Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 1 | /* |
SiCong Li | 13bab71 | 2023-01-13 15:29:39 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2023 Arm Limited. |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +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/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/CLGEMM.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 28 | #include "tests/CL/CLAccessor.h" |
Pablo Tello | 1d1c026 | 2017-12-08 16:02:38 +0000 | [diff] [blame] | 29 | #include "tests/CL/Helper.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 30 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 31 | #include "tests/datasets/LargeGEMMDataset.h" |
| 32 | #include "tests/datasets/SmallGEMMDataset.h" |
Anthony Barbier | 1c0d0ff | 2018-01-31 13:05:09 +0000 | [diff] [blame] | 33 | #include "tests/datasets/TinyGEMMDataset.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 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/GEMMFixture.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 39 | |
| 40 | namespace arm_compute |
| 41 | { |
| 42 | namespace test |
| 43 | { |
| 44 | namespace validation |
| 45 | { |
| 46 | namespace |
| 47 | { |
Michele Di Giorgio | ff6c260 | 2018-02-26 15:22:16 +0000 | [diff] [blame] | 48 | RelativeTolerance<float> tolerance_f32(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */ |
| 49 | constexpr float abs_tolerance_f32( |
| 50 | 0.0001f); /**< Absolute tolerance value for comparing reference's output against implementation's output for floating point data types in case using relative tolerance fails because of small values */ |
steniu01 | f81652d | 2017-09-11 15:29:12 +0100 | [diff] [blame] | 51 | RelativeTolerance<half_float::half> tolerance_f16(half(0.2)); /**< Tolerance value for comparing reference's output against implementation's output for floating point data types */ |
SiCong Li | 6bc4e96 | 2020-12-03 12:52:28 +0000 | [diff] [blame] | 52 | constexpr float tolerance_num = 0.02f; /**< Tolerance number */ |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 53 | |
| 54 | /** CNN data types */ |
| 55 | const auto CNNDataTypes = framework::dataset::make("DataType", |
| 56 | { |
| 57 | DataType::F16, |
| 58 | DataType::F32, |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 59 | }); |
| 60 | } // namespace |
| 61 | |
| 62 | TEST_SUITE(CL) |
| 63 | TEST_SUITE(GEMM) |
| 64 | |
SiCong Li | 13bab71 | 2023-01-13 15:29:39 +0000 | [diff] [blame] | 65 | // *INDENT-OFF* |
| 66 | // clang-format off |
| 67 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 68 | framework::dataset::make("LhsInfo", { TensorInfo(TensorShape(27U, 13U), 1, DataType::S32), // Unsupported data type |
| 69 | TensorInfo(TensorShape(27U, 13U), 1, DataType::F32), |
| 70 | }), |
| 71 | framework::dataset::make("RhsInfo",{ TensorInfo(TensorShape(8U, 27U), 1, DataType::S32), |
| 72 | TensorInfo(TensorShape(8U, 27U), 1, DataType::F32), |
| 73 | })), |
| 74 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(8U, 13U), 1, DataType::S32), |
| 75 | TensorInfo(TensorShape(8U, 13U), 1, DataType::F32), |
| 76 | })), |
| 77 | framework::dataset::make("Expected", { false, true })), |
| 78 | lhs_info, rhs_info, output_info, expected) |
| 79 | { |
| 80 | constexpr float alpha = 1.0; |
| 81 | constexpr float beta = 0.0; |
| 82 | const auto gemm_info = GEMMInfo(); |
| 83 | bool is_valid = bool(CLGEMM::validate(&lhs_info.clone()->set_is_resizable(true), &rhs_info.clone()->set_is_resizable(true), nullptr, &output_info.clone()->set_is_resizable(true), alpha, beta, gemm_info)); |
| 84 | ARM_COMPUTE_EXPECT(is_valid == expected, framework::LogLevel::ERRORS); |
| 85 | } |
| 86 | // clang-format on |
| 87 | // *INDENT-ON* |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 88 | template <typename T> |
| 89 | using CLGEMMFixture = GEMMValidationFixture<CLTensor, CLAccessor, CLGEMM, T>; |
| 90 | |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 91 | template <typename T> |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 92 | using CLGEMMOutput3DFixture = GEMMValidationFixture<CLTensor, CLAccessor, CLGEMM, T, false, false, true>; |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 93 | |
| 94 | template <typename T> |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 95 | using CLGEMMInputOutput3DFixture = GEMMValidationFixture<CLTensor, CLAccessor, CLGEMM, T, false, true, true>; |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 96 | |
Mohammed Suhail Munshi | 13a2d00 | 2022-09-05 11:57:34 +0100 | [diff] [blame] | 97 | template <typename T> |
