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 | |
| 63 | // Fixture for CLGEMMMatrixMultiplyReshaped3D |
| 64 | template <typename T> |
| 65 | using CLGEMMMatrixMultiplyReshaped3DFixture = GEMMMatrixMultiplyReshaped3DValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped>; |
| 66 | |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 67 | namespace |
| 68 | { |
| 69 | // *INDENT-OFF* |
| 70 | // clang-format off |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 71 | RelativeTolerance<float> rel_tolerance_f32(0.001f); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 72 | constexpr float abs_tolerance_f32(0.0001f); |
| 73 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 74 | RelativeTolerance<half> rel_tolerance_f16(half(0.2)); |
| 75 | constexpr float tolerance_num_f16 = 0.02f; |
| 76 | |
| 77 | /** Alpha values to test - Precommit */ |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 78 | const auto a_values = framework::dataset::make("alpha", {1.0f, -0.75f} ); |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 79 | |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 80 | /** Beta values to test - Precommit */ |
| 81 | const auto beta_values = framework::dataset::make("beta", {-0.75f, 0.0f} ); |
| 82 | |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 83 | /** M values to test */ |
| 84 | const auto m_values = framework::dataset::make("M", 37); |
| 85 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 86 | /** M_W values to test */ |
| 87 | const auto m_w_values = framework::dataset::make("M_W", 5); |
| 88 | |
| 89 | /** M_H values to test */ |
| 90 | const auto m_h_values = framework::dataset::make("M_H", 7); |
| 91 | |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 92 | /** N values to test */ |
| 93 | const auto n_values = framework::dataset::make("N", 51); |
| 94 | |
| 95 | /** K values to test */ |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 96 | const auto k_values = framework::dataset::make("K", 23); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 97 | |
| 98 | /** Batch size values to test */ |
| 99 | const auto b_values = framework::dataset::make("batch_size", 1, 3); |
| 100 | |
| 101 | /** M0 values to test - Precommit */ |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 102 | const auto m0_values_precommit = framework::dataset::make("M0", {4, 6}); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 103 | |
| 104 | /** N0 values to test - Precommit */ |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 105 | const auto n0_values_precommit = framework::dataset::make("N0", { 2, 4 }); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 106 | |
| 107 | /** K0 values to test - Precommit */ |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 108 | const auto k0_values_precommit = framework::dataset::make("K0", { 4 }); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 109 | |
| 110 | /** V0 values to test - Precommit */ |
| 111 | const auto v0_values_precommit = framework::dataset::make("V0", 1, 3); |
| 112 | |
| 113 | /** H0 values to test - Precommit */ |
| 114 | const auto h0_values_precommit = framework::dataset::make("H0", 1, 3); |
| 115 | |
| 116 | /** M0 values to test - Nightly */ |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 117 | const auto m0_values_nightly = framework::dataset::make("M0", 2, 7); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 118 | |
| 119 | /** N0 values to test - Nightly */ |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 120 | 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] | 121 | |
| 122 | /** K0 values to test - Nightly */ |
Gian Marco Iodice | bacfec5 | 2019-01-11 11:30:55 +0000 | [diff] [blame] | 123 | 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] | 124 | |
| 125 | /** V0 values to test - Nightly */ |
| 126 | const auto v0_values_nightly = framework::dataset::make("V0", 1, 4); |
| 127 | |
| 128 | /** H0 values to test - Nightly */ |
| 129 | const auto h0_values_nightly = framework::dataset::make("H0", 1, 4); |
| 130 | |
| 131 | /** Interleave values to test with LHS matrix */ |
| 132 | const auto i_values_lhs = framework::dataset::make("interleave_lhs", { true, false }); |
| 133 | |
| 134 | /** Interleave values to test with RHS matrix */ |
| 135 | const auto i_values_rhs = framework::dataset::make("interleave_rhs", { true, false }); |
