Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | cbbed28 | 2019-12-20 13:26:08 +0000 | [diff] [blame] | 2 | * Copyright (c) 2017-2020 ARM Limited. |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +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/CL/CLTensor.h" |
| 26 | #include "arm_compute/runtime/CL/CLTensorAllocator.h" |
| 27 | #include "arm_compute/runtime/CL/functions/CLActivationLayer.h" |
Georgios Pinitas | 12833d0 | 2019-07-25 13:31:10 +0100 | [diff] [blame] | 28 | #include "arm_compute/runtime/RuntimeContext.h" |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 29 | #include "tests/CL/CLAccessor.h" |
| 30 | #include "tests/PaddingCalculator.h" |
Moritz Pflanzer | a09de0c | 2017-09-01 20:41:12 +0100 | [diff] [blame] | 31 | #include "tests/datasets/ActivationFunctionsDataset.h" |
| 32 | #include "tests/datasets/ShapeDatasets.h" |
| 33 | #include "tests/framework/Asserts.h" |
| 34 | #include "tests/framework/Macros.h" |
| 35 | #include "tests/framework/datasets/Datasets.h" |
| 36 | #include "tests/validation/Validation.h" |
| 37 | #include "tests/validation/fixtures/ActivationLayerFixture.h" |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 38 | |
| 39 | namespace arm_compute |
| 40 | { |
| 41 | namespace test |
| 42 | { |
| 43 | namespace validation |
| 44 | { |
| 45 | namespace |
| 46 | { |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 47 | constexpr AbsoluteTolerance<float> tolerance_qsymm16(1.f); |
| 48 | |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 49 | /** Define tolerance of the activation layer. |
| 50 | * |
| 51 | * @param[in] activation The activation function used. |
| 52 | * @param[in] data_type Data type. |
| 53 | * |
| 54 | * @return Tolerance depending on the activation function. |
| 55 | */ |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 56 | AbsoluteTolerance<float> tolerance(ActivationLayerInfo::ActivationFunction activation, DataType data_type) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 57 | { |
Moritz Pflanzer | f07f145 | 2017-08-08 17:28:39 +0100 | [diff] [blame] | 58 | constexpr float epsilon = 1e-6f; |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 59 | |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 60 | switch(activation) |
| 61 | { |
| 62 | case ActivationLayerInfo::ActivationFunction::LINEAR: |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 63 | return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.2f : epsilon); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 64 | case ActivationLayerInfo::ActivationFunction::SQUARE: |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 65 | return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.1f : epsilon); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 66 | case ActivationLayerInfo::ActivationFunction::LOGISTIC: |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 67 | return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.001f : epsilon); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 68 | case ActivationLayerInfo::ActivationFunction::LEAKY_RELU: |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 69 | return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.00001f : epsilon); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 70 | case ActivationLayerInfo::ActivationFunction::SOFT_RELU: |
Georgios Pinitas | fb0fdcd | 2019-08-22 17:10:04 +0100 | [diff] [blame] | 71 | case ActivationLayerInfo::ActivationFunction::ELU: |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 72 | case ActivationLayerInfo::ActivationFunction::SQRT: |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 73 | return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.01f : 0.00001f); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 74 | case ActivationLayerInfo::ActivationFunction::TANH: |
Vidhya Sudhan Loganathan | 7485d5a | 2018-07-04 09:34:00 +0100 | [diff] [blame] | 75 | return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.001f : 0.00001f); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 76 | default: |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 77 | return AbsoluteTolerance<float>(epsilon); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 78 | } |
| 79 | } |
| 80 | |
| 81 | /** CNN data types */ |
| 82 | const auto CNNDataTypes = framework::dataset::make("DataType", |
| 83 | { |
| 84 | DataType::F16, |
Vidhya Sudhan Loganathan | 0fc2545 | 2018-06-18 14:40:56 +0100 | [diff] [blame] | 85 | DataType::F32 |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 86 | }); |
| 87 | |
| 88 | /** Input data sets. */ |
| 89 | const auto ActivationDataset = combine(combine(framework::dataset::make("InPlace", { false, true }), datasets::ActivationFunctions()), framework::dataset::make("AlphaBeta", { 0.5f, 1.f })); |
| 90 | } // namespace |
| 91 | |
| 92 | TEST_SUITE(CL) |
| 93 | TEST_SUITE(ActivationLayer) |
| 94 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 95 | DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), CNNDataTypes), framework::dataset::make("InPlace", { false, true })), |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 96 | shape, data_type, in_place) |
| 97 | { |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 98 | // Create context |
| 99 | auto ctx = parameters->get_ctx<CLTensor>(); |
| 100 | |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 101 | // Create tensors |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 102 | CLTensor src = create_tensor<CLTensor>(shape, data_type, 1, QuantizationInfo(), DataLayout::NCHW, ctx); |
| 103 | CLTensor dst = create_tensor<CLTensor>(shape, data_type, 1, QuantizationInfo(), DataLayout::NCHW, ctx); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 104 | |
| 105 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 106 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 107 | |
| 108 | // Create and configure function |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 109 | CLActivationLayer act_layer(ctx); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 110 | |
| 111 | if(in_place) |
| 112 | { |
| 113 | act_layer.configure(&src, nullptr, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ABS)); |
| 114 | } |
| 115 | else |
| 116 | { |
| 117 | act_layer.configure(&src, &dst, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ABS)); |
| 118 | } |
| 119 | |
| 120 | // Validate valid region |
| 121 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 122 | validate(src.info()->valid_region(), valid_region); |
| 123 | |
| 124 | if(!in_place) |
| 125 | { |
| 126 | validate(dst.info()->valid_region(), valid_region); |
| 127 | } |
| 128 | |
| 129 | // Validate padding |
| 130 | const int step = 16 / arm_compute::data_size_from_type(data_type); |
| 131 | const PaddingSize padding = PaddingCalculator(shape.x(), step).required_padding(); |
| 132 | validate(src.info()->padding(), padding); |
| 133 | |
| 134 | if(!in_place) |
| 135 | { |
| 136 | validate(dst.info()->padding(), padding); |
| 137 | } |
| 138 | } |
| 139 | |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 140 | // *INDENT-OFF* |
| 141 | // clang-format off |
| 142 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 143 | framework::dataset::make("InputInfo", { TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching data types |
Giorgio Arena | 2995f5b | 2017-11-29 17:33:59 +0000 | [diff] [blame] | 144 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Window shrink |
| 145 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 146 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 147 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QASYMM8), // Invalid quantization info |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 148 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 149 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16), |
| 150 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16), |
| 151 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16), // Invalid activation function for QSYMM16 |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 152 | }), |
| 153 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16), |
| 154 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), |
Giorgio Arena | 2995f5b | 2017-11-29 17:33:59 +0000 | [diff] [blame] | 155 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 156 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 157 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QASYMM8), |
| 158 | TensorInfo(TensorShape(30U, 11U, 2U), 1, DataType::F32), |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 159 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16, QuantizationInfo(1.f / 32768.f, 0)), |
| 160 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16, QuantizationInfo(1.f / 32768.f, 0)), |
| 161 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16, QuantizationInfo(1.f / 32768.f, 0)), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 162 | })), |
| 163 | framework::dataset::make("ActivationInfo", { ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| 164 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
Giorgio Arena | 2995f5b | 2017-11-29 17:33:59 +0000 | [diff] [blame] | 165 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 166 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU), |
Michele Di Giorgio | a1f7e33 | 2018-01-22 17:26:36 +0000 | [diff] [blame] | 167 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 168 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 169 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH), |
| 170 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC), |
| 171 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::SQRT), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 172 | })), |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 173 | framework::dataset::make("Expected", { false, false, true, true, false, false, true, true, false })), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 174 | input_info, output_info, act_info, expected) |
| 175 | { |
Giorgio Arena | 2995f5b | 2017-11-29 17:33:59 +0000 | [diff] [blame] | 176 | ARM_COMPUTE_EXPECT(bool(CLActivationLayer::validate(&input_info.clone()->set_is_resizable(false), (output_info.total_size() == 0) ? nullptr : &output_info.clone()->set_is_resizable(false), act_info)) == expected, framework::LogLevel::ERRORS); |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 177 | } |
| 178 | // clang-format on |
| 179 | // *INDENT-ON* |
| 180 | |
Vidhya Sudhan Loganathan | d646ae1 | 2018-11-19 15:18:20 +0000 | [diff] [blame] | 181 | /** [CLActivationLayerFixture snippet] **/ |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 182 | template <typename T> |
| 183 | using CLActivationLayerFixture = ActivationValidationFixture<CLTensor, CLAccessor, CLActivationLayer, T>; |