| 98 | using CLBatchedMatMulFixture = GEMMValidationFixture<CLTensor, CLAccessor, CLGEMM, T, true, false, false, false, false, true>; |
| 99 | |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 100 | TEST_SUITE(Float) |
| 101 | TEST_SUITE(FP16) |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 102 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(), |
| 103 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 104 | framework::dataset::make("DataType", DataType::F16))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 105 | { |
| 106 | // Validate output |
steniu01 | f81652d | 2017-09-11 15:29:12 +0100 | [diff] [blame] | 107 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 108 | } |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 109 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(), |
| 110 | framework::dataset::make("ReshapeWeights", { true })), |
| 111 | framework::dataset::make("DataType", DataType::F16))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 112 | { |
| 113 | // Validate output |
steniu01 | f81652d | 2017-09-11 15:29:12 +0100 | [diff] [blame] | 114 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 115 | } |
| 116 | TEST_SUITE_END() |
| 117 | |
| 118 | TEST_SUITE(FP32) |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 119 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(), |
| 120 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 121 | framework::dataset::make("DataType", DataType::F32))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 122 | { |
| 123 | // Validate output |
| 124 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 125 | } |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 126 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(), |
| 127 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 128 | framework::dataset::make("DataType", DataType::F32))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 129 | { |
| 130 | // Validate output |
Michele Di Giorgio | ff6c260 | 2018-02-26 15:22:16 +0000 | [diff] [blame] | 131 | validate(CLAccessor(_target), _reference, tolerance_f32, 0.f, abs_tolerance_f32); |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 132 | } |
| 133 | TEST_SUITE_END() |
| 134 | TEST_SUITE_END() |
| 135 | |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 136 | TEST_SUITE(INPUT_OUTPUT_3D) |
Isabella Gottardi | 8e74f44 | 2018-03-01 16:42:00 +0000 | [diff] [blame] | 137 | TEST_SUITE(Float) |
| 138 | TEST_SUITE(FP32) |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 139 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMInputOutput3DFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMInputOutput3DDataset(), |
| 140 | framework::dataset::make("ReshapeWeights", { true, false })), |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 141 | framework::dataset::make("DataType", DataType::F32))) |
Isabella Gottardi | 8e74f44 | 2018-03-01 16:42:00 +0000 | [diff] [blame] | 142 | { |
| 143 | // Validate output |
| 144 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 145 | } |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 146 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMInputOutput3DFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMInputOutput3DDataset(), |
| 147 | framework::dataset::make("ReshapeWeights", { true, false })), |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 148 | framework::dataset::make("DataType", DataType::F32))) |
Isabella Gottardi | 8e74f44 | 2018-03-01 16:42:00 +0000 | [diff] [blame] | 149 | { |
| 150 | // Validate output |
| 151 | validate(CLAccessor(_target), _reference, tolerance_f32, 0.f, abs_tolerance_f32); |
| 152 | } |
| 153 | TEST_SUITE_END() // FP32 |
| 154 | |
| 155 | TEST_SUITE(FP16) |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 156 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMInputOutput3DFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMInputOutput3DDataset(), |
| 157 | framework::dataset::make("ReshapeWeights", { true, false })), |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 158 | framework::dataset::make("DataType", DataType::F16))) |
Isabella Gottardi | 8e74f44 | 2018-03-01 16:42:00 +0000 | [diff] [blame] | 159 | { |
| 160 | // Validate output |
| 161 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| 162 | } |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 163 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMInputOutput3DFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMInputOutput3DDataset(), |
| 164 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 165 | framework::dataset::make("DataType", DataType::F16))) |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 166 | { |
| 167 | // Validate output |
| 168 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| 169 | } |
| 170 | TEST_SUITE_END() // FP16 |
| 171 | |
| 172 | TEST_SUITE_END() // Float |
| 173 | TEST_SUITE_END() // INPUT_OUTPUT_3D |
| 174 | |
| 175 | TEST_SUITE(OUTPUT_3D) |
| 176 | TEST_SUITE(Float) |
| 177 | TEST_SUITE(FP32) |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 178 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMOutput3DFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMOutput3DDataset(), |
| 179 | framework::dataset::make("ReshapeWeights", { true, false })), |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 180 | framework::dataset::make("DataType", DataType::F32))) |
| 181 | { |
| 182 | // Validate output |
| 183 | validate(CLAccessor(_target), _reference, tolerance_f32); |
| 184 | } |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 185 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMOutput3DFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMOutput3DDataset(), |
| 186 | framework::dataset::make("ReshapeWeights", { true, false })), |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 187 | framework::dataset::make("DataType", DataType::F32))) |
| 188 | { |
| 189 | // Validate output |
| 190 | validate(CLAccessor(_target), _reference, tolerance_f32, 0.f, abs_tolerance_f32); |
| 191 | } |
| 192 | TEST_SUITE_END() // FP32 |
| 193 | |
| 194 | TEST_SUITE(FP16) |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 195 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMOutput3DFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMOutput3DDataset(), |
| 196 | framework::dataset::make("ReshapeWeights", { true, false })), |
Gian Marco Iodice | 68a3f56 | 2018-07-26 11:44:03 +0100 | [diff] [blame] | 197 | framework::dataset::make("DataType", DataType::F16))) |
| 198 | { |
| 199 | // Validate output |
| 200 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| 201 | } |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 202 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMOutput3DFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMOutput3DDataset(), |
| 203 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 204 | framework::dataset::make("DataType", DataType::F16))) |
Isabella Gottardi | 8e74f44 | 2018-03-01 16:42:00 +0000 | [diff] [blame] | 205 | { |
| 206 | // Validate output |
| 207 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| 208 | } |
| 209 | TEST_SUITE_END() // FP16 |
Isabella Gottardi | 8e74f44 | 2018-03-01 16:42:00 +0000 | [diff] [blame] | 210 | TEST_SUITE_END() // Float |
| 211 | TEST_SUITE_END() // OUTPUT_3D |
| 212 | |
Mohammed Suhail Munshi | 13a2d00 | 2022-09-05 11:57:34 +0100 | [diff] [blame] | 213 | TEST_SUITE(BATCHED_MATMUL) |
| 214 | |
| 215 | TEST_SUITE(FP32) |
| 216 | FIXTURE_DATA_TEST_CASE(RunSmall, CLBatchedMatMulFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallBatchedMatMulDataset(), |
SiCong Li | 13bab71 | 2023-01-13 15:29:39 +0000 | [diff] [blame] | 217 | framework::dataset::make("ReshapeWeights", { false })), |
| 218 | framework::dataset::make("DataType", DataType::F32))) |
Mohammed Suhail Munshi | 13a2d00 | 2022-09-05 11:57:34 +0100 | [diff] [blame] | 219 | { |
| 220 | // Validate output |
| 221 | validate(CLAccessor(_target), _reference, tolerance_f32, tolerance_num); |
| 222 | } |
| 223 | TEST_SUITE_END() |
| 224 | |
| 225 | TEST_SUITE(FP16) |
| 226 | FIXTURE_DATA_TEST_CASE(RunSmall, CLBatchedMatMulFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallBatchedMatMulDataset(), |
SiCong Li | 13bab71 | 2023-01-13 15:29:39 +0000 | [diff] [blame] | 227 | framework::dataset::make("ReshapeWeights", { false })), |
| 228 | framework::dataset::make("DataType", DataType::F16))) |
Mohammed Suhail Munshi | 13a2d00 | 2022-09-05 11:57:34 +0100 | [diff] [blame] | 229 | { |
| 230 | // Validate output |
| 231 | validate(CLAccessor(_target), _reference, tolerance_f16, tolerance_num); |
| 232 | } |
| 233 | TEST_SUITE_END() |
| 234 | TEST_SUITE_END() // BATCHED_MATMUL |
| 235 | |
Isabella Gottardi | 8e74f44 | 2018-03-01 16:42:00 +0000 | [diff] [blame] | 236 | TEST_SUITE_END() // GEMM |
| 237 | TEST_SUITE_END() // CL |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 238 | } // namespace validation |
| 239 | } // namespace test |
| 240 | } // namespace arm_compute |