Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2019-2020 Arm Limited. |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +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/CLGEMMLowpMatrixMultiplyReshapedOnlyRHSKernel.h" |
| 25 | #include "arm_compute/core/CL/kernels/CLGEMMReshapeRHSMatrixKernel.h" |
| 26 | #include "arm_compute/core/Types.h" |
| 27 | #include "arm_compute/core/utils/misc/ShapeCalculator.h" |
| 28 | #include "arm_compute/runtime/CL/CLTensor.h" |
| 29 | #include "arm_compute/runtime/CL/CLTensorAllocator.h" |
| 30 | #include "tests/CL/CLAccessor.h" |
| 31 | #include "tests/CL/Helper.h" |
| 32 | #include "tests/PaddingCalculator.h" |
| 33 | #include "tests/datasets/ShapeDatasets.h" |
| 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/GEMMLowpFixture.h" |
| 39 | |
| 40 | namespace arm_compute |
| 41 | { |
| 42 | namespace test |
| 43 | { |
| 44 | namespace validation |
| 45 | { |
| 46 | using namespace arm_compute::misc::shape_calculator; |
| 47 | |
| 48 | // Create function for CLGEMMReshapeRHSMatrixKernel |
| 49 | using CLGEMMReshapeRHSMatrix = CLSynthetizeFunction<CLGEMMReshapeRHSMatrixKernel>; |
| 50 | |
| 51 | // Create function for CLGEMMLowpMatrixMultiplyReshapedOnlyRHSKernel |
| 52 | using CLGEMMLowpMatrixMultiplyReshapedOnlyRHS = CLSynthetizeFunction<CLGEMMLowpMatrixMultiplyReshapedOnlyRHSKernel>; |
| 53 | |
| 54 | // Fixture for CLGEMMLowpMatrixMultiplyReshapedOnlyRHS |
| 55 | using CLGEMMLowpMatrixMultiplyReshapedOnlyRHSFixture = GEMMLowpMatrixMultiplyReshapedOnlyRHSValidationFixture<CLTensor, CLAccessor, CLGEMMReshapeRHSMatrix, CLGEMMLowpMatrixMultiplyReshapedOnlyRHS>; |
| 56 | |
| 57 | // Fixture for CLGEMMLowpMatrixMultiplyReshapedOnlyRHS3D |
| 58 | using CLGEMMLowpMatrixMultiplyReshapedOnlyRHS3DFixture = |
| 59 | GEMMLowpMatrixMultiplyReshapedOnlyRHS3DValidationFixture<CLTensor, CLAccessor, CLGEMMReshapeRHSMatrix, CLGEMMLowpMatrixMultiplyReshapedOnlyRHS>; |
| 60 | |
| 61 | namespace |
| 62 | { |
| 63 | // *INDENT-OFF* |
| 64 | // clang-format off |
| 65 | |
| 66 | /** M values to test */ |
| 67 | const auto m_values = framework::dataset::make("M", 37); |
| 68 | |
| 69 | /** M_W values to test */ |
| 70 | const auto m_w_values = framework::dataset::make("M_W", 5); |
| 71 | |
| 72 | /** M_H values to test */ |
| 73 | const auto m_h_values = framework::dataset::make("M_H", 7); |
| 74 | |
| 75 | /** N values to test */ |
| 76 | const auto n_values = framework::dataset::make("N", 51); |
| 77 | |
| 78 | /** K values to test */ |
| 79 | const auto k_values = framework::dataset::make("K", 23); |
| 80 | |
| 81 | /** Batch size values to test */ |
| 82 | const auto b_values = framework::dataset::make("batch_size", 1, 3); |
| 83 | |
| 84 | /** M0 values to test - Precommit */ |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 85 | const auto m0_values_precommit_1 = framework::dataset::make("M0", {4}); |
| 86 | const auto m0_values_precommit_2 = framework::dataset::make("M0", {6}); |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 87 | |
| 88 | /** N0 values to test - Precommit */ |
Gian Marco Iodice | d820db6 | 2019-08-05 14:23:23 +0100 | [diff] [blame] | 89 | const auto n0_values_precommit = framework::dataset::make("N0", { 4 }); |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 90 | |
| 91 | /** K0 values to test - Precommit */ |
Gian Marco Iodice | d820db6 | 2019-08-05 14:23:23 +0100 | [diff] [blame] | 92 | const auto k0_values_precommit = framework::dataset::make("K0", { 16 }); |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 93 | |
| 94 | /** H0 values to test - Precommit */ |
| 95 | const auto h0_values_precommit = framework::dataset::make("H0", 1, 3); |
| 96 | |
| 97 | /** M0 values to test - Nightly */ |
| 98 | const auto m0_values_nightly = framework::dataset::make("M0", 2, 8); |
| 99 | |
| 100 | /** N0 values to test - Nightly */ |
| 101 | const auto n0_values_nightly = framework::dataset::make("N0", { 2, 3, 4, 8 }); |
| 102 | |
| 103 | /** K0 values to test - Nightly */ |
Gian Marco Iodice | d820db6 | 2019-08-05 14:23:23 +0100 | [diff] [blame] | 104 | const auto k0_values_nightly = framework::dataset::make("K0", { 2, 3, 4, 8, 16 }); |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 105 | |
| 106 | /** H0 values to test - Nightly */ |
| 107 | const auto h0_values_nightly = framework::dataset::make("H0", 1, 4); |
| 108 | |
| 109 | /** Interleave values to test with RHS matrix */ |
| 110 | const auto i_values_rhs = framework::dataset::make("interleave_rhs", { true, false }); |
| 111 | |
| 112 | /** Transpose values to test with RHS matrix */ |
| 113 | const auto t_values_rhs = framework::dataset::make("transpose_rhs", { true }); |
| 114 | |
| 115 | /** Configuration test */ |
| 116 | void validate_configuration(unsigned int m_value, unsigned int n_value, unsigned int k_value, unsigned int b_value, unsigned int m0_value, unsigned int n0_value, unsigned int k0_value, unsigned int h0_value, bool i_value_rhs) |
| 117 | { |
| 118 | const unsigned int M = m_value; |
| 119 | const unsigned int N = n_value; |
| 120 | const unsigned int K = k_value; |
| 121 | |
| 122 | GEMMLHSMatrixInfo lhs_info; |
| 123 | lhs_info.m0 = m0_value; |
| 124 | lhs_info.k0 = k0_value; |
| 125 | |
| 126 | GEMMRHSMatrixInfo rhs_info; |
| 127 | rhs_info.n0 = n0_value; |
| 128 | rhs_info.k0 = k0_value; |
| 129 | rhs_info.h0 = h0_value; |
| 130 | rhs_info.interleave = i_value_rhs; |
| 131 | rhs_info.transpose = true; |
| 132 | |
Michele Di Giorgio | b54ba28 | 2020-01-14 15:31:55 +0000 | [diff] [blame] | 133 | GEMMKernelInfo gemm_info; |
| 134 | gemm_info.m = M; |
| 135 | gemm_info.n = N; |
| 136 | gemm_info.k = K; |
| 137 | gemm_info.lhs_info = lhs_info; |
| 138 | gemm_info.rhs_info = rhs_info; |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 139 | |
| 140 | const TensorShape lhs_shape(K, M, b_value); |
| 141 | const TensorShape rhs_shape(N, K, b_value); |
| 142 | const TensorShape rhs_shape_reshaped = compute_rhs_reshaped_shape(TensorInfo(rhs_shape, 1, DataType::QASYMM8), |
| 143 | rhs_info); |
| 144 | |
| 145 | const TensorShape dst_shape = compute_mm_shape(TensorInfo(lhs_shape, 1, DataType::QASYMM8), |
| 146 | TensorInfo(rhs_shape_reshaped, 1, DataType::QASYMM8), |
| 147 | gemm_info); |
| 148 | |
| 149 | // Create tensors |
| 150 | CLTensor lhs = create_tensor<CLTensor>(lhs_shape, DataType::QASYMM8); |
| 151 | CLTensor rhs_reshaped = create_tensor<CLTensor>(rhs_shape_reshaped, DataType::QASYMM8); |
| 152 | CLTensor dst = create_tensor<CLTensor>(dst_shape, DataType::S32); |
| 153 | |
| 154 | ARM_COMPUTE_EXPECT(lhs.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 155 | ARM_COMPUTE_EXPECT(rhs_reshaped.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 156 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 157 | |
| 158 | // Create and configure function |
| 159 | CLGEMMLowpMatrixMultiplyReshapedOnlyRHS gemm; |
Michele Di Giorgio | b54ba28 | 2020-01-14 15:31:55 +0000 | [diff] [blame] | 160 | gemm.configure(&lhs, &rhs_reshaped, &dst, gemm_info); |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 161 | } |
| 162 | } // namespace |
| 163 | |
| 164 | TEST_SUITE(CL) |
| 165 | TEST_SUITE(GEMMLowpMatrixMultiplyReshapedOnlyRHS) |
| 166 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine( |
| 167 | m_values, |
| 168 | n_values), |
| 169 | k_values), |
| 170 | framework::dataset::make("batch_size", 1)), |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 171 | m0_values_precommit_1), |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 172 | n0_values_precommit), |
| 173 | k0_values_precommit), |
| 174 | h0_values_precommit), |
| 175 | i_values_rhs), |
| 176 | m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, h0_value, i_value_rhs) |
| 177 | { |
| 178 | validate_configuration(m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, h0_value, i_value_rhs); |
| 179 | } |
| 180 | |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 181 | FIXTURE_DATA_TEST_CASE(RunSmall_1, CLGEMMLowpMatrixMultiplyReshapedOnlyRHSFixture, framework::DatasetMode::ALL, |
| 182 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 183 | m_values, |
| 184 | n_values), |
| 185 | k_values), |
| 186 | b_values), |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 187 | m0_values_precommit_1), |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 188 | n0_values_precommit), |
| 189 | k0_values_precommit), |
| 190 | h0_values_precommit), |
| 191 | i_values_rhs), |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 192 | t_values_rhs), |
| 193 | framework::dataset::make("DataType", { DataType::QASYMM8 }))) |
| 194 | { |
| 195 | // Validate output |
