| /* |
| * Copyright (c) 2017-2021 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/NEArithmeticSubtraction.h" |
| #include "arm_compute/runtime/Tensor.h" |
| #include "arm_compute/runtime/TensorAllocator.h" |
| #include "tests/NEON/Accessor.h" |
| #include "tests/PaddingCalculator.h" |
| #include "tests/datasets/ConvertPolicyDataset.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/ArithmeticOperationsFixture.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| #ifdef __aarch64__ |
| constexpr AbsoluteTolerance<float> tolerance_qasymm8(0); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ |
| #else //__aarch64__ |
| constexpr AbsoluteTolerance<float> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ |
| #endif //__aarch64__ |
| constexpr AbsoluteTolerance<int16_t> tolerance_qsymm16(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ |
| |
| // Quantization Infomation DataSet |
| const auto ArithmeticSubtractionQuantizationInfoDataset = combine(combine(framework::dataset::make("QuantizationInfoIn1", { QuantizationInfo(10, 120) }), |
| framework::dataset::make("QuantizationInfoIn2", { QuantizationInfo(20, 110) })), |
| framework::dataset::make("QuantizationInfoOut", { QuantizationInfo(15, 125) })); |
| const auto ArithmeticSubtractionQuantizationInfoSignedDataset = combine(combine(framework::dataset::make("QuantizationInfoIn1", { QuantizationInfo(0.5f, 10) }), |
| framework::dataset::make("QuantizationInfoIn2", { QuantizationInfo(0.5f, 20) })), |
| framework::dataset::make("QuantizationInfoOut", { QuantizationInfo(0.5f, 50) })); |
| const auto ArithmeticSubtractionQuantizationInfoSignedInPlaceDataset = combine(combine(framework::dataset::make("QuantizationInfoIn1", { QuantizationInfo(0.8f, 10) }), |
| framework::dataset::make("QuantizationInfoIn2", { QuantizationInfo(0.8f, 10) })), |
| framework::dataset::make("QuantizationInfoOut", { QuantizationInfo(0.8f, 10) })); |
| const auto ArithmeticSubtractionQuantizationInfoSymmetric = combine(combine(framework::dataset::make("QuantizationInfoIn1", { QuantizationInfo(0.3f, 0) }), |
| framework::dataset::make("QuantizationInfoIn2", { QuantizationInfo(0.7f, 0) })), |
| framework::dataset::make("QuantizationInfoOut", { QuantizationInfo(0.2f, 0) })); |
| const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true }); |
| const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false }); |
| } // namespace |
| |
| TEST_SUITE(NEON) |
| TEST_SUITE(ArithmeticSubtraction) |
| |
| template <typename T> |
| using NEArithmeticSubtractionFixture = ArithmeticSubtractionValidationFixture<Tensor, Accessor, NEArithmeticSubtraction, T>; |
| |
| // *INDENT-OFF* |
| // clang-format off |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip( |
| framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::QASYMM8), // Mismatching types |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), // Invalid convert policy |
| }), |
| framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
| })), |
| framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
| })), |
| framework::dataset::make("ConvertPolicy",{ ConvertPolicy::SATURATE, |
| ConvertPolicy::SATURATE, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| })), |
| framework::dataset::make("Expected", { true, false, false, false, false})), |
| input1_info, input2_info, output_info, policy, expected) |
| { |
| ARM_COMPUTE_EXPECT(bool(NEArithmeticSubtraction::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), policy)) == expected, framework::LogLevel::ERRORS); |
| } |
| // clang-format on |
| // *INDENT-ON* |
| |
| TEST_SUITE(InPlaceValidate) |
| TEST_CASE(SingleTensor, framework::DatasetMode::ALL) |
| { |
| const auto random_shape = TensorShape{ 9, 9 }; |
| const auto single_tensor_info = TensorInfo{ random_shape, 1, DataType::F32 }; |
| |
| Status result = NEArithmeticSubtraction::validate(&single_tensor_info, &single_tensor_info, &single_tensor_info, ConvertPolicy::WRAP); |
| ARM_COMPUTE_EXPECT(bool(result) == true, framework::LogLevel::ERRORS); |
| } |
| |
| TEST_CASE(ValidBroadCast, framework::DatasetMode::ALL) |
| { |
| const auto larger_shape = TensorShape{ 27U, 13U, 2U }; |
| const auto smaller_shape = TensorShape{ 1U, 13U, 2U }; |
| |
| const auto larger_tensor_info = TensorInfo{ larger_shape, 1, DataType::F32 }; |
| const auto smaller_tensor_info = TensorInfo{ smaller_shape, 1, DataType::F32 }; |
| |
| Status result = NEArithmeticSubtraction::validate(&larger_tensor_info, &smaller_tensor_info, &larger_tensor_info, ConvertPolicy::WRAP); |
| ARM_COMPUTE_EXPECT(bool(result) == true, framework::LogLevel::ERRORS); |
| } |
| |
| TEST_CASE(InvalidBroadcastOutput, framework::DatasetMode::ALL) |
| { |
| const auto larger_shape = TensorShape{ 27U, 13U, 2U }; |
| const auto smaller_shape = TensorShape{ 1U, 13U, 2U }; |
| |
| const auto larger_tensor_info = TensorInfo{ larger_shape, 1, DataType::F32 }; |
| const auto smaller_tensor_info = TensorInfo{ smaller_shape, 1, DataType::F32 }; |
| |
| Status result = NEArithmeticSubtraction::validate(&larger_tensor_info, &smaller_tensor_info, &smaller_tensor_info, ConvertPolicy::WRAP); |
| ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| } |
| |
| TEST_CASE(InvalidBroadcastBoth, framework::DatasetMode::ALL) |
| { |
| const auto shape0 = TensorShape{ 9U, 9U }; |
| const auto shape1 = TensorShape{ 9U, 1U, 2U }; |