| 136 | |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 137 | /** Broadcast bias from vector to matrix */ |
| 138 | const auto broadcast_bias_values = framework::dataset::make("broadcast_bias", {false, true} ); |
| 139 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 140 | /** Configuration test */ |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 141 | 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 v0_value, unsigned int h0_value, bool i_value_lhs, bool i_value_rhs, bool broadcast_bias, DataType data_type) |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 142 | { |
| 143 | const unsigned int M = m_value; |
| 144 | const unsigned int N = n_value; |
| 145 | const unsigned int K = k_value; |
| 146 | |
| 147 | GEMMLHSMatrixInfo lhs_info; |
| 148 | lhs_info.m0 = m0_value; |
| 149 | lhs_info.k0 = k0_value; |
| 150 | lhs_info.v0 = v0_value; |
| 151 | lhs_info.interleave = i_value_lhs; |
| 152 | lhs_info.transpose = false; |
| 153 | |
| 154 | GEMMRHSMatrixInfo rhs_info; |
| 155 | rhs_info.n0 = n0_value; |
| 156 | rhs_info.k0 = k0_value; |
| 157 | rhs_info.h0 = h0_value; |
| 158 | rhs_info.interleave = i_value_rhs; |
| 159 | rhs_info.transpose = true; |
| 160 | |
Gian Marco Iodice | 7026b30 | 2019-06-26 17:18:11 +0100 | [diff] [blame] | 161 | GEMMKernelInfo kernel_info; |
| 162 | kernel_info.m = M; |
| 163 | kernel_info.n = N; |
| 164 | kernel_info.k = K; |
| 165 | kernel_info.depth_output_gemm3d = 0; |
| 166 | kernel_info.reinterpret_input_as_3d = false; |
| 167 | kernel_info.broadcast_bias = broadcast_bias; |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 168 | |
| 169 | const TensorShape lhs_shape(K, M, b_value); |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 170 | const TensorShape lhs_shape_reshaped = compute_lhs_reshaped_shape(TensorInfo(lhs_shape, 1, data_type), |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 171 | lhs_info, |
| 172 | false); |
| 173 | |
| 174 | const TensorShape rhs_shape(N, K, b_value); |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 175 | const TensorShape rhs_shape_reshaped = compute_rhs_reshaped_shape(TensorInfo(rhs_shape, 1, data_type), |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 176 | rhs_info); |
| 177 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 178 | const TensorShape dst_shape = compute_mm_shape(TensorInfo(lhs_shape_reshaped, 1, data_type), |
| 179 | TensorInfo(rhs_shape_reshaped, 1, data_type), |
Gian Marco Iodice | 7026b30 | 2019-06-26 17:18:11 +0100 | [diff] [blame] | 180 | kernel_info); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 181 | |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 182 | const TensorShape bias_shape(N, |
| 183 | broadcast_bias? 1 : M, |
| 184 | broadcast_bias? 1 : b_value); |
| 185 | |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 186 | // Create tensors |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 187 | CLTensor lhs_reshaped = create_tensor<CLTensor>(lhs_shape_reshaped, data_type); |
| 188 | CLTensor rhs_reshaped = create_tensor<CLTensor>(rhs_shape_reshaped, data_type); |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 189 | CLTensor bias = create_tensor<CLTensor>(bias_shape, data_type); |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 190 | CLTensor dst = create_tensor<CLTensor>(dst_shape, data_type); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 191 | |
| 192 | ARM_COMPUTE_EXPECT(lhs_reshaped.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 193 | ARM_COMPUTE_EXPECT(rhs_reshaped.info()->is_resizable(), framework::LogLevel::ERRORS); |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 194 | ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 195 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 196 | |
| 197 | // Create and configure function |
| 198 | CLGEMMMatrixMultiplyReshaped gemm; |
Gian Marco Iodice | 7026b30 | 2019-06-26 17:18:11 +0100 | [diff] [blame] | 199 | gemm.configure(&lhs_reshaped, &rhs_reshaped, &bias, &dst, 1.0f, 1.0f, lhs_info, rhs_info, kernel_info); |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 200 | } |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 201 | } // namespace |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 202 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 203 | TEST_SUITE(CL) |
| 204 | TEST_SUITE(GEMMMatrixMultiplyReshaped) |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 205 | TEST_SUITE(Float) |
