Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 1 | /* |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 2 | * Copyright (c) 2018-2019 ARM Limited. |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +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, |
| 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/CL/kernels/CLGEMMMatrixMultiplyReshapedKernel.h" |
| 25 | #include "arm_compute/core/CL/kernels/CLGEMMReshapeLHSMatrixKernel.h" |
| 26 | #include "arm_compute/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.h" |
Gian Marco Iodice | 7026b30 | 2019-06-26 17:18:11 +0100 | [diff] [blame] | 27 | #include "arm_compute/core/KernelDescriptors.h" |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 28 | #include "arm_compute/core/Types.h" |
| 29 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
| 30 | #include "arm_compute/runtime/CL/CLTensor.h" |
| 31 | #include "arm_compute/runtime/CL/CLTensorAllocator.h" |
| 32 | #include "tests/CL/CLAccessor.h" |
| 33 | #include "tests/CL/Helper.h" |
| 34 | #include "tests/PaddingCalculator.h" |
| 35 | #include "tests/datasets/ShapeDatasets.h" |
| 36 | #include "tests/framework/Asserts.h" |
| 37 | #include "tests/framework/Macros.h" |
| 38 | #include "tests/framework/datasets/Datasets.h" |
| 39 | #include "tests/validation/Validation.h" |
| 40 | #include "tests/validation/fixtures/GEMMFixture.h" |
| 41 | |
| 42 | namespace arm_compute |
| 43 | { |
| 44 | namespace test |
| 45 | { |
| 46 | namespace validation |
| 47 | { |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 48 | using namespace arm_compute::misc::shape_calculator; |
| 49 | |
| 50 | // Create function for CLGEMMReshapeLHSMatrixKernel |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 51 | using CLGEMMReshapeLHSMatrix = CLSynthetizeFunction<CLGEMMReshapeLHSMatrixKernel>; |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 52 | |
| 53 | // Create function for CLGEMMReshapeRHSMatrixKernel |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 54 | using CLGEMMReshapeRHSMatrix = CLSynthetizeFunction<CLGEMMReshapeRHSMatrixKernel>; |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 55 | |
| 56 | // Create function for CLGEMMMatrixMultiplyReshapedKernel |
| 57 | using CLGEMMMatrixMultiplyReshaped = CLSynthetizeFunction<CLGEMMMatrixMultiplyReshapedKernel>; |
| 58 | |
| 59 | // Fixture for CLGEMMMatrixMultiplyReshaped |
| 60 | template <typename T> |
| 61 | using CLGEMMMatrixMultiplyReshapedFixture = GEMMMatrixMultiplyReshapedValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped>; |
| 62 | |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 63 | // Fixture for CLGEMMMatrixMultiplyReshaped mixed precision |
| 64 | template <typename T> |
| 65 | using CLGEMMMatrixMultiplyReshapedMixedPrecisionFixture = |
| 66 | GEMMMatrixMultiplyReshapedValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped, true>; |
| 67 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 68 | // Fixture for CLGEMMMatrixMultiplyReshaped3D |
| 69 | template <typename T> |
| 70 | using CLGEMMMatrixMultiplyReshaped3DFixture = GEMMMatrixMultiplyReshaped3DValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped>; |
| 71 | |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 72 | // Fixture for CLGEMMMatrixMultiplyReshaped3D mixed precision |
| 73 | template <typename T> |
| 74 | using CLGEMMMatrixMultiplyReshaped3DMixedPrecisionFixture = |
| 75 | GEMMMatrixMultiplyReshaped3DValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped, true>; |
| 76 | |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 77 | namespace |
| 78 | { |
| 79 | // *INDENT-OFF* |
| 80 | // clang-format off |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 81 | RelativeTolerance<float> rel_tolerance_f32(0.001f); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 82 | constexpr float abs_tolerance_f32(0.0001f); |
| 83 | |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 84 | RelativeTolerance<float> rel_tolerance_f16_mixed_precision(0.001f); |
| 85 | constexpr float abs_tolerance_f16_mixed_precision(0.01f); |
| 86 | |
Gian Marco Iodice | 05639f6 | 2019-09-24 12:05:06 +0100 | [diff] [blame] | 87 | RelativeTolerance<float> rel_tolerance_f16(0.001f); |
| 88 | constexpr float abs_tolerance_f16(0.01f); |
| 89 | |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 90 | /** M values to test */ |
| 91 | const auto m_values = framework::dataset::make("M", 37); |
| 92 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 93 | /** M_W values to test */ |
| 94 | const auto m_w_values = framework::dataset::make("M_W", 5); |
| 95 | |
| 96 | /** M_H values to test */ |
| 97 | const auto m_h_values = framework::dataset::make("M_H", 7); |
| 98 | |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 99 | /** N values to test */ |
| 100 | const auto n_values = framework::dataset::make("N", 51); |
| 101 | |
| 102 | /** K values to test */ |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 103 | const auto k_values = framework::dataset::make("K", 23); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 104 | |
| 105 | /** Batch size values to test */ |
| 106 | const auto b_values = framework::dataset::make("batch_size", 1, 3); |
| 107 | |
Gian Marco Iodice | ca1f460 | 2019-07-16 15:46:48 +0100 | [diff] [blame] | 108 | /** Activation values to test */ |
| 109 | const auto act_values = framework::dataset::make("Activation", |
| 110 | { |
| 111 | ActivationLayerInfo(), |
| 112 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU, 8.f, 2.f), |
| 113 | }); |
| 114 | |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 115 | /** Alpha values to test - Precommit */ |
| 116 | const auto a_values_precommit = framework::dataset::make("alpha", {-0.75f} ); |
| 117 | |
| 118 | /** Beta values to test - Precommit */ |
| 119 | const auto beta_values_precommit = framework::dataset::make("beta", {-0.35f} ); |
| 120 | |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 121 | /** M0 values to test - Precommit */ |
Gian Marco Iodice | 05639f6 | 2019-09-24 12:05:06 +0100 | [diff] [blame] | 122 | const auto m0_values_precommit = framework::dataset::make("M0", { 4 }); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 123 | |
| 124 | /** N0 values to test - Precommit */ |
Gian Marco Iodice | d820db6 | 2019-08-05 14:23:23 +0100 | [diff] [blame] | 125 | const auto n0_values_precommit = framework::dataset::make("N0", { 4 }); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 126 | |
| 127 | /** K0 values to test - Precommit */ |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 128 | const auto k0_values_precommit = framework::dataset::make("K0", { 4 }); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 129 | |
| 130 | /** V0 values to test - Precommit */ |
| 131 | const auto v0_values_precommit = framework::dataset::make("V0", 1, 3); |
| 132 | |
| 133 | /** H0 values to test - Precommit */ |
| 134 | const auto h0_values_precommit = framework::dataset::make("H0", 1, 3); |
| 135 | |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 136 | /** Alpha values to test - Nightly */ |
| 137 | const auto a_values_nightly = framework::dataset::make("alpha", {1.0f} ); |
| 138 | |
| 139 | /** Beta values to test - Nightly */ |
| 140 | const auto beta_values_nightly = framework::dataset::make("beta", {1.0f} ); |
| 141 | |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 142 | /** M0 values to test - Nightly */ |
Michele Di Giorgio | 2568c6b | 2019-09-17 12:08:46 +0100 | [diff] [blame] | 143 | const auto m0_values_nightly = framework::dataset::make("M0", { 2, 3, 4, 8 }); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 144 | |
| 145 | /** N0 values to test - Nightly */ |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 146 | const auto n0_values_nightly = framework::dataset::make("N0", { 2, 3, 4, 8 }); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 147 | |
| 148 | /** K0 values to test - Nightly */ |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 149 | const auto k0_values_nightly = framework::dataset::make("K0", { 2, 3, 4, 8 }); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 150 | |
| 151 | /** V0 values to test - Nightly */ |
| 152 | const auto v0_values_nightly = framework::dataset::make("V0", 1, 4); |
| 153 | |
| 154 | /** H0 values to test - Nightly */ |
| 155 | const auto h0_values_nightly = framework::dataset::make("H0", 1, 4); |
| 156 | |
| 157 | /** Interleave values to test with LHS matrix */ |
| 158 | const auto i_values_lhs = framework::dataset::make("interleave_lhs", { true, false }); |
| 159 | |
| 160 | /** Interleave values to test with RHS matrix */ |
| 161 | const auto i_values_rhs = framework::dataset::make("interleave_rhs", { true, false }); |
| 162 | |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 163 | /** Broadcast bias from vector to matrix */ |
