Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 1 | /* |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 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/NEON/functions/NEGEMM.h" |
| 26 | #include "arm_compute/runtime/Tensor.h" |
| 27 | #include "arm_compute/runtime/TensorAllocator.h" |
Michalis Spyrou | ebcebf1 | 2020-10-21 00:04:14 +0100 | [diff] [blame] | 28 | #include "src/core/NEON/kernels/NEGEMMInterleave4x4Kernel.h" |
| 29 | #include "src/core/NEON/kernels/NEGEMMMatrixMultiplyKernel.h" |
| 30 | #include "src/core/NEON/kernels/NEGEMMTranspose1xWKernel.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 31 | #include "tests/NEON/Accessor.h" |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 32 | #include "tests/NEON/Helper.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 33 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 34 | #include "tests/datasets/LargeGEMMDataset.h" |
| 35 | #include "tests/datasets/SmallGEMMDataset.h" |
Anthony Barbier | 1c0d0ff | 2018-01-31 13:05:09 +0000 | [diff] [blame] | 36 | #include "tests/datasets/TinyGEMMDataset.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 37 | #include "tests/framework/Asserts.h" |
| 38 | #include "tests/framework/Macros.h" |
| 39 | #include "tests/framework/datasets/Datasets.h" |
| 40 | #include "tests/validation/Validation.h" |
| 41 | #include "tests/validation/fixtures/GEMMFixture.h" |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 42 | #include "tests/validation/fixtures/GEMMInterleave4x4Fixture.h" |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 43 | #include "tests/validation/fixtures/GEMMTranspose1xWFixture.h" |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 44 | |
| 45 | namespace arm_compute |
| 46 | { |
| 47 | namespace test |
| 48 | { |
| 49 | namespace validation |
| 50 | { |
| 51 | namespace |
| 52 | { |
Gian Marco Iodice | fbf3ecc | 2018-08-23 17:26:21 +0100 | [diff] [blame] | 53 | constexpr AbsoluteTolerance<float> tolerance_f(0.001f); /**< Tolerance value for comparing reference's output against implementation's output for FP32 data types */ |
| 54 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| 55 | RelativeTolerance<half_float::half> rel_tolerance_f16(half(0.2)); /**< Relative tolerance value for comparing reference's output against implementation's output for FP16 data types */ |
| 56 | const AbsoluteTolerance<float> abs_tolerance_f16(0.2f); /**< Absolute tolerance value for comparing reference's output against implementation's output for FP16 data types */ |
| 57 | constexpr float tolerance_num = 0.07f; /**< Tolerance number for FP16 data types */ |
| 58 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 59 | /** CNN data types */ |
| 60 | const auto CNNDataTypes = framework::dataset::make("DataType", |
| 61 | { |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 62 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 63 | DataType::F16, |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 64 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 65 | DataType::F32, |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 66 | }); |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 67 | |
| 68 | const auto data_interleave = framework::dataset::make("M", 8, 12) * framework::dataset::make("N", 8, 12); |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 69 | const auto data_transpose = framework::dataset::make("M", 8, 14) * framework::dataset::make("N", 7, 14); |
| 70 | |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 71 | /** Zero padding test */ |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 72 | template <typename FunctionType> |
| 73 | bool validate_zero_padding(unsigned int dim0_value, unsigned int dim1_value) |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 74 | { |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 75 | const TensorShape in_shape(dim0_value, dim1_value); |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 76 | |
| 77 | // Create tensors |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 78 | Tensor in = create_tensor<Tensor>(in_shape, DataType::U32); |
| 79 | Tensor dst; |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 80 | |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 81 | ARM_COMPUTE_EXPECT(in.info()->is_resizable(), framework::LogLevel::ERRORS); |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 82 | |
| 83 | // Validate zero-padding |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 84 | FunctionType func; |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 85 | |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 86 | func.configure(&in, &dst); |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 87 | |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 88 | return in.info()->padding().empty(); |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 89 | } |
| 90 | |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 91 | /* Zero padding test for GEMM kernels */ |
