, uint8_t>; 131 template <typename T> 132 using CLCastToS8Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, int8_t>; 133 template <typename T> 134 using CLCastToU16Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, uint16_t>; 135 template <typename T> 136 using CLCastToS16Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, int16_t>; 137 template <typename T> 138 using CLCastToU32Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, uint32_t>; 139 template <typename T> 140 using CLCastToS32Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, int32_t>; 141 template <typename T> 142 using CLCastToF16Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, half>; 143 template <typename T> 144 using CLCastToF32Fixture = CastValidationFixture<CLTensor, CLAccessor, CLCast, T, float>; 145 146 #define CAST_SUITE(NAME, idt, odt, type, dataset, tolerance) \ 147 TEST_SUITE(NAME) \ 148 FIXTURE_DATA_TEST_CASE(RunSmall, type, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), dataset), \ 149 datasets::ConvertPolicies())) \ 150 { \ 151 validate(CLAccessor(_target), _reference, tolerance); \ 152 } \ 153 TEST_SUITE_END() 154 155 // QASYMM8 156 CAST_SUITE(QASYMM8_to_F32, DataType::QASYMM8, DataType::F32, CLCastToF32Fixture<uint8_t>, CastQASYMM8toF32Dataset, zero_tolerance) 157 158 // U8 159 CAST_SUITE(U8_to_S8, DataType::U8, DataType::S8, CLCastToS8Fixture<uint8_t>, CastU8toS8Dataset, zero_tolerance) 160 CAST_SUITE(U8_to_U16, DataType::U8, DataType::U16, CLCastToU16Fixture<uint8_t>, CastU8toU16Dataset, zero_tolerance) 161 CAST_SUITE(U8_to_S16, DataType::U8, DataType::S16, CLCastToS16Fixture<uint8_t>, CastU8toS16Dataset, zero_tolerance) 162 CAST_SUITE(U8_to_U32, DataType::U8, DataType::U32, CLCastToU32Fixture<uint8_t>, CastU8toU32Dataset, zero_tolerance) 163 CAST_SUITE(U8_to_S32, DataType::U8, DataType::S32, CLCastToS32Fixture<uint8_t>, CastU8toS32Dataset, zero_tolerance) 164 CAST_SUITE(U8_to_F16, DataType::U8, DataType::F16, CLCastToF16Fixture<uint8_t>, CastU8toF16Dataset, zero_tolerance) 165 CAST_SUITE(U8_to_F32, DataType::U8, DataType::F32, CLCastToF32Fixture<uint8_t>, CastU8toF32Dataset, zero_tolerance) 166 167 // S8 168 CAST_SUITE(S8_to_U8, DataType::S8, DataType::U8, CLCastToU8Fixture<int8_t>, CastS8toU8Dataset, zero_tolerance) 169 CAST_SUITE(S8_to_U16, DataType::S8, DataType::U16, CLCastToU16Fixture<int8_t>, CastS8toU16Dataset, zero_tolerance) 170 CAST_SUITE(S8_to_S16, DataType::S8, DataType::S16, CLCastToS16Fixture<int8_t>, CastS8toS16Dataset, zero_tolerance) 171 CAST_SUITE(S8_to_U32, DataType::S8, DataType::U32, CLCastToU32Fixture<int8_t>, CastS8toU32Dataset, zero_tolerance) 172 CAST_SUITE(S8_to_S32, DataType::S8, DataType::S32, CLCastToS32Fixture<int8_t>, CastS8toS32Dataset, zero_tolerance) 173 