Gian Marco Iodice | d820db6 | 2019-08-05 14:23:23 +0100 | [diff] [blame] | 164 | const auto broadcast_bias_values = framework::dataset::make("broadcast_bias", { false, true } ); |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 165 | |
Giorgio Arena | ae99b6e | 2019-08-01 14:22:12 +0100 | [diff] [blame] | 166 | /** LHS transposed values */ |
| 167 | const auto lhs_transpose_values = framework::dataset::make("lhs_transpose", { false, true } ); |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 168 | } // namespace |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 169 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 170 | TEST_SUITE(CL) |
| 171 | TEST_SUITE(GEMMMatrixMultiplyReshaped) |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 172 | TEST_SUITE(Float) |
| 173 | TEST_SUITE(FP32) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 174 | |
| 175 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::ALL, |
Giorgio Arena | ae99b6e | 2019-08-01 14:22:12 +0100 | [diff] [blame] | 176 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 177 | m_values, |
| 178 | n_values), |
| 179 | k_values), |
| 180 | b_values), |
| 181 | m0_values_precommit), |
| 182 | n0_values_precommit), |
| 183 | k0_values_precommit), |
| 184 | v0_values_precommit), |
| 185 | h0_values_precommit), |
| 186 | i_values_lhs), |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 187 | i_values_rhs), |
| 188 | framework::dataset::make("DataType", DataType::F32)), |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 189 | a_values_precommit), |
| 190 | beta_values_precommit), |
Gian Marco Iodice | ca1f460 | 2019-07-16 15:46:48 +0100 | [diff] [blame] | 191 | broadcast_bias_values), |
Giorgio Arena | ae99b6e | 2019-08-01 14:22:12 +0100 | [diff] [blame] | 192 | lhs_transpose_values), |
Gian Marco Iodice | ca1f460 | 2019-07-16 15:46:48 +0100 | [diff] [blame] | 193 | act_values)) |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 194 | { |
| 195 | // Validate output |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 196 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 197 | } |
| 198 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 199 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::NIGHTLY, |
Giorgio Arena | ae99b6e | 2019-08-01 14:22:12 +0100 | [diff] [blame] | 200 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 201 | m_values, |
| 202 | n_values), |
| 203 | k_values), |
| 204 | b_values), |
| 205 | m0_values_nightly), |
| 206 | n0_values_nightly), |
| 207 | k0_values_nightly), |
| 208 | v0_values_nightly), |
| 209 | h0_values_nightly), |
| 210 | i_values_lhs), |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 211 | i_values_rhs), |
| 212 | framework::dataset::make("DataType", DataType::F32)), |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 213 | a_values_nightly), |
| 214 | beta_values_nightly), |
Gian Marco Iodice | ca1f460 | 2019-07-16 15:46:48 +0100 | [diff] [blame] | 215 | broadcast_bias_values), |
Giorgio Arena | ae99b6e | 2019-08-01 14:22:12 +0100 | [diff] [blame] | 216 | lhs_transpose_values), |
Gian Marco Iodice | ca1f460 | 2019-07-16 15:46:48 +0100 | [diff] [blame] | 217 | act_values)) |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 218 | { |
| 219 | // Validate output |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 220 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 221 | } |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 222 | |
| 223 | FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::ALL, |
Giorgio Arena | ae99b6e | 2019-08-01 14:22:12 +0100 | [diff] [blame] | 224 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 225 | m_w_values, |
| 226 | m_h_values), |
| 227 | n_values), |
| 228 | k_values), |
| 229 | b_values), |
| 230 | m0_values_precommit), |
| 231 | n0_values_precommit), |
| 232 | k0_values_precommit), |
| 233 | v0_values_precommit), |
| 234 | h0_values_precommit), |
| 235 | i_values_lhs), |
| 236 | i_values_rhs), |
| 237 | framework::dataset::make("DataType", DataType::F32)), |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 238 | a_values_precommit), |
| 239 | beta_values_precommit), |
Giorgio Arena | ae99b6e | 2019-08-01 14:22:12 +0100 | [diff] [blame] | 240 | lhs_transpose_values), |
Gian Marco Iodice | ca1f460 | 2019-07-16 15:46:48 +0100 | [diff] [blame] | 241 | act_values)) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 242 | { |
| 243 | // Validate output |
| 244 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 245 | } |
| 246 | |
| 247 | FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::NIGHTLY, |