| 92 | bool validate_gemm_zero_padding(const TensorShape shape0, const TensorShape shape1) |
| 93 | { |
| 94 | // Create tensors |
| 95 | Tensor in0 = create_tensor<Tensor>(shape0, DataType::F32); |
| 96 | Tensor in1 = create_tensor<Tensor>(shape1, DataType::F32); |
| 97 | Tensor dst; |
| 98 | |
| 99 | // Validate zero-padding |
| 100 | NEGEMMMatrixMultiplyKernel gemm; |
| 101 | gemm.configure(&in0, &in1, &dst, 1.0, false); |
| 102 | |
| 103 | return in0.info()->padding().empty() && in1.info()->padding().empty() && dst.info()->padding().empty(); |
| 104 | } |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 105 | } // namespace |
| 106 | |
| 107 | TEST_SUITE(NEON) |
| 108 | TEST_SUITE(GEMM) |
| 109 | |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 110 | TEST_SUITE(TRANSPOSE_1XW) |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 111 | using NEGEMMTranspose1xW = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMTranspose1xWKernel, 4>; |
| 112 | DATA_TEST_CASE(ValidateZeroPadding, framework::DatasetMode::ALL, zip( |
| 113 | framework::dataset::make("N", { 1, 23, 63, 101 }), |
| 114 | framework::dataset::make("K", { 1, 47, 29, 27 })), |
| 115 | n_value, k_value) |
| 116 | { |
| 117 | bool status = validate_zero_padding<NEGEMMTranspose1xWKernel>(n_value, k_value); |
| 118 | ARM_COMPUTE_EXPECT(status, framework::LogLevel::ERRORS); |
| 119 | } |
| 120 | |
| 121 | TEST_SUITE(U32) |
| 122 | using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixture<Tensor, Accessor, NEGEMMTranspose1xW, uint32_t>; |
| 123 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose * framework::dataset::make("DataType", DataType::U32)) |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 124 | { |
| 125 | // Validate output |
| 126 | validate(Accessor(_target), _reference); |
| 127 | } |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 128 | TEST_SUITE_END() // U32 |
| 129 | |
| 130 | TEST_SUITE(U16) |
| 131 | using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixture<Tensor, Accessor, NEGEMMTranspose1xW, uint16_t>; |
| 132 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose * framework::dataset::make("DataType", DataType::U16)) |
| 133 | { |
| 134 | // Validate output |
| 135 | validate(Accessor(_target), _reference); |
| 136 | } |
| 137 | TEST_SUITE_END() // U16 |
| 138 | |
| 139 | TEST_SUITE(U8) |
| 140 | using NEGEMMTranspose1xWFixture = GEMMTranspose1xWValidationFixture<Tensor, Accessor, NEGEMMTranspose1xW, uint8_t>; |
| 141 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMTranspose1xWFixture, framework::DatasetMode::PRECOMMIT, data_transpose * framework::dataset::make("DataType", DataType::U8)) |
| 142 | { |
| 143 | // Validate output |
| 144 | validate(Accessor(_target), _reference); |
| 145 | } |
| 146 | TEST_SUITE_END() // U8 |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 147 | |
Pablo Tello | 088cc7f | 2017-12-07 15:20:55 +0000 | [diff] [blame] | 148 | TEST_SUITE_END() // TRANSPOSE_1XW |
| 149 | |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 150 | TEST_SUITE(INTERLEAVE_4X4) |
| 151 | using NEGEMMInterleave4x4 = NESynthetizeFunctionWithZeroConstantBorder<NEGEMMInterleave4x4Kernel, 4>; |
| 152 | |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 153 | DATA_TEST_CASE(ValidateZeroPadding, framework::DatasetMode::ALL, zip( |
| 154 | framework::dataset::make("M", { 1, 23, 63, 101 }), |
| 155 | framework::dataset::make("K", { 1, 47, 29, 27 })), |
| 156 | m_value, k_value) |
| 157 | { |
Gian Marco Iodice | b3182b1 | 2020-09-04 08:44:52 +0100 | [diff] [blame] | 158 | bool status = validate_zero_padding<NEGEMMInterleave4x4Kernel>(m_value, k_value); |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 159 | ARM_COMPUTE_EXPECT(status, framework::LogLevel::ERRORS); |
| 160 | } |
| 161 | |
| 162 | TEST_SUITE(U32) |
| 163 | using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixture<Tensor, Accessor, NEGEMMInterleave4x4, uint32_t>; |
| 164 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * framework::dataset::make("DataType", DataType::U32)) |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 165 | { |
| 166 | // Validate output |
| 167 | validate(Accessor(_target), _reference); |
| 168 | } |
Gian Marco Iodice | feaea10 | 2020-09-03 13:20:34 +0100 | [diff] [blame] | 169 | TEST_SUITE_END() // U32 |
| 170 | |
| 171 | TEST_SUITE(U16) |
| 172 | using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixture<Tensor, Accessor, NEGEMMInterleave4x4, uint16_t>; |
| 173 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * framework::dataset::make("DataType", DataType::U16)) |
| 174 | { |
| 175 | // Validate output |
| 176 | validate(Accessor(_target), _reference); |
| 177 | } |
| 178 | TEST_SUITE_END() // U16 |
| 179 | |
| 180 | TEST_SUITE(U8) |
| 181 | using NEGEMMInterleave4x4Fixture = GEMMInterleave4x4ValidationFixture<Tensor, Accessor, NEGEMMInterleave4x4, uint8_t>; |
| 182 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMInterleave4x4Fixture, framework::DatasetMode::PRECOMMIT, data_interleave * framework::dataset::make("DataType", DataType::QASYMM8)) |
