Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 1 | /* |
Michele Di Giorgio | d9eaf61 | 2020-07-08 11:12:57 +0100 | [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); |
morgolock | 6b3865a | 2020-03-04 14:57:46 +0000 | [diff] [blame] | 76 | case ActivationLayerInfo::ActivationFunction::HARD_SWISH: |
| 77 | return AbsoluteTolerance<float>(data_type == DataType::F16 ? 0.01f : epsilon); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 78 | default: |
Moritz Pflanzer | 6106a4d | 2017-08-02 09:42:27 +0100 | [diff] [blame] | 79 | return AbsoluteTolerance<float>(epsilon); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 80 | } |
| 81 | } |
| 82 | |
| 83 | /** CNN data types */ |
| 84 | const auto CNNDataTypes = framework::dataset::make("DataType", |
| 85 | { |
| 86 | DataType::F16, |
Vidhya Sudhan Loganathan | 0fc2545 | 2018-06-18 14:40:56 +0100 | [diff] [blame] | 87 | DataType::F32 |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 88 | }); |
| 89 | |
| 90 | /** Input data sets. */ |
| 91 | const auto ActivationDataset = combine(combine(framework::dataset::make("InPlace", { false, true }), datasets::ActivationFunctions()), framework::dataset::make("AlphaBeta", { 0.5f, 1.f })); |
| 92 | } // namespace |
| 93 | |
| 94 | TEST_SUITE(CL) |
| 95 | TEST_SUITE(ActivationLayer) |
| 96 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 97 | 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] | 98 | shape, data_type, in_place) |
| 99 | { |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 100 | // Create context |
| 101 | auto ctx = parameters->get_ctx<CLTensor>(); |
| 102 | |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 103 | // Create tensors |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 104 | CLTensor src = create_tensor<CLTensor>(shape, data_type, 1, QuantizationInfo(), DataLayout::NCHW, ctx); |
| 105 | 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] | 106 | |
| 107 | ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 108 | ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS); |
| 109 | |
| 110 | // Create and configure function |
Pablo Tello | db8485a | 2019-09-24 11:03:47 +0100 | [diff] [blame] | 111 | CLActivationLayer act_layer(ctx); |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 112 | |
| 113 | if(in_place) |
| 114 | { |
| 115 | act_layer.configure(&src, nullptr, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ABS)); |
| 116 | } |
| 117 | else |
| 118 | { |
| 119 | act_layer.configure(&src, &dst, ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::ABS)); |
| 120 | } |
| 121 | |
| 122 | // Validate valid region |
| 123 | const ValidRegion valid_region = shape_to_valid_region(shape); |
| 124 | validate(src.info()->valid_region(), valid_region); |
| 125 | |
| 126 | if(!in_place) |
| 127 | { |
| 128 | validate(dst.info()->valid_region(), valid_region); |
| 129 | } |
| 130 | |
| 131 | // Validate padding |
| 132 | const int step = 16 / arm_compute::data_size_from_type(data_type); |
| 133 | const PaddingSize padding = PaddingCalculator(shape.x(), step).required_padding(); |
| 134 | validate(src.info()->padding(), padding); |
| 135 | |
| 136 | if(!in_place) |
| 137 | { |
| 138 | validate(dst.info()->padding(), padding); |
| 139 | } |
| 140 | } |
| 141 | |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 142 | // *INDENT-OFF* |
| 143 | // clang-format off |
| 144 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 145 | 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] | 146 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Window shrink |
| 147 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 148 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
Georgios Pinitas | 4b3fba1 | 2019-06-04 17:31:46 +0100 | [diff] [blame] | 149 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QASYMM8), // Invalid quantization info |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 150 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 151 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16), |
| 152 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16), |
| 153 | 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] | 154 | }), |
| 155 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F16), |
| 156 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::F32), |
Giorgio Arena | 2995f5b | 2017-11-29 17:33:59 +0000 | [diff] [blame] | 157 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| 158 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 159 | TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::QASYMM8), |
| 160 | TensorInfo(TensorShape(30U, 11U, 2U), 1, DataType::F32), |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 161 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16, QuantizationInfo(1.f / 32768.f, 0)), |
| 162 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QSYMM16, QuantizationInfo(1.f / 32768.f, 0)), |
| 163 | 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] | 164 | })), |
| 165 | framework::dataset::make("ActivationInfo", { ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
| 166 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
Giorgio Arena | 2995f5b | 2017-11-29 17:33:59 +0000 | [diff] [blame] | 167 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 168 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LU_BOUNDED_RELU), |
Michele Di Giorgio | a1f7e33 | 2018-01-22 17:26:36 +0000 | [diff] [blame] | 169 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 170 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::RELU), |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 171 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::TANH), |
| 172 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC), |
| 173 | ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::SQRT), |