| 206 | TEST_SUITE(FP32) |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 207 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine( |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 208 | m_values, |
| 209 | n_values), |
| 210 | k_values), |
| 211 | framework::dataset::make("batch_size", 1)), |
| 212 | m0_values_precommit), |
| 213 | n0_values_precommit), |
| 214 | k0_values_precommit), |
| 215 | v0_values_precommit), |
| 216 | h0_values_precommit), |
| 217 | i_values_lhs), |
| 218 | i_values_rhs), |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 219 | broadcast_bias_values), |
| 220 | m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, v0_value, h0_value, i_value_lhs, i_value_rhs, broadcast_bias) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 221 | { |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 222 | validate_configuration(m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, v0_value, h0_value, i_value_lhs, i_value_rhs, broadcast_bias, DataType::F32); |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 223 | } |
| 224 | |
| 225 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::ALL, |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 226 | 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] | 227 | m_values, |
| 228 | n_values), |
| 229 | k_values), |
| 230 | b_values), |
| 231 | m0_values_precommit), |
| 232 | n0_values_precommit), |
| 233 | k0_values_precommit), |
| 234 | v0_values_precommit), |
| 235 | h0_values_precommit), |
| 236 | i_values_lhs), |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 237 | i_values_rhs), |
| 238 | framework::dataset::make("DataType", DataType::F32)), |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 239 | a_values), |
| 240 | beta_values), |
| 241 | broadcast_bias_values)) |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 242 | { |
| 243 | // Validate output |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 244 | 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] | 245 | } |
| 246 | |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 247 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::NIGHTLY, |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 248 | 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] | 249 | m_values, |
| 250 | n_values), |
| 251 | k_values), |
| 252 | b_values), |
| 253 | m0_values_nightly), |
| 254 | n0_values_nightly), |
| 255 | k0_values_nightly), |
| 256 | v0_values_nightly), |
| 257 | h0_values_nightly), |
| 258 | i_values_lhs), |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 259 | i_values_rhs), |
| 260 | framework::dataset::make("DataType", DataType::F32)), |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 261 | a_values), |
| 262 | beta_values), |
| 263 | broadcast_bias_values)) |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 264 | { |
| 265 | // Validate output |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 266 | 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] | 267 | } |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 268 | |
| 269 | FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::ALL, |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 270 | 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] | 271 | m_w_values, |
| 272 | m_h_values), |
| 273 | n_values), |
| 274 | k_values), |
| 275 | b_values), |
| 276 | m0_values_precommit), |
| 277 | n0_values_precommit), |
| 278 | k0_values_precommit), |
| 279 | v0_values_precommit), |
| 280 | h0_values_precommit), |
| 281 | i_values_lhs), |
| 282 | i_values_rhs), |
| 283 | framework::dataset::make("DataType", DataType::F32)), |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 284 | a_values), |
| 285 | beta_values)) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 286 | { |
| 287 | // Validate output |
| 288 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 289 | } |
| 290 | |
| 291 | FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::NIGHTLY, |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 292 | 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] | 293 | m_w_values, |
| 294 | m_h_values), |
| 295 | n_values), |
| 296 | k_values), |
| 297 | b_values), |
| 298 | m0_values_nightly), |
| 299 | n0_values_nightly), |
| 300 | k0_values_nightly), |
| 301 | v0_values_nightly), |