| 183 | { |
| 184 | // Validate output |
| 185 | validate(Accessor(_target), _reference); |
| 186 | } |
| 187 | TEST_SUITE_END() // U8 |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 188 | |
Pablo Tello | 2fdc409 | 2017-11-23 15:50:08 +0000 | [diff] [blame] | 189 | TEST_SUITE_END() // INTERLEAVE_4X4 |
| 190 | |
Michalis Spyrou | 5c9f0c4 | 2019-01-16 14:48:48 +0000 | [diff] [blame] | 191 | //TODO(COMPMID-415): Validate valid region |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 192 | |
| 193 | template <typename T> |
| 194 | using NEGEMMFixture = GEMMValidationFixture<Tensor, Accessor, NEGEMM, T>; |
| 195 | |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 196 | template <typename T> |
| 197 | using NEGEMMFixtureDisabledC = GEMMValidationFixture<Tensor, Accessor, NEGEMM, T, true>; |
| 198 | |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 199 | TEST_SUITE(Float) |
Michele Di Giorgio | cf9e29e | 2020-10-08 11:54:42 +0100 | [diff] [blame] | 200 | DATA_TEST_CASE(ValidateZeroPadding, framework::DatasetMode::ALL, zip(framework::dataset::make("In0", { TensorShape(21U, 13U), |
| 201 | TensorShape(31U, 1U), |
| 202 | TensorShape(31U, 1U), |
| 203 | TensorShape(8U, 2U), |
| 204 | TensorShape(38U, 12U), |
| 205 | TensorShape(32U, 1U) |
| 206 | }), |
| 207 | framework::dataset::make("In1", { TensorShape(33U, 21U), |
| 208 | TensorShape(23U, 31U), |
| 209 | TensorShape(23U, 31U), |
| 210 | TensorShape(16U, 8U), |
| 211 | TensorShape(21U, 38U), |
| 212 | TensorShape(17U, 32U) |
| 213 | })), |
| 214 | shape0, shape1) |
| 215 | { |
| 216 | bool status = validate_gemm_zero_padding(shape0, shape1); |
| 217 | ARM_COMPUTE_EXPECT(status, framework::LogLevel::ERRORS); |
| 218 | } |
| 219 | |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 220 | #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 221 | TEST_SUITE(FP16) |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 222 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(), |
| 223 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 224 | framework::dataset::make("DataType", DataType::F16))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 225 | { |
| 226 | // Validate output |
Gian Marco Iodice | fbf3ecc | 2018-08-23 17:26:21 +0100 | [diff] [blame] | 227 | validate(Accessor(_target), _reference, rel_tolerance_f16, tolerance_num, abs_tolerance_f16); |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 228 | } |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 229 | FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(), |
| 230 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 231 | |
| 232 | framework::dataset::make("DataType", DataType::F16))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 233 | { |
| 234 | // Validate output |
Gian Marco Iodice | fbf3ecc | 2018-08-23 17:26:21 +0100 | [diff] [blame] | 235 | validate(Accessor(_target), _reference, rel_tolerance_f16, tolerance_num, abs_tolerance_f16); |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 236 | } |
| 237 | TEST_SUITE_END() |
Ioan-Cristian Szabo | 5edbd1c | 2017-11-13 13:34:08 +0000 | [diff] [blame] | 238 | #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 239 | |
| 240 | TEST_SUITE(FP32) |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 241 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(), |
| 242 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 243 | |
| 244 | framework::dataset::make("DataType", DataType::F32))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 245 | { |
| 246 | // Validate output |
| 247 | validate(Accessor(_target), _reference, tolerance_f); |
| 248 | } |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 249 | FIXTURE_DATA_TEST_CASE(RunLarge, NEGEMMFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeGEMMDataset(), |
| 250 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 251 | |
| 252 | framework::dataset::make("DataType", DataType::F32))) |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 253 | { |
| 254 | // Validate output |
| 255 | validate(Accessor(_target), _reference, tolerance_f); |
| 256 | } |
Pablo Tello | 0e37b5c | 2018-10-30 11:18:37 +0000 | [diff] [blame] | 257 | TEST_SUITE(DisabledC) |
| 258 | FIXTURE_DATA_TEST_CASE(RunSmall, NEGEMMFixtureDisabledC<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallGEMMDataset(), |
| 259 | framework::dataset::make("ReshapeWeights", { true, false })), |
| 260 | |
| 261 | framework::dataset::make("DataType", DataType::F32))) |
| 262 | { |
| 263 | // Validate output |
| 264 | validate(Accessor(_target), _reference, tolerance_f); |
| 265 | } |
| 266 | TEST_SUITE_END() |
| 267 | |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 268 | TEST_SUITE_END() |
| 269 | TEST_SUITE_END() |
| 270 | |
Moritz Pflanzer | 4dfc235 | 2017-08-02 14:51:36 +0100 | [diff] [blame] | 271 | TEST_SUITE_END() |
| 272 | TEST_SUITE_END() |
| 273 | } // namespace validation |
| 274 | } // namespace test |
| 275 | } // namespace arm_compute |