Vidhya Sudhan Loganathan | d646ae1 | 2018-11-19 15:18:20 +0000 | [diff] [blame] | 184 | /** [CLActivationLayerFixture snippet] **/ |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 185 | |
| 186 | TEST_SUITE(Float) |
| 187 | TEST_SUITE(FP16) |
Vidhya Sudhan Loganathan | d646ae1 | 2018-11-19 15:18:20 +0000 | [diff] [blame] | 188 | /** [CLActivationLayer Test snippet] **/ |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 189 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerFixture<half>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ActivationDataset), |
| 190 | framework::dataset::make("DataType", |
| 191 | DataType::F16))) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 192 | { |
| 193 | // Validate output |
| 194 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 195 | } |
Vidhya Sudhan Loganathan | d646ae1 | 2018-11-19 15:18:20 +0000 | [diff] [blame] | 196 | /** [CLActivationLayer Test snippet] **/ |
Georgios Pinitas | 583137c | 2017-08-31 18:12:42 +0100 | [diff] [blame] | 197 | FIXTURE_DATA_TEST_CASE(RunLarge, CLActivationLayerFixture<half>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), ActivationDataset), |
| 198 | framework::dataset::make("DataType", |
| 199 | DataType::F16))) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 200 | { |
| 201 | // Validate output |
| 202 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 203 | } |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 204 | TEST_SUITE_END() // FP16 |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 205 | |
| 206 | TEST_SUITE(FP32) |
| 207 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ActivationDataset), framework::dataset::make("DataType", |
| 208 | DataType::F32))) |
| 209 | { |
| 210 | // Validate output |
| 211 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 212 | } |
| 213 | FIXTURE_DATA_TEST_CASE(RunLarge, CLActivationLayerFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), ActivationDataset), framework::dataset::make("DataType", |
| 214 | DataType::F32))) |
| 215 | { |
| 216 | // Validate output |
| 217 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 218 | } |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 219 | TEST_SUITE_END() // FP32 |
| 220 | TEST_SUITE_END() // Float |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 221 | |
| 222 | template <typename T> |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 223 | using CLActivationLayerQuantizedFixture = ActivationValidationQuantizedFixture<CLTensor, CLAccessor, CLActivationLayer, T>; |
| 224 | |
Georgios Pinitas | 151fa87 | 2019-06-06 14:44:44 +0100 | [diff] [blame] | 225 | const auto QuantizedActivationDataset = combine(combine(framework::dataset::make("InPlace", { false }), datasets::ActivationFunctionsQuantized()), |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 226 | framework::dataset::make("AlphaBeta", { 0.5f, 1.f })); |
| 227 | |
| 228 | TEST_SUITE(Quantized) |
| 229 | TEST_SUITE(QASYMM8) |
| 230 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), QuantizedActivationDataset), |
| 231 | framework::dataset::make("DataType", |
| 232 | DataType::QASYMM8)), |
| 233 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.1f, 128.0f) }))) |
| 234 | { |
| 235 | // Validate output |
| 236 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 237 | } |
Michele Di Giorgio | cbbed28 | 2019-12-20 13:26:08 +0000 | [diff] [blame] | 238 | TEST_SUITE_END() // QASYMM8 |
| 239 | TEST_SUITE(QASYMM8_SIGNED) |
| 240 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), QuantizedActivationDataset), |
| 241 | framework::dataset::make("DataType", |
| 242 | DataType::QASYMM8_SIGNED)), |
| 243 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.1f, 10.0f) }))) |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 244 | { |
| 245 | // Validate output |
| 246 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 247 | } |
Michele Di Giorgio | cbbed28 | 2019-12-20 13:26:08 +0000 | [diff] [blame] | 248 | TEST_SUITE_END() // QASYMM8_SIGNED |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 249 | TEST_SUITE(QSYMM16) |
| 250 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerQuantizedFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), QuantizedActivationDataset), |
| 251 | framework::dataset::make("DataType", |
| 252 | DataType::QSYMM16)), |
| 253 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 32768.f, 0) }))) |
| 254 | { |
| 255 | // Validate output |
| 256 | validate(CLAccessor(_target), _reference, tolerance_qsymm16); |
| 257 | } |
| 258 | FIXTURE_DATA_TEST_CASE(RunLarge, CLActivationLayerQuantizedFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), QuantizedActivationDataset), |
| 259 | framework::dataset::make("DataType", |
| 260 | DataType::QSYMM16)), |
| 261 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 32768.f, 0) }))) |
| 262 | { |
| 263 | // Validate output |
| 264 | validate(CLAccessor(_target), _reference, tolerance_qsymm16); |
| 265 | } |
| 266 | TEST_SUITE_END() // QSYMM16 |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 267 | TEST_SUITE_END() // Quantized |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 268 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 269 | TEST_SUITE_END() // ActivationLayer |
| 270 | TEST_SUITE_END() // CL |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 271 | } // namespace validation |
| 272 | } // namespace test |
| 273 | } // namespace arm_compute |