Gian Marco Iodice | 761c8d0 | 2019-06-10 14:46:49 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [diff] [blame] | 2 | * Copyright (c) 2019 Arm Limited. |
Gian Marco Iodice | 761c8d0 | 2019-06-10 14:46:49 +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/runtime/CL/functions/CLFuseBatchNormalization.h" |
| 25 | #include "tests/CL/CLAccessor.h" |
| 26 | #include "tests/Globals.h" |
| 27 | #include "tests/datasets/ShapeDatasets.h" |
| 28 | #include "tests/framework/Macros.h" |
| 29 | #include "tests/framework/datasets/Datasets.h" |
| 30 | #include "tests/validation/Validation.h" |
| 31 | #include "tests/validation/fixtures/FuseBatchNormalizationFixture.h" |
| 32 | |
| 33 | namespace arm_compute |
| 34 | { |
| 35 | namespace test |
| 36 | { |
| 37 | namespace validation |
| 38 | { |
| 39 | namespace |
| 40 | { |
| 41 | AbsoluteTolerance<float> absolute_tolerance_f32(0.001f); |
| 42 | AbsoluteTolerance<float> absolute_tolerance_f16(0.2f); |
| 43 | } // namespace |
| 44 | |
| 45 | template <typename T> |
| 46 | using CLFuseBatchNormalizationConvFixture = FuseBatchNormalizationFixture<CLTensor, CLAccessor, CLFuseBatchNormalization, 4, T>; |
Manuel Bottini | 2732cca | 2019-05-28 11:44:41 +0100 | [diff] [blame] | 47 | template <typename T> |
| 48 | using CLFuseBatchNormalizationDWCFixture = FuseBatchNormalizationFixture<CLTensor, CLAccessor, CLFuseBatchNormalization, 3, T>; |
Gian Marco Iodice | 761c8d0 | 2019-06-10 14:46:49 +0100 | [diff] [blame] | 49 | |
| 50 | // *INDENT-OFF* |
| 51 | // clang-format off |
| 52 | |
| 53 | /** Shapes to test - Precommit */ |
| 54 | const auto shape_conv_values_precommit = concat(datasets::Small4DShapes(), datasets::Small3DShapes()); |
| 55 | |
| 56 | /** Shapes to test - Nightly */ |
| 57 | const auto shape_conv_values_nightly = concat(datasets::Large4DShapes(), datasets::Large3DShapes()); |
| 58 | |
| 59 | /** Data layout to test */ |
| 60 | const auto data_layout_values = framework::dataset::make("DataLayout", { DataLayout::NHWC, DataLayout::NCHW }); |
| 61 | |
| 62 | /** In-place flags to test */ |
| 63 | const auto in_place_values = framework::dataset::make("InPlace", { true, false }); |
| 64 | |
| 65 | /** With bias flags to test */ |
| 66 | const auto with_bias_values = framework::dataset::make("WithBias", { true, false }); |
| 67 | |
| 68 | /** With gamma flags to test */ |
| 69 | const auto with_gamma_values = framework::dataset::make("WithGamma", { true, false }); |
| 70 | |
| 71 | /** With beta flags to test */ |
| 72 | const auto with_beta_values = framework::dataset::make("WithBeta", { true, false }); |
| 73 | |
| 74 | TEST_SUITE(CL) |
| 75 | TEST_SUITE(FuseBatchNormalization) |
| 76 | TEST_SUITE(Convolution) |
| 77 | TEST_SUITE(Float) |
| 78 | TEST_SUITE(FP32) |
| 79 | FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationConvFixture<float>, framework::DatasetMode::PRECOMMIT, |
| 80 | combine(combine(combine(combine(combine(combine( |
| 81 | shape_conv_values_precommit, |
| 82 | framework::dataset::make("DataType", { DataType::F32 })), |
| 83 | data_layout_values), |
| 84 | in_place_values), |
| 85 | with_bias_values), |
| 86 | with_gamma_values), |
| 87 | with_beta_values)) |
| 88 | { |
| 89 | // Validate outputs |
| 90 | validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32); |
| 91 | validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32); |
| 92 | } |
| 93 | |
| 94 | FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationConvFixture<float>, framework::DatasetMode::NIGHTLY, |
| 95 | combine(combine(combine(combine(combine(combine( |
| 96 | shape_conv_values_nightly, |
| 97 | framework::dataset::make("DataType", { DataType::F32 })), |
| 98 | data_layout_values), |
| 99 | in_place_values), |
| 100 | with_bias_values), |
| 101 | with_gamma_values), |
| 102 | with_beta_values)) |
| 103 | { |
| 104 | // Validate outputs |
| 105 | validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32); |
| 106 | validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32); |
| 107 | } |
| 108 | |
| 109 | TEST_SUITE_END() // FP32 |
| 110 | |
| 111 | TEST_SUITE(FP16) |
| 112 | FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationConvFixture<half>, framework::DatasetMode::PRECOMMIT, |
| 113 | combine(combine(combine(combine(combine(combine( |
| 114 | shape_conv_values_precommit, |
| 115 | framework::dataset::make("DataType", { DataType::F16 })), |
| 116 | data_layout_values), |
| 117 | in_place_values), |
| 118 | with_bias_values), |
| 119 | with_gamma_values), |
| 120 | with_beta_values)) |
| 121 | { |
| 122 | // Validate outputs |
| 123 | validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16); |
| 124 | validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16); |
| 125 | } |
| 126 | |
| 127 | FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationConvFixture<half>, framework::DatasetMode::NIGHTLY, |
| 128 | combine(combine(combine(combine(combine(combine( |
| 129 | shape_conv_values_nightly, |
| 130 | framework::dataset::make("DataType", { DataType::F16 })), |
| 131 | data_layout_values), |
| 132 | in_place_values), |
| 133 | with_bias_values), |
| 134 | with_gamma_values), |
| 135 | with_beta_values)) |
| 136 | { |
| 137 | // Validate outputs |
| 138 | validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16); |
| 139 | validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16); |
| 140 | } |
| 141 | |
| 142 | TEST_SUITE_END() // FP16 |
| 143 | TEST_SUITE_END() // Float |
| 144 | TEST_SUITE_END() // Convolution |
Manuel Bottini | 2732cca | 2019-05-28 11:44:41 +0100 | [diff] [blame] | 145 | |
| 146 | TEST_SUITE(DepthwiseConvolution) |
| 147 | TEST_SUITE(Float) |
| 148 | TEST_SUITE(FP32) |
| 149 | FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationDWCFixture<float>, framework::DatasetMode::PRECOMMIT, |
| 150 | combine(combine(combine(combine(combine(combine( |
| 151 | datasets::Small3DShapes(), |
| 152 | framework::dataset::make("DataType", { DataType::F32 })), |
| 153 | data_layout_values), |
| 154 | in_place_values), |
| 155 | with_bias_values), |
| 156 | with_gamma_values), |
| 157 | with_beta_values)) |
| 158 | { |
| 159 | // Validate outputs |
| 160 | validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32); |
| 161 | validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32); |
| 162 | } |
| 163 | |
| 164 | FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationDWCFixture<float>, framework::DatasetMode::NIGHTLY, |
| 165 | combine(combine(combine(combine(combine(combine( |
| 166 | datasets::Large3DShapes(), |
| 167 | framework::dataset::make("DataType", { DataType::F32 })), |
| 168 | data_layout_values), |
| 169 | in_place_values), |
| 170 | with_bias_values), |
| 171 | with_gamma_values), |
| 172 | with_beta_values)) |
| 173 | { |
| 174 | // Validate outputs |
| 175 | validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f32); |
| 176 | validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f32); |
| 177 | } |
| 178 | |
| 179 | TEST_SUITE_END() // FP32 |
| 180 | |
| 181 | TEST_SUITE(FP16) |
| 182 | FIXTURE_DATA_TEST_CASE(RunSmall, CLFuseBatchNormalizationDWCFixture<half>, framework::DatasetMode::PRECOMMIT, |
| 183 | combine(combine(combine(combine(combine(combine( |
| 184 | datasets::Small3DShapes(), |
| 185 | framework::dataset::make("DataType", { DataType::F16 })), |
| 186 | data_layout_values), |
| 187 | in_place_values), |
| 188 | with_bias_values), |
| 189 | with_gamma_values), |
| 190 | with_beta_values)) |
| 191 | { |
| 192 | // Validate outputs |
| 193 | validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16); |
| 194 | validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16); |
| 195 | } |
| 196 | |
| 197 | FIXTURE_DATA_TEST_CASE(RunLarge, CLFuseBatchNormalizationDWCFixture<half>, framework::DatasetMode::NIGHTLY, |
| 198 | combine(combine(combine(combine(combine(combine( |
| 199 | datasets::Large3DShapes(), |
| 200 | framework::dataset::make("DataType", { DataType::F16 })), |
| 201 | data_layout_values), |
| 202 | in_place_values), |
| 203 | with_bias_values), |
| 204 | with_gamma_values), |
| 205 | with_beta_values)) |
| 206 | { |
| 207 | // Validate outputs |
| 208 | validate(CLAccessor(_target_w), _reference_w, absolute_tolerance_f16); |
| 209 | validate(CLAccessor(_target_b), _reference_b, absolute_tolerance_f16); |
| 210 | } |
| 211 | |
| 212 | TEST_SUITE_END() // FP16 |
| 213 | TEST_SUITE_END() // Float |
| 214 | TEST_SUITE_END() // DepthwiseConvolution |
| 215 | |
Gian Marco Iodice | 761c8d0 | 2019-06-10 14:46:49 +0100 | [diff] [blame] | 216 | TEST_SUITE_END() // FuseBatchNormalization |
| 217 | TEST_SUITE_END() // CL |
| 218 | } // namespace validation |
| 219 | } // namespace test |
| 220 | } // namespace arm_compute |