/* * Copyright (c) 2017-2020 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 tolerance_qasymm8(0); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ #else //__aarch64__ constexpr AbsoluteTolerance tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ #endif //__aarch64__ constexpr AbsoluteTolerance tolerance_qsymm16(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ /** Input data sets **/ const auto ArithmeticSubtractionQASYMM8Dataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8), framework::dataset::make("DataType", DataType::QASYMM8)), framework::dataset::make("DataType", DataType::QASYMM8)); const auto ArithmeticSubtractionQASYMM8SIGNEDDataset = combine(combine(framework::dataset::make("DataType", DataType::QASYMM8_SIGNED), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)); const auto ArithmeticSubtractionQSYMM16Dataset = combine(combine(framework::dataset::make("DataType", DataType::QSYMM16), framework::dataset::make("DataType", DataType::QSYMM16)), framework::dataset::make("DataType", DataType::QSYMM16)); const auto ArithmeticSubtractionU8Dataset = combine(combine(framework::dataset::make("DataType", DataType::U8), framework::dataset::make("DataType", DataType::U8)), framework::dataset::make("DataType", DataType::U8)); const auto ArithmeticSubtractionS16Dataset = combine(combine(framework::dataset::make("DataType", { DataType::U8, DataType::S16 }), framework::dataset::make("DataType", DataType::S16)), framework::dataset::make("DataType", DataType::S16)); #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC const auto ArithmeticSubtractionFP16Dataset = 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 ArithmeticSubtractionFP32Dataset = combine(combine(framework::dataset::make("DataType", DataType::F32), framework::dataset::make("DataType", DataType::F32)), framework::dataset::make("DataType", DataType::F32)); 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 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 using NEArithmeticSubtractionFixture = ArithmeticSubtractionValidationFixture; // *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::U8), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), 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::U8), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), 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::S16), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), })), framework::dataset::make("ConvertPolicy",{ ConvertPolicy::WRAP, ConvertPolicy::SATURATE, ConvertPolicy::SATURATE, ConvertPolicy::WRAP, ConvertPolicy::WRAP, })), framework::dataset::make("Expected", { true, 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, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), ArithmeticSubtractionU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), OutOfPlaceDataSet)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // U8 using NEArithmeticSubtractionQASYMM8Fixture = ArithmeticSubtractionValidationQuantizedFixture; using NEArithmeticSubtractionQASYMM8SignedFixture = ArithmeticSubtractionValidationQuantizedFixture; using NEArithmeticSubtractionQASYMM8SignedBroadcastFixture = ArithmeticSubtractionValidationQuantizedBroadcastFixture; using NEArithmeticSubtractionQSYMM16Fixture = ArithmeticSubtractionValidationQuantizedFixture; TEST_SUITE(Quantized) TEST_SUITE(QASYMM8) FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionQASYMM8Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(datasets::SmallShapes(), ArithmeticSubtractionQASYMM8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), ArithmeticSubtractionQuantizationInfoDataset), InPlaceDataSet)) { // 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(), ArithmeticSubtractionQASYMM8SIGNEDDataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), ArithmeticSubtractionQuantizationInfoSignedDataset), InPlaceDataSet)) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticSubtractionQASYMM8SignedBroadcastFixture, framework::DatasetMode::ALL, combine(combine(combine(combine( datasets::SmallShapesBroadcast(), ArithmeticSubtractionQASYMM8SIGNEDDataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), ArithmeticSubtractionQuantizationInfoSignedDataset), OutOfPlaceDataSet)) { // 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(), ArithmeticSubtractionQSYMM16Dataset), 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, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), ArithmeticSubtractionS16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), OutOfPlaceDataSet)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), ArithmeticSubtractionS16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), OutOfPlaceDataSet)) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // S16 TEST_SUITE(Float) #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(F16) FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture, framework::DatasetMode::ALL, combine(combine(combine(datasets::SmallShapes(), ArithmeticSubtractionFP16Dataset), 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, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), ArithmeticSubtractionFP32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), InPlaceDataSet)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapes(), ArithmeticSubtractionFP32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), OutOfPlaceDataSet)) { // Validate output validate(Accessor(_target), _reference); } template using NEArithmeticSubtractionBroadcastFixture = ArithmeticSubtractionBroadcastValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticSubtractionBroadcastFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapesBroadcast(), ArithmeticSubtractionFP32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), OutOfPlaceDataSet)) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, NEArithmeticSubtractionBroadcastFixture, framework::DatasetMode::NIGHTLY, combine(combine(combine(datasets::LargeShapesBroadcast(), ArithmeticSubtractionFP32Dataset), 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