CAST_SUITE(S8_to_F16, DataType::S8, DataType::F16, CLCastToF16Fixture<int8_t>, CastS8toF16Dataset, zero_tolerance) 174 CAST_SUITE(S8_to_F32, DataType::S8, DataType::F32, CLCastToF32Fixture<int8_t>, CastS8toF32Dataset, zero_tolerance) 175 176 // U16 177 CAST_SUITE(U16_to_U8, DataType::U16, DataType::U8, CLCastToU8Fixture<uint16_t>, CastU16toU8Dataset, zero_tolerance) 178 CAST_SUITE(U16_to_S8, DataType::U16, DataType::S8, CLCastToS8Fixture<uint16_t>, CastU16toS8Dataset, zero_tolerance) 179 CAST_SUITE(U16_to_S16, DataType::U16, DataType::S16, CLCastToS16Fixture<uint16_t>, CastU16toS16Dataset, zero_tolerance) 180 CAST_SUITE(U16_to_U32, DataType::U16, DataType::U32, CLCastToU32Fixture<uint16_t>, CastU16toU32Dataset, zero_tolerance) 181 CAST_SUITE(U16_to_S32, DataType::U16, DataType::S32, CLCastToS32Fixture<uint16_t>, CastU16toS32Dataset, zero_tolerance) 182 CAST_SUITE(U16_to_F16, DataType::U16, DataType::F16, CLCastToF16Fixture<uint16_t>, CastU16toF16Dataset, zero_tolerance) 183 CAST_SUITE(U16_to_F32, DataType::U16, DataType::F32, CLCastToF32Fixture<uint16_t>, CastU16toF32Dataset, zero_tolerance) 184 185 // S16 186 CAST_SUITE(S16_to_U8, DataType::S16, DataType::U8, CLCastToU8Fixture<int16_t>, CastS16toU8Dataset, zero_tolerance) 187 CAST_SUITE(S16_to_S8, DataType::S16, DataType::S8, CLCastToS8Fixture<int16_t>, CastS16toS8Dataset, zero_tolerance) 188 CAST_SUITE(S16_to_U16, DataType::S16, DataType::U16, CLCastToU16Fixture<int16_t>, CastS16toU16Dataset, zero_tolerance) 189 CAST_SUITE(S16_to_U32, DataType::S16, DataType::U32, CLCastToU32Fixture<int16_t>, CastS16toU32Dataset, zero_tolerance) 190 CAST_SUITE(S16_to_S32, DataType::S16, DataType::S32, CLCastToS32Fixture<int16_t>, CastS16toS32Dataset, zero_tolerance) 191 CAST_SUITE(S16_to_F16, DataType::S16, DataType::F16, CLCastToF16Fixture<int16_t>, CastS16toF16Dataset, zero_tolerance) 192 CAST_SUITE(S16_to_F32, DataType::S16, DataType::F32, CLCastToF32Fixture<int16_t>, CastS16toF32Dataset, zero_tolerance) 193 194 // U32 195 CAST_SUITE(U32_to_U8, DataType::U32, DataType::U8, CLCastToU8Fixture<uint32_t>, CastU32toU8Dataset, zero_tolerance) 196 CAST_SUITE(U32_to_S8, DataType::U32, DataType::S8, CLCastToS8Fixture<uint32_t>, CastU32toS8Dataset, zero_tolerance) 197 CAST_SUITE(U32_to_U16, DataType::U32, DataType::U16, CLCastToU16Fixture<uint32_t>, CastU32toU16Dataset, zero_tolerance) 198 CAST_SUITE(U32_to_S16, DataType::U32, DataType::S16, CLCastToS16Fixture<uint32_t>, CastU32toS16Dataset, zero_tolerance) 199 CAST_SUITE(U32_to_S32, DataType::U32, DataType::S32, CLCastToS32Fixture<uint32_t>, CastU32toS32Dataset, zero_tolerance) 200 CAST_SUITE(U32_to_F16, DataType::U32, DataType::F16, CLCastToF16Fixture<uint32_t>, CastU32toF16Dataset, zero_tolerance) 201 