| 196 | validate(CLAccessor(_target), _reference); |
| 197 | } |
| 198 | |
| 199 | FIXTURE_DATA_TEST_CASE(RunSmall_2, CLGEMMLowpMatrixMultiplyReshapedOnlyRHSFixture, framework::DatasetMode::ALL, |
| 200 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 201 | m_values, |
| 202 | n_values), |
| 203 | k_values), |
| 204 | b_values), |
| 205 | m0_values_precommit_2), |
| 206 | n0_values_precommit), |
| 207 | k0_values_precommit), |
| 208 | h0_values_precommit), |
| 209 | i_values_rhs), |
| 210 | t_values_rhs), |
| 211 | framework::dataset::make("DataType", { DataType::QASYMM8_SIGNED }))) |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 212 | { |
| 213 | // Validate output |
| 214 | validate(CLAccessor(_target), _reference); |
| 215 | } |
| 216 | |
Michalis Spyrou | 1d89777 | 2019-12-09 18:47:29 +0000 | [diff] [blame] | 217 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMLowpMatrixMultiplyReshapedOnlyRHSFixture, framework::DatasetMode::DISABLED, |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 218 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 219 | m_values, |
| 220 | n_values), |
| 221 | k_values), |
| 222 | b_values), |
| 223 | m0_values_nightly), |
| 224 | n0_values_nightly), |
| 225 | k0_values_nightly), |
| 226 | h0_values_nightly), |
| 227 | i_values_rhs), |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 228 | t_values_rhs), |
| 229 | framework::dataset::make("DataType", { DataType::QASYMM8 }))) |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 230 | { |
| 231 | // Validate output |
| 232 | validate(CLAccessor(_target), _reference); |
| 233 | } |
| 234 | |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 235 | FIXTURE_DATA_TEST_CASE(RunSmall3D_1, CLGEMMLowpMatrixMultiplyReshapedOnlyRHS3DFixture, framework::DatasetMode::ALL, |
| 236 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 237 | m_w_values, |
| 238 | m_h_values), |
| 239 | n_values), |
| 240 | k_values), |
| 241 | b_values), |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 242 | m0_values_precommit_1), |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 243 | n0_values_precommit), |
| 244 | k0_values_precommit), |
| 245 | h0_values_precommit), |
| 246 | i_values_rhs), |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 247 | t_values_rhs), |
| 248 | framework::dataset::make("DataType", { DataType::QASYMM8 }))) |
| 249 | { |
| 250 | // Validate output |
| 251 | validate(CLAccessor(_target), _reference); |
| 252 | } |
| 253 | |
| 254 | FIXTURE_DATA_TEST_CASE(RunSmall3D_2, CLGEMMLowpMatrixMultiplyReshapedOnlyRHS3DFixture, framework::DatasetMode::ALL, |
| 255 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
| 256 | m_w_values, |
| 257 | m_h_values), |
| 258 | n_values), |
| 259 | k_values), |
| 260 | b_values), |
| 261 | m0_values_precommit_2), |
| 262 | n0_values_precommit), |
| 263 | k0_values_precommit), |
| 264 | h0_values_precommit), |
| 265 | i_values_rhs), |
| 266 | t_values_rhs), |
| 267 | framework::dataset::make("DataType", { DataType::QASYMM8_SIGNED }))) |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 268 | { |
| 269 | // Validate output |
| 270 | validate(CLAccessor(_target), _reference); |
| 271 | } |
| 272 | |
Michalis Spyrou | 1d89777 | 2019-12-09 18:47:29 +0000 | [diff] [blame] | 273 | FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMLowpMatrixMultiplyReshapedOnlyRHS3DFixture, framework::DatasetMode::DISABLED, |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 274 | combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 275 | m_w_values, |
| 276 | m_h_values), |
| 277 | n_values), |
| 278 | k_values), |
| 279 | b_values), |
| 280 | m0_values_nightly), |
| 281 | n0_values_nightly), |
| 282 | k0_values_nightly), |
| 283 | h0_values_nightly), |
| 284 | i_values_rhs), |
Michele Di Giorgio | f9179d3 | 2019-11-27 16:17:30 +0000 | [diff] [blame] | 285 | t_values_rhs), |
| 286 | framework::dataset::make("DataType", { DataType::QASYMM8 }))) |
Gian Marco Iodice | 62251f7 | 2019-03-11 16:07:12 +0000 | [diff] [blame] | 287 | { |
| 288 | // Validate output |
| 289 | validate(CLAccessor(_target), _reference); |
| 290 | } |
| 291 | TEST_SUITE_END() // GEMMLowpMatrixMultiplyReshapedOnlyRHS |
| 292 | TEST_SUITE_END() // CL |
| 293 | } // namespace validation |
| 294 | } // namespace test |
| 295 | } // namespace arm_compute |