Giorgio Arena | ae99b6e | 2019-08-01 14:22:12 +0100 | [diff] [blame] | 248 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 249 | m_w_values, |
| 250 | m_h_values), |
| 251 | n_values), |
| 252 | k_values), |
| 253 | b_values), |
| 254 | m0_values_nightly), |
| 255 | n0_values_nightly), |
| 256 | k0_values_nightly), |
| 257 | v0_values_nightly), |
| 258 | h0_values_nightly), |
| 259 | i_values_lhs), |
| 260 | i_values_rhs), |
| 261 | framework::dataset::make("DataType", DataType::F32)), |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 262 | a_values_nightly), |
| 263 | beta_values_nightly), |
Giorgio Arena | ae99b6e | 2019-08-01 14:22:12 +0100 | [diff] [blame] | 264 | lhs_transpose_values), |
Gian Marco Iodice | ca1f460 | 2019-07-16 15:46:48 +0100 | [diff] [blame] | 265 | act_values)) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 266 | { |
| 267 | // Validate output |
| 268 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 269 | } |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 270 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | 05639f6 | 2019-09-24 12:05:06 +0100 | [diff] [blame] | 271 | |
| 272 | TEST_SUITE(FP16) |
| 273 | |
| 274 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<half>, framework::DatasetMode::ALL, |
| 275 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 276 | m_values, |
| 277 | n_values), |
| 278 | k_values), |
| 279 | b_values), |
| 280 | m0_values_precommit), |
| 281 | n0_values_precommit), |
| 282 | k0_values_precommit), |
| 283 | v0_values_precommit), |
| 284 | h0_values_precommit), |
| 285 | i_values_lhs), |
| 286 | i_values_rhs), |
| 287 | framework::dataset::make("DataType", DataType::F16)), |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 288 | a_values_precommit), |
| 289 | beta_values_precommit), |
Gian Marco Iodice | 05639f6 | 2019-09-24 12:05:06 +0100 | [diff] [blame] | 290 | broadcast_bias_values), |
| 291 | lhs_transpose_values), |
| 292 | act_values)) |
| 293 | { |
| 294 | // Validate output |
| 295 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| 296 | } |
| 297 | |
| 298 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<half>, framework::DatasetMode::NIGHTLY, |
| 299 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 300 | m_values, |
| 301 | n_values), |
| 302 | k_values), |
| 303 | b_values), |
| 304 | m0_values_nightly), |
| 305 | n0_values_nightly), |
| 306 | k0_values_nightly), |
| 307 | v0_values_nightly), |
| 308 | h0_values_nightly), |
| 309 | i_values_lhs), |
| 310 | i_values_rhs), |
| 311 | framework::dataset::make("DataType", DataType::F16)), |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 312 | a_values_nightly), |
| 313 | beta_values_nightly), |
Gian Marco Iodice | 05639f6 | 2019-09-24 12:05:06 +0100 | [diff] [blame] | 314 | broadcast_bias_values), |
| 315 | lhs_transpose_values), |
| 316 | act_values)) |
| 317 | { |
| 318 | // Validate output |
| 319 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| 320 | } |
| 321 | |
| 322 | FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::ALL, |
| 323 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 324 | m_w_values, |
| 325 | m_h_values), |
| 326 | n_values), |
| 327 | k_values), |
| 328 | b_values), |
| 329 | m0_values_precommit), |
| 330 | n0_values_precommit), |
| 331 | k0_values_precommit), |
| 332 | v0_values_precommit), |
| 333 | h0_values_precommit), |
| 334 | i_values_lhs), |
| 335 | i_values_rhs), |
| 336 | framework::dataset::make("DataType", DataType::F16)), |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 337 | a_values_precommit), |
| 338 | beta_values_precommit), |
Gian Marco Iodice | 05639f6 | 2019-09-24 12:05:06 +0100 | [diff] [blame] | 339 | lhs_transpose_values), |
| 340 | act_values)) |
| 341 | { |
| 342 | // Validate output |
| 343 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| 344 | } |
| 345 | |
| 346 | FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::NIGHTLY, |
| 347 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 348 | m_w_values, |
| 349 | m_h_values), |
| 350 | n_values), |
| 351 | k_values), |
| 352 | b_values), |
| 353 | m0_values_nightly), |
| 354 | n0_values_nightly), |
| 355 | k0_values_nightly), |
| 356 | v0_values_nightly), |
| 357 | h0_values_nightly), |
| 358 | i_values_lhs), |
| 359 | i_values_rhs), |
| 360 | framework::dataset::make("DataType", DataType::F16)), |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 361 | a_values_nightly), |