CAST_SUITE(U32_to_F32, DataType::U32, DataType::F32, CLCastToF32Fixture<uint32_t>, CastU32toF32Dataset, zero_tolerance) 202 203 // S32 204 CAST_SUITE(S32_to_U8, DataType::S32, DataType::U8, CLCastToU8Fixture<int32_t>, CastS32toU8Dataset, zero_tolerance) 205 CAST_SUITE(S32_to_S8, DataType::S32, DataType::S8, CLCastToS8Fixture<int32_t>, CastS32toS8Dataset, zero_tolerance) 206 CAST_SUITE(S32_to_U16, DataType::S32, DataType::U16, CLCastToU16Fixture<int32_t>, CastS32toU16Dataset, zero_tolerance) 207 CAST_SUITE(S32_to_S16, DataType::S32, DataType::S16, CLCastToS16Fixture<int32_t>, CastS32toS16Dataset, zero_tolerance) 208 CAST_SUITE(S32_to_U32, DataType::S32, DataType::U32, CLCastToU32Fixture<int32_t>, CastS32toU32Dataset, zero_tolerance) 209 CAST_SUITE(S32_to_F16, DataType::S32, DataType::F16, CLCastToF16Fixture<int32_t>, CastS32toF16Dataset, zero_tolerance) 210 CAST_SUITE(S32_to_F32, DataType::S32, DataType::F32, CLCastToF32Fixture<int32_t>, CastS32toF32Dataset, zero_tolerance) 211 212 // F16 213 CAST_SUITE(F16_to_U8, DataType::F16, DataType::U8, CLCastToU8Fixture<half>, CastF16toU8Dataset, one_tolerance) 214 CAST_SUITE(F16_to_S8, DataType::F16, DataType::S8, CLCastToS8Fixture<half>, CastF16toS8Dataset, one_tolerance) 215 CAST_SUITE(F16_to_U16, DataType::F16, DataType::U16, CLCastToU16Fixture<half>, CastF16toU16Dataset, one_tolerance) 216 CAST_SUITE(F16_to_S16, DataType::F16, DataType::S16, CLCastToS16Fixture<half>, CastF16toS16Dataset, one_tolerance) 217 CAST_SUITE(F16_to_U32, DataType::F16, DataType::U32, CLCastToU32Fixture<half>, CastF16toU32Dataset, one_tolerance) 218 CAST_SUITE(F16_to_S32, DataType::F16, DataType::S32, CLCastToS32Fixture<half>, CastF16toS32Dataset, one_tolerance) 219 CAST_SUITE(F16_to_F32, DataType::F16, DataType::F32, CLCastToF32Fixture<half>, CastF16toF32Dataset, zero_tolerance) 220 221 // F32 222 CAST_SUITE(F32_to_U8, DataType::F32, DataType::U8, CLCastToU8Fixture<float>, CastF32toU8Dataset, one_tolerance) 223 CAST_SUITE(F32_to_S8, DataType::F32, DataType::S8, CLCastToS8Fixture<float>, CastF32toS8Dataset, one_tolerance) 224 CAST_SUITE(F32_to_U16, DataType::F32, DataType::U16, CLCastToU16Fixture<float>, CastF32toU16Dataset, one_tolerance) 225 CAST_SUITE(F32_to_S16, DataType::F32, DataType::S16, CLCastToS16Fixture<float>, CastF32toS16Dataset, one_tolerance) 226 CAST_SUITE(F32_to_U32, DataType::F32, DataType::U32, CLCastToU32Fixture<float>, CastF32toU32Dataset, one_tolerance) 227 CAST_SUITE(F32_to_S32, DataType::F32, DataType::S32, CLCastToS32Fixture<float>, CastF32toS32Dataset, one_tolerance) 228 CAST_SUITE(F32_to_F16, DataType::F32, DataType::F16, CLCastToF16Fixture<float>, CastF32toF16Dataset, zero_tolerance) 229 230 TEST_SUITE_END() // Cast 231 TEST_SUITE_END() // CL 232 } // namespace validation 233 } // namespace test 234 } // namespace arm_compute 235