Georgios Pinitas | f9d3a0a | 2017-11-03 19:01:44 +0000 | [diff] [blame] | 174 | })), |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 175 | 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] | 176 | input_info, output_info, act_info, expected) |
| 177 | { |
Giorgio Arena | 2995f5b | 2017-11-29 17:33:59 +0000 | [diff] [blame] | 178 | 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] | 179 | } |
| 180 | // clang-format on |
| 181 | // *INDENT-ON* |
| 182 | |
Vidhya Sudhan Loganathan | d646ae1 | 2018-11-19 15:18:20 +0000 | [diff] [blame] | 183 | /** [CLActivationLayerFixture snippet] **/ |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 184 | template <typename T> |
| 185 | using CLActivationLayerFixture = ActivationValidationFixture<CLTensor, CLAccessor, CLActivationLayer, T>; |
Vidhya Sudhan Loganathan | d646ae1 | 2018-11-19 15:18:20 +0000 | [diff] [blame] | 186 | /** [CLActivationLayerFixture snippet] **/ |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 187 | |
| 188 | TEST_SUITE(Float) |
| 189 | TEST_SUITE(FP16) |
Vidhya Sudhan Loganathan | d646ae1 | 2018-11-19 15:18:20 +0000 | [diff] [blame] | 190 | /** [CLActivationLayer Test snippet] **/ |
Sang-Hoon Park | a8a7c1d | 2020-05-12 22:01:23 +0100 | [diff] [blame] | 191 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerFixture<half>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ActivationDataset), |
| 192 | framework::dataset::make("DataType", |
| 193 | DataType::F16))) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 194 | { |
| 195 | // Validate output |
| 196 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 197 | } |
Vidhya Sudhan Loganathan | d646ae1 | 2018-11-19 15:18:20 +0000 | [diff] [blame] | 198 | /** [CLActivationLayer Test snippet] **/ |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 199 | TEST_SUITE_END() // FP16 |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 200 | |
| 201 | TEST_SUITE(FP32) |
Sang-Hoon Park | a8a7c1d | 2020-05-12 22:01:23 +0100 | [diff] [blame] | 202 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ActivationDataset), framework::dataset::make("DataType", |
| 203 | DataType::F32))) |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 204 | { |
| 205 | // Validate output |
| 206 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 207 | } |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 208 | TEST_SUITE_END() // FP32 |
| 209 | TEST_SUITE_END() // Float |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 210 | |
| 211 | template <typename T> |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 212 | using CLActivationLayerQuantizedFixture = ActivationValidationQuantizedFixture<CLTensor, CLAccessor, CLActivationLayer, T>; |
| 213 | |
morgolock | 6b3865a | 2020-03-04 14:57:46 +0000 | [diff] [blame] | 214 | const auto QuantizedActivationDataset8 = combine(combine(framework::dataset::make("InPlace", { false }), |
| 215 | concat(datasets::ActivationFunctionsQuantized(), framework::dataset::make("ActivationFunction", ActivationLayerInfo::ActivationFunction::HARD_SWISH))), |
| 216 | framework::dataset::make("AlphaBeta", { 0.5f, 1.f })); |
| 217 | |
| 218 | const auto QuantizedActivationDataset16 = combine(combine(framework::dataset::make("InPlace", { false }), |
| 219 | datasets::ActivationFunctionsQuantized()), |
| 220 | framework::dataset::make("AlphaBeta", { 0.5f, 1.f })); |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 221 | |
| 222 | TEST_SUITE(Quantized) |
| 223 | TEST_SUITE(QASYMM8) |
Sang-Hoon Park | a8a7c1d | 2020-05-12 22:01:23 +0100 | [diff] [blame] | 224 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), QuantizedActivationDataset8), |
| 225 | framework::dataset::make("DataType", |
| 226 | DataType::QASYMM8)), |
| 227 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.1f, 128.0f) }))) |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 228 | { |
| 229 | // Validate output |
| 230 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 231 | } |
Michele Di Giorgio | cbbed28 | 2019-12-20 13:26:08 +0000 | [diff] [blame] | 232 | TEST_SUITE_END() // QASYMM8 |
| 233 | TEST_SUITE(QASYMM8_SIGNED) |
Sang-Hoon Park | a8a7c1d | 2020-05-12 22:01:23 +0100 | [diff] [blame] | 234 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerQuantizedFixture<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), QuantizedActivationDataset8), |
| 235 | framework::dataset::make("DataType", |
| 236 | DataType::QASYMM8_SIGNED)), |
| 237 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(0.1f, 10.0f) }))) |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 238 | { |
| 239 | // Validate output |
| 240 | validate(CLAccessor(_target), _reference, tolerance(_function, _data_type)); |
| 241 | } |
Michele Di Giorgio | cbbed28 | 2019-12-20 13:26:08 +0000 | [diff] [blame] | 242 | TEST_SUITE_END() // QASYMM8_SIGNED |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 243 | TEST_SUITE(QSYMM16) |
Sang-Hoon Park | a8a7c1d | 2020-05-12 22:01:23 +0100 | [diff] [blame] | 244 | FIXTURE_DATA_TEST_CASE(RunSmall, CLActivationLayerQuantizedFixture<int16_t>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), QuantizedActivationDataset16), |
| 245 | framework::dataset::make("DataType", |
| 246 | DataType::QSYMM16)), |
| 247 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 32768.f, 0) }))) |
Manuel Bottini | 30dbeef | 2019-06-26 16:23:03 +0100 | [diff] [blame] | 248 | { |
| 249 | // Validate output |
| 250 | validate(CLAccessor(_target), _reference, tolerance_qsymm16); |
| 251 | } |
| 252 | TEST_SUITE_END() // QSYMM16 |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 253 | TEST_SUITE_END() // Quantized |
Michel Iwaniec | 66cc12f | 2017-12-07 17:26:40 +0000 | [diff] [blame] | 254 | |
Michalis Spyrou | 8094325 | 2019-01-10 17:19:50 +0000 | [diff] [blame] | 255 | TEST_SUITE_END() // ActivationLayer |
| 256 | TEST_SUITE_END() // CL |
Moritz Pflanzer | 572ade7 | 2017-07-21 17:36:33 +0100 | [diff] [blame] | 257 | } // namespace validation |
| 258 | } // namespace test |
| 259 | } // namespace arm_compute |