| 362 | beta_values_nightly), |
Gian Marco Iodice | 05639f6 | 2019-09-24 12:05:06 +0100 | [diff] [blame] | 363 | lhs_transpose_values), |
| 364 | act_values)) |
| 365 | { |
| 366 | // Validate output |
| 367 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16); |
| 368 | } |
| 369 | TEST_SUITE_END() // FP16 |
Gian Marco Iodice | 0c17aa2 | 2019-09-27 09:23:15 +0100 | [diff] [blame] | 370 | |
| 371 | TEST_SUITE(MixedPrecision) |
| 372 | |
| 373 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedMixedPrecisionFixture<half>, framework::DatasetMode::ALL, |
| 374 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 375 | m_values, |
| 376 | n_values), |
| 377 | k_values), |
| 378 | b_values), |
| 379 | m0_values_precommit), |
| 380 | n0_values_precommit), |
| 381 | k0_values_precommit), |
| 382 | v0_values_precommit), |
| 383 | h0_values_precommit), |
| 384 | i_values_lhs), |
| 385 | i_values_rhs), |
| 386 | framework::dataset::make("DataType", DataType::F16)), |
| 387 | a_values_precommit), |
| 388 | beta_values_precommit), |
| 389 | broadcast_bias_values), |
| 390 | lhs_transpose_values), |
| 391 | act_values)) |
| 392 | { |
| 393 | // Validate output |
| 394 | validate(CLAccessor(_target), _reference, rel_tolerance_f16_mixed_precision, 0.f, abs_tolerance_f16_mixed_precision); |
| 395 | } |
| 396 | |
| 397 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedMixedPrecisionFixture<half>, framework::DatasetMode::NIGHTLY, |
| 398 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 399 | m_values, |
| 400 | n_values), |
| 401 | k_values), |
| 402 | b_values), |
| 403 | m0_values_nightly), |
| 404 | n0_values_nightly), |
| 405 | k0_values_nightly), |
| 406 | v0_values_nightly), |
| 407 | h0_values_nightly), |
| 408 | i_values_lhs), |
| 409 | i_values_rhs), |
| 410 | framework::dataset::make("DataType", DataType::F16)), |
| 411 | a_values_nightly), |
| 412 | beta_values_nightly), |
| 413 | broadcast_bias_values), |
| 414 | lhs_transpose_values), |
| 415 | act_values)) |
| 416 | { |
| 417 | // Validate output |
| 418 | validate(CLAccessor(_target), _reference, rel_tolerance_f16_mixed_precision, 0.f, abs_tolerance_f16_mixed_precision); |
| 419 | } |
| 420 | |
| 421 | FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DMixedPrecisionFixture<half>, framework::DatasetMode::ALL, |
| 422 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 423 | m_w_values, |
| 424 | m_h_values), |
| 425 | n_values), |
| 426 | k_values), |
| 427 | b_values), |
| 428 | m0_values_precommit), |
| 429 | n0_values_precommit), |
| 430 | k0_values_precommit), |
| 431 | v0_values_precommit), |
| 432 | h0_values_precommit), |
| 433 | i_values_lhs), |
| 434 | i_values_rhs), |
| 435 | framework::dataset::make("DataType", DataType::F16)), |
| 436 | a_values_precommit), |
| 437 | beta_values_precommit), |
| 438 | lhs_transpose_values), |
| 439 | act_values)) |
| 440 | { |
| 441 | // Validate output |
| 442 | validate(CLAccessor(_target), _reference, rel_tolerance_f16_mixed_precision, 0.f, abs_tolerance_f16_mixed_precision); |
| 443 | } |
| 444 | |
| 445 | FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DMixedPrecisionFixture<half>, framework::DatasetMode::NIGHTLY, |
| 446 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 447 | m_w_values, |
| 448 | m_h_values), |
| 449 | n_values), |
| 450 | k_values), |
| 451 | b_values), |
| 452 | m0_values_nightly), |
| 453 | n0_values_nightly), |
| 454 | k0_values_nightly), |
| 455 | v0_values_nightly), |
| 456 | h0_values_nightly), |
| 457 | i_values_lhs), |
| 458 | i_values_rhs), |
| 459 | framework::dataset::make("DataType", DataType::F16)), |
| 460 | a_values_nightly), |
| 461 | beta_values_nightly), |
| 462 | lhs_transpose_values), |
| 463 | act_values)) |
| 464 | { |
| 465 | // Validate output |
| 466 | validate(CLAccessor(_target), _reference, rel_tolerance_f16_mixed_precision, 0.f, abs_tolerance_f16_mixed_precision); |
| 467 | } |
| 468 | TEST_SUITE_END() // MixedPrecision |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 469 | TEST_SUITE_END() // Float |
Gian Marco Iodice | d1f5476 | 2019-07-19 09:54:47 +0100 | [diff] [blame] | 470 | TEST_SUITE_END() // GEMMMatrixMultiplyReshaped |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 471 | TEST_SUITE_END() // CL |
| 472 | } // namespace validation |
| 473 | } // namespace test |
Michele Di Giorgio | 2568c6b | 2019-09-17 12:08:46 +0100 | [diff] [blame] | 474 | } // namespace arm_compute |