| 302 | h0_values_nightly), |
| 303 | i_values_lhs), |
| 304 | i_values_rhs), |
| 305 | framework::dataset::make("DataType", DataType::F32)), |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 306 | a_values), |
| 307 | beta_values)) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 308 | { |
| 309 | // Validate output |
| 310 | validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32); |
| 311 | } |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 312 | TEST_SUITE_END() // FP32 |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 313 | |
| 314 | TEST_SUITE(FP16) |
| 315 | FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<half>, framework::DatasetMode::ALL, |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 316 | 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] | 317 | m_values, |
| 318 | n_values), |
| 319 | k_values), |
| 320 | b_values), |
| 321 | m0_values_precommit), |
| 322 | n0_values_precommit), |
| 323 | k0_values_precommit), |
| 324 | v0_values_precommit), |
| 325 | h0_values_precommit), |
| 326 | i_values_lhs), |
| 327 | i_values_rhs), |
| 328 | framework::dataset::make("DataType", DataType::F16)), |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 329 | a_values), |
| 330 | beta_values), |
| 331 | broadcast_bias_values)) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 332 | { |
| 333 | // Validate output |
| 334 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16); |
| 335 | } |
| 336 | |
| 337 | FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<half>, framework::DatasetMode::NIGHTLY, |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 338 | 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] | 339 | m_values, |
| 340 | n_values), |
| 341 | k_values), |
| 342 | b_values), |
| 343 | m0_values_nightly), |
| 344 | n0_values_nightly), |
| 345 | k0_values_nightly), |
| 346 | v0_values_nightly), |
| 347 | h0_values_nightly), |
| 348 | i_values_lhs), |
| 349 | i_values_rhs), |
| 350 | framework::dataset::make("DataType", DataType::F16)), |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 351 | a_values), |
| 352 | beta_values), |
| 353 | broadcast_bias_values)) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 354 | { |
| 355 | // Validate output |
| 356 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16); |
| 357 | } |
| 358 | |
| 359 | FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::ALL, |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 360 | 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] | 361 | m_w_values, |
| 362 | m_h_values), |
| 363 | n_values), |
| 364 | k_values), |
| 365 | b_values), |
| 366 | m0_values_precommit), |
| 367 | n0_values_precommit), |
| 368 | k0_values_precommit), |
| 369 | v0_values_precommit), |
| 370 | h0_values_precommit), |
| 371 | i_values_lhs), |
| 372 | i_values_rhs), |
| 373 | framework::dataset::make("DataType", DataType::F16)), |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 374 | a_values), |
| 375 | beta_values)) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 376 | { |
| 377 | // Validate output |
| 378 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16); |
| 379 | } |
| 380 | |
| 381 | FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::NIGHTLY, |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 382 | 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] | 383 | m_w_values, |
| 384 | m_h_values), |
| 385 | n_values), |
| 386 | k_values), |
| 387 | b_values), |
| 388 | m0_values_nightly), |
| 389 | n0_values_nightly), |
| 390 | k0_values_nightly), |
| 391 | v0_values_nightly), |
| 392 | h0_values_nightly), |
| 393 | i_values_lhs), |
| 394 | i_values_rhs), |
| 395 | framework::dataset::make("DataType", DataType::F16)), |
Gian Marco Iodice | e16c890 | 2019-06-14 16:11:10 +0100 | [diff] [blame] | 396 | a_values), |
| 397 | beta_values)) |
Gian Marco Iodice | 9382ab3 | 2018-12-17 15:12:07 +0000 | [diff] [blame] | 398 | { |
| 399 | // Validate output |
| 400 | validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16); |
| 401 | } |
| 402 | TEST_SUITE_END() // FP16 |
| 403 | TEST_SUITE_END() // Float |
Gian Marco Iodice | bf9731e | 2018-12-12 10:18:04 +0000 | [diff] [blame] | 404 | TEST_SUITE_END() // GEMMMatrixMulipltyReshaped |
| 405 | TEST_SUITE_END() // CL |
| 406 | } // namespace validation |
| 407 | } // namespace test |
| 408 | } // namespace arm_compute |