| |
| const auto info0 = TensorInfo{ shape0, 1, DataType::F32 }; |
| const auto info1 = TensorInfo{ shape1, 1, DataType::F32 }; |
| |
| Status result{}; |
| |
| result = NEArithmeticSubtraction::validate(&info0, &info1, &info0, ConvertPolicy::WRAP); |
| ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| |
| result = NEArithmeticSubtraction::validate(&info0, &info1, &info1, ConvertPolicy::WRAP); |
| ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| } |
| TEST_SUITE_END() // InPlaceValidate |
| |
| TEST_SUITE(U8) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<uint8_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", |
| DataType::U8)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // U8 |
| |
| using NEArithmeticSubtractionQASYMM8Fixture = ArithmeticSubtractionValidationQuantizedFixture<Tensor, Accessor, NEArithmeticSubtraction, uint8_t>; |
| using NEArithmeticSubtractionQASYMM8SignedFixture = ArithmeticSubtractionValidationQuantizedFixture<Tensor, Accessor, NEArithmeticSubtraction, int8_t>; |
| using NEArithmeticSubtractionQASYMM8SignedBroadcastFixture = ArithmeticSubtractionValidationQuantizedBroadcastFixture<Tensor, Accessor, NEArithmeticSubtraction, int8_t>; |
| using NEArithmeticSubtractionQSYMM16Fixture = ArithmeticSubtractionValidationQuantizedFixture<Tensor, Accessor, NEArithmeticSubtraction, int16_t>; |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QASYMM8) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionQASYMM8Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", |
| DataType::QASYMM8)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| ArithmeticSubtractionQuantizationInfoDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| TEST_SUITE_END() // QASYMM8 |
| |
| TEST_SUITE(QASYMM8_SIGNED) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionQASYMM8SignedFixture, framework::DatasetMode::ALL, combine(combine(combine(combine( |
| datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| ArithmeticSubtractionQuantizationInfoSignedDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticSubtractionQASYMM8SignedBroadcastFixture, framework::DatasetMode::ALL, combine(combine(combine(combine( |
| datasets::SmallShapesBroadcast(), |
| framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| ArithmeticSubtractionQuantizationInfoSignedDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunTinyBroadcastInPlace, NEArithmeticSubtractionQASYMM8SignedBroadcastFixture, framework::DatasetMode::ALL, combine(combine(combine(combine( |
| datasets::TinyShapesBroadcastInplace(), |
| framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| ArithmeticSubtractionQuantizationInfoSignedInPlaceDataset), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| TEST_SUITE_END() // QASYMM8_SIGNED |
| |
| TEST_SUITE(QSYMM16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionQSYMM16Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine( |
| datasets::SmallShapes(), |
| framework::dataset::make("DataType", DataType::QSYMM16)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| ArithmeticSubtractionQuantizationInfoSymmetric), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qsymm16); |
| } |
| TEST_SUITE_END() // QSYMM16 |
| TEST_SUITE_END() // Quantized |
| |
| TEST_SUITE(S16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<int16_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", |
| DataType::S16)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture<int16_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", |
| DataType::S16)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // S16 |
| |
| TEST_SUITE(S32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<int32_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", |
| DataType::S32)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture<int32_t>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", |
| DataType::S32)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // S32 |
| |
| TEST_SUITE(Float) |
| #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| TEST_SUITE(F16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<half>, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", |
| DataType::F16)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // F16 |
| #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| |
| TEST_SUITE(F32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", |
| DataType::F32)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), framework::dataset::make("DataType", |
| DataType::F32)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| |
| template <typename T> |
| using NEArithmeticSubtractionBroadcastFixture = ArithmeticSubtractionBroadcastValidationFixture<Tensor, Accessor, NEArithmeticSubtraction, T>; |
| |
| FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticSubtractionBroadcastFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapesBroadcast(), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, NEArithmeticSubtractionBroadcastFixture<float>, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapesBroadcast(), |
| framework::dataset::make("DataType", DataType::F32)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // F32 |
| TEST_SUITE_END() // Float |
| |
| TEST_SUITE_END() // ArithmeticSubtraction |
| TEST_SUITE_END() // Neon |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |
