/* * Copyright (c) 2017-2019 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__ /** 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 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) })); } // 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(27U, 13U, 2U), 1, DataType::U8), // Window shrink 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(27U, 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(27U, 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::WRAP, ConvertPolicy::SATURATE, ConvertPolicy::WRAP, ConvertPolicy::WRAP, })), framework::dataset::make("Expected", { true, true, false, 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(U8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), shape, policy) { // Create tensors Tensor ref_src1 = create_tensor(shape, DataType::U8); Tensor ref_src2 = create_tensor(shape, DataType::U8); Tensor dst = create_tensor(shape, DataType::U8); // Create and Configure function NEArithmeticSubtraction sub; sub.configure(&ref_src1, &ref_src2, &dst, policy); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(ref_src1.info()->padding(), padding); validate(ref_src2.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ArithmeticSubtractionU8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP }))) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // U8 using NEArithmeticSubtractionQuantFixture = ArithmeticSubtractionQuantValidationFixture; TEST_SUITE(Quantized) TEST_SUITE(QASYMM8) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), shape, policy) { // Create tensors Tensor ref_src1 = create_tensor(shape, DataType::QASYMM8); Tensor ref_src2 = create_tensor(shape, DataType::QASYMM8); Tensor dst = create_tensor(shape, DataType::QASYMM8); // Create and Configure function NEArithmeticSubtraction sub; sub.configure(&ref_src1, &ref_src2, &dst, policy); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(ref_src1.info()->padding(), padding); validate(ref_src2.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionQuantFixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine( datasets::SmallShapes(), ArithmeticSubtractionQASYMM8Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), ArithmeticSubtractionQuantizationInfoDataset)) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } TEST_SUITE_END() // QASYMM8 TEST_SUITE_END() // Quantized TEST_SUITE(S16) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", { DataType::U8, DataType::S16 })), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), shape, data_type, policy) { // Create tensors Tensor ref_src1 = create_tensor(shape, data_type); Tensor ref_src2 = create_tensor(shape, DataType::S16); Tensor dst = create_tensor(shape, DataType::S16); // Create and Configure function NEArithmeticSubtraction sub; sub.configure(&ref_src1, &ref_src2, &dst, policy); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(ref_src1.info()->padding(), padding); validate(ref_src2.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ArithmeticSubtractionS16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP }))) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), ArithmeticSubtractionS16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP }))) { // 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(datasets::SmallShapes(), ArithmeticSubtractionFP16Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP }))) { // Validate output validate(Accessor(_target), _reference); } TEST_SUITE_END() // F16 #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ TEST_SUITE(F32) DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(datasets::SmallShapes(), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP })), shape, policy) { // Create tensors Tensor ref_src1 = create_tensor(shape, DataType::F32); Tensor ref_src2 = create_tensor(shape, DataType::F32); Tensor dst = create_tensor(shape, DataType::F32); // Create and Configure function NEArithmeticSubtraction sub; sub.configure(&ref_src1, &ref_src2, &dst, policy); // Validate valid region const ValidRegion valid_region = shape_to_valid_region(shape); validate(dst.info()->valid_region(), valid_region); // Validate padding const PaddingSize padding = PaddingCalculator(shape.x(), 16).required_padding(); validate(ref_src1.info()->padding(), padding); validate(ref_src2.info()->padding(), padding); validate(dst.info()->padding(), padding); } FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapes(), ArithmeticSubtractionFP32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP }))) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLarge, NEArithmeticSubtractionFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapes(), ArithmeticSubtractionFP32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP }))) { // Validate output