giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 1 | /* |
Sang-Hoon Park | 5ff38da | 2021-03-02 09:41:13 +0000 | [diff] [blame] | 2 | * Copyright (c) 2019-2021 Arm Limited. |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +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/CLPReluLayer.h" |
| 28 | #include "tests/CL/CLAccessor.h" |
| 29 | #include "tests/PaddingCalculator.h" |
| 30 | #include "tests/datasets/ConvertPolicyDataset.h" |
| 31 | #include "tests/datasets/ShapeDatasets.h" |
| 32 | #include "tests/framework/Asserts.h" |
| 33 | #include "tests/framework/Macros.h" |
| 34 | #include "tests/framework/datasets/Datasets.h" |
| 35 | #include "tests/validation/Validation.h" |
| 36 | #include "tests/validation/fixtures/ElementwiseOperationsFixture.h" |
| 37 | |
| 38 | namespace arm_compute |
| 39 | { |
| 40 | namespace test |
| 41 | { |
| 42 | namespace validation |
| 43 | { |
| 44 | namespace |
| 45 | { |
| 46 | RelativeTolerance<float> tolerance_fp32(0.000001f); |
| 47 | RelativeTolerance<float> tolerance_fp16(0.001f); |
| 48 | |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 49 | /** Input data sets **/ |
| 50 | const auto PReluLayerU8Dataset = combine(combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U8)), |
| 51 | framework::dataset::make("DataType", |
| 52 | DataType::U8)); |
| 53 | const auto PReluLayerQASYMM8Dataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::QASYMM8)), |
| 54 | framework::dataset::make("DataType", |
| 55 | DataType::QASYMM8)); |
Michele Di Giorgio | cbbed28 | 2019-12-20 13:26:08 +0000 | [diff] [blame] | 56 | const auto PReluLayerQASYMM8SIGNEDDataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| 57 | framework::dataset::make("DataType", |
| 58 | DataType::QASYMM8_SIGNED)); |
Georgios Pinitas | da81675 | 2021-07-02 09:22:14 +0100 | [diff] [blame] | 59 | const auto PReluLayerS16Dataset = combine(combine(framework::dataset::make("DataType", { DataType::S16 }), framework::dataset::make("DataType", DataType::S16)), |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 60 | framework::dataset::make("DataType", DataType::S16)); |
| 61 | const auto PReluLayerFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)), |
| 62 | framework::dataset::make("DataType", DataType::F16)); |
| 63 | const auto PReluLayerFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)), |
| 64 | framework::dataset::make("DataType", DataType::F32)); |
| 65 | } // namespace |
| 66 | |
| 67 | TEST_SUITE(CL) |
| 68 | TEST_SUITE(PReluLayer) |
| 69 | |
| 70 | // *INDENT-OFF* |
| 71 | // clang-format off |
| 72 | DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| 73 | framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 74 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination |
| 75 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
| 76 | }), |
| 77 | framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 78 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| 79 | TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| 80 | })), |
Georgios Pinitas | da81675 | 2021-07-02 09:22:14 +0100 | [diff] [blame] | 81 | framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 82 | TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| 83 | TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| 84 | })), |
Georgios Pinitas | da81675 | 2021-07-02 09:22:14 +0100 | [diff] [blame] | 85 | framework::dataset::make("Expected", { true, false, false})), |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 86 | input1_info, input2_info, output_info, expected) |
| 87 | { |
| 88 | ARM_COMPUTE_EXPECT(bool(CLPReluLayer::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false))) == expected, framework::LogLevel::ERRORS); |
| 89 | } |
| 90 | // clang-format on |
| 91 | // *INDENT-ON* |
| 92 | |
Sang-Hoon Park | 5ff38da | 2021-03-02 09:41:13 +0000 | [diff] [blame] | 93 | TEST_SUITE(InPlace) |
| 94 | TEST_CASE(Validate, framework::DatasetMode::ALL) |
| 95 | { |
| 96 | // PRelu operaotr should be able to take nullptr as output and do the in-place computation. |
| 97 | // Shape and data type are selected randomly since they shouldn't matter |
| 98 | const auto tensor_info = TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32); |
| 99 | const auto result = arm_compute::CLPReluLayer::validate(&tensor_info, &tensor_info, nullptr); |
| 100 | ARM_COMPUTE_EXPECT(bool(result) == true, framework::LogLevel::ERRORS); |
| 101 | } |
| 102 | |
| 103 | SimpleTensor<float> compute_float_reference(const TensorInfo &tensor_info) |
| 104 | { |
| 105 | SimpleTensor<float> ref_src1{ tensor_info.tensor_shape(), tensor_info.data_type() }; |
| 106 | SimpleTensor<float> ref_src2{ tensor_info.tensor_shape(), tensor_info.data_type() }; |
| 107 | SimpleTensor<float> ref_dst{ tensor_info.tensor_shape(), tensor_info.data_type() }; |
| 108 | |
| 109 | library->fill_tensor_uniform(ref_src1, 0); |
| 110 | library->fill_tensor_uniform(ref_src2, 1); |
| 111 | |
| 112 | return reference::arithmetic_operation<float>(ArithmeticOperation::PRELU, ref_src1, ref_src2, ref_dst); |
| 113 | } |
| 114 | |
| 115 | void compute_float_target_in_place(CLTensor &src1, CLTensor &src2, bool use_nullptr_output) |
| 116 | { |
| 117 | auto fn = arm_compute::CLPReluLayer{}; |
| 118 | fn.configure(&src1, &src2, use_nullptr_output ? nullptr : &src1); |
| 119 | |
| 120 | src1.allocator()->allocate(); |
| 121 | src2.allocator()->allocate(); |
| 122 | |
| 123 | library->fill_tensor_uniform(CLAccessor(src1), 0); |
| 124 | library->fill_tensor_uniform(CLAccessor(src2), 1); |
| 125 | |
| 126 | fn.run(); |
| 127 | } |
| 128 | |
| 129 | TEST_CASE(ComputeWithNullPtr, framework::DatasetMode::ALL) |
| 130 | { |
| 131 | const auto tensor_info = TensorInfo(TensorShape(33U, 13U, 2U), 1, DataType::F32); |
| 132 | |
| 133 | auto src1 = create_tensor<CLTensor>(tensor_info); |
| 134 | auto src2 = create_tensor<CLTensor>(tensor_info); |
| 135 | compute_float_target_in_place(src1, src2, true); |
| 136 | validate(CLAccessor(src1), compute_float_reference(tensor_info)); |
| 137 | } |
| 138 | |
| 139 | TEST_CASE(ComputeWithSameTensor, framework::DatasetMode::ALL) |
| 140 | { |
| 141 | const auto tensor_info = TensorInfo(TensorShape(33U, 13U, 2U), 1, DataType::F32); |
| 142 | |
| 143 | auto src1 = create_tensor<CLTensor>(tensor_info); |
| 144 | auto src2 = create_tensor<CLTensor>(tensor_info); |
| 145 | compute_float_target_in_place(src1, src2, false); |
| 146 | validate(CLAccessor(src1), compute_float_reference(tensor_info)); |
| 147 | } |
| 148 | TEST_SUITE_END() // InPlace |
| 149 | |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 150 | template <typename T> |
| 151 | using CLPReluLayerFixture = PReluLayerValidationFixture<CLTensor, CLAccessor, CLPReluLayer, T>; |
| 152 | |
| 153 | TEST_SUITE(U8) |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 154 | FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(datasets::SmallShapes(), PReluLayerU8Dataset)) |
| 155 | { |
| 156 | // Validate output |
| 157 | validate(CLAccessor(_target), _reference); |
| 158 | } |
| 159 | TEST_SUITE_END() |
| 160 | |
| 161 | template <typename T> |
| 162 | using CLPReluLayerQuantizedFixture = PReluLayerValidationQuantizedFixture<CLTensor, CLAccessor, CLPReluLayer, T>; |
| 163 | |
| 164 | TEST_SUITE(Quantized) |
| 165 | TEST_SUITE(QASYMM8) |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 166 | FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(), |
| 167 | PReluLayerQASYMM8Dataset), |
| 168 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(5.f / 255.f, 20) })), |
| 169 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 255.f, 10) })), |
| 170 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 255.f, 5) })) |
| 171 | |
| 172 | ) |
| 173 | { |
| 174 | // Validate output |
Michele Di Giorgio | cbbed28 | 2019-12-20 13:26:08 +0000 | [diff] [blame] | 175 | validate(CLAccessor(_target), _reference); |
| 176 | } |
| 177 | TEST_SUITE_END() |
| 178 | |
| 179 | TEST_SUITE(QASYMM8_SIGNED) |
| 180 | FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(datasets::SmallShapes(), |
| 181 | PReluLayerQASYMM8SIGNEDDataset), |
| 182 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(5.f / 127.f, 20) })), |
| 183 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 127.f, 10) })), |
| 184 | framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 127.f, 5) })) |
| 185 | |
| 186 | ) |
| 187 | { |
| 188 | // Validate output |
| 189 | validate(CLAccessor(_target), _reference); |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 190 | } |
| 191 | TEST_SUITE_END() |
| 192 | TEST_SUITE_END() |
| 193 | |
| 194 | TEST_SUITE(S16) |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 195 | FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerFixture<int16_t>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), PReluLayerS16Dataset)) |
| 196 | { |
| 197 | // Validate output |
| 198 | validate(CLAccessor(_target), _reference); |
| 199 | } |
Freddie Liardet | 2098445 | 2021-05-12 12:09:12 +0100 | [diff] [blame] | 200 | FIXTURE_DATA_TEST_CASE(RunOneDimensional, CLPReluLayerFixture<int16_t>, framework::DatasetMode::ALL, combine(framework::dataset::make("Shape", TensorShape(1U, 16U)), PReluLayerS16Dataset)) |
| 201 | { |
| 202 | // Validate output |
| 203 | validate(CLAccessor(_target), _reference); |
| 204 | } |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 205 | TEST_SUITE_END() |
| 206 | |
| 207 | TEST_SUITE(Float) |
| 208 | TEST_SUITE(FP16) |
| 209 | FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerFixture<half>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), PReluLayerFP16Dataset)) |
| 210 | { |
| 211 | // Validate output |
| 212 | validate(CLAccessor(_target), _reference, tolerance_fp16, 0.01); |
| 213 | } |
| 214 | TEST_SUITE_END() |
| 215 | |
| 216 | TEST_SUITE(FP32) |
giuros01 | 1e6e1b8 | 2019-05-14 16:12:53 +0100 | [diff] [blame] | 217 | FIXTURE_DATA_TEST_CASE(RunSmall, CLPReluLayerFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), PReluLayerFP32Dataset)) |
| 218 | { |
| 219 | // Validate output |
| 220 | validate(CLAccessor(_target), _reference, tolerance_fp32); |
| 221 | } |
| 222 | template <typename T> |
| 223 | using CLPReluLayerBroadcastFixture = PReluLayerBroadcastValidationFixture<CLTensor, CLAccessor, CLPReluLayer, T>; |
| 224 | |
| 225 | FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, CLPReluLayerBroadcastFixture<float>, framework::DatasetMode::ALL, combine(datasets::SmallShapesBroadcast(), |
| 226 | PReluLayerFP32Dataset)) |
| 227 | { |
| 228 | // Validate output |
| 229 | validate(CLAccessor(_target), _reference, tolerance_fp32); |
| 230 | } |
| 231 | TEST_SUITE_END() |
| 232 | TEST_SUITE_END() |
| 233 | |
| 234 | TEST_SUITE_END() |
| 235 | TEST_SUITE_END() |
| 236 | } // namespace validation |
| 237 | } // namespace test |
| 238 | } // namespace arm_compute |