| /* |
| * Copyright (c) 2018-2021 Arm Limited. |
| * |
| * SPDX-License-Identifier: MIT |
| * |
| * Permission is hereby granted, free of charge, to any person obtaining a copy |
| * of this software and associated documentation files (the "Software"), to |
| * deal in the Software without restriction, including without limitation the |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| * sell copies of the Software, and to permit persons to whom the Software is |
| * furnished to do so, subject to the following conditions: |
| * |
| * The above copyright notice and this permission notice shall be included in all |
| * copies or substantial portions of the Software. |
| * |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| * SOFTWARE. |
| */ |
| #include "arm_compute/core/Types.h" |
| #include "arm_compute/runtime/NEON/functions/NEElementwiseOperations.h" |
| #include "arm_compute/runtime/Tensor.h" |
| #include "arm_compute/runtime/TensorAllocator.h" |
| #include "tests/NEON/Accessor.h" |
| #include "tests/datasets/ShapeDatasets.h" |
| #include "tests/framework/Asserts.h" |
| #include "tests/framework/Macros.h" |
| #include "tests/framework/datasets/Datasets.h" |
| #include "tests/validation/Validation.h" |
| #include "tests/validation/fixtures/ElementwiseOperationsFixture.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| constexpr RelativeTolerance<float> tolerance_fp32(0.000001f); |
| constexpr AbsoluteTolerance<int8_t> tolerance_qasymm8_signed(1); |
| /** Input data sets **/ |
| const auto ElementwiseMaxQASYMM8Dataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::QASYMM8)), |
| framework::dataset::make("DataType", |
| DataType::QASYMM8)); |
| const auto ElementwiseMaxQASYMM8SignedDataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("DataType", |
| DataType::QASYMM8_SIGNED)); |
| |
| /** Input data sets **/ |
| const auto ElementwiseMaxS32Dataset = combine(combine(framework::dataset::make("DataType", DataType::S32), framework::dataset::make("DataType", DataType::S32)), framework::dataset::make("DataType", |
| DataType::S32)); |
| const auto ElementwiseMaxS16Dataset = combine(combine(framework::dataset::make("DataType", { DataType::S16 }), framework::dataset::make("DataType", DataType::S16)), |
| framework::dataset::make("DataType", DataType::S16)); |
| #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| const auto ElementwiseMaxFP16Dataset = combine(combine(framework::dataset::make("DataType", DataType::F16), framework::dataset::make("DataType", DataType::F16)), |
| framework::dataset::make("DataType", DataType::F16)); |
| #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| const auto ElementwiseMaxFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("DataType", DataType::F32)); |
| const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true }); |
| const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false }); |
| } // namespace |
| |
| TEST_SUITE(NEON) |
| TEST_SUITE(ElementwiseMax) |
| |
| template <typename T> |
| using NEElementwiseMaxFixture = ElementwiseMaxValidationFixture<Tensor, Accessor, NEElementwiseMax, T>; |
| |
| // *INDENT-OFF* |
| // clang-format off |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip( |
| framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::S32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), // Invalid data type combination |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
| TensorInfo(TensorShape(8U, 8U, 3U), 1, DataType::QASYMM8_SIGNED), // OK |
| TensorInfo(TensorShape(8U, 8U, 3U), 1, DataType::QASYMM8_SIGNED), // Mismatching data types |
| }), |
| framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::S32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(8U, 8U, 3U), 1, DataType::QASYMM8_SIGNED), |
| TensorInfo(TensorShape(8U, 8U, 3U), 1, DataType::QASYMM8), |
| })), |
| framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::S32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(8U, 8U, 3U), 1, DataType::QASYMM8_SIGNED), |
| TensorInfo(TensorShape(8U, 8U, 3U), 1, DataType::QASYMM8_SIGNED), |
| })), |
| |
| framework::dataset::make("Expected", { true, true, true, false, false, true, false, false })), |
| input1_info, input2_info, output_info, expected) |
| { |
| ARM_COMPUTE_EXPECT(bool(NEElementwiseMax::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); |
| } |
| // clang-format on |
| // *INDENT-ON* |
| |
| TEST_SUITE(S32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxFixture<int32_t>, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ElementwiseMaxS32Dataset), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // S32 |
| |
| TEST_SUITE(S16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxFixture<int16_t>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ElementwiseMaxS16Dataset), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // S16 |
| |
| template <typename T> |
| using NEElementwiseMaxQuantizedFixture = ElementwiseMaxValidationQuantizedFixture<Tensor, Accessor, NEElementwiseMax, T>; |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QASYMM8) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| ElementwiseMaxQASYMM8Dataset), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(5.f / 255.f, 20) })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 255.f, 10) })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 255.f, 5) })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_fp32, 0.01); |
| } |
| |
| template <typename T> |
| using NEElementwiseMaxQuantizedBroadcastFixture = ElementwiseMaxQuantizedBroadcastValidationFixture<Tensor, Accessor, NEElementwiseMax, T>; |
| |
| FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseMaxQuantizedBroadcastFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(combine(combine(datasets::SmallShapesBroadcast(), |
| ElementwiseMaxQASYMM8Dataset), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(5.f / 255.f, 20) })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f / 255.f, 10) })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f / 255.f, 5) })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE(QASYMM8_SIGNED) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| ElementwiseMaxQASYMM8SignedDataset), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(10.f, 20) })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(1.f, 0) })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(2.f, -27) })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8_signed); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallInPlace, NEElementwiseMaxQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| ElementwiseMaxQASYMM8SignedDataset), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(10.f, -20) })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(10.f, -20) })), |
| framework::dataset::make("QuantizationInfo", { QuantizationInfo(10.f, -20) })), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8_signed); |
| } |
| TEST_SUITE_END() |
| |
| TEST_SUITE_END() |
| |
| TEST_SUITE(Float) |
| #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| TEST_SUITE(F16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxFixture<half>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ElementwiseMaxFP16Dataset), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // F16 |
| #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| |
| TEST_SUITE(F32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEElementwiseMaxFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), ElementwiseMaxFP32Dataset), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| template <typename T> |
| using NEElementwiseMaxBroadcastFixture = ElementwiseMaxBroadcastValidationFixture<Tensor, Accessor, NEElementwiseMax, T>; |
| |
| FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEElementwiseMaxBroadcastFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapesBroadcast(), |
| ElementwiseMaxFP32Dataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| FIXTURE_DATA_TEST_CASE(RunTinyBroadcastInPlace, NEElementwiseMaxBroadcastFixture<float>, framework::DatasetMode::ALL, combine(combine(datasets::TinyShapesBroadcastInplace(), |
| ElementwiseMaxFP32Dataset), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // F32 |
| TEST_SUITE_END() // Float |
| |
| TEST_SUITE_END() // ElementwiseMax |
| TEST_SUITE_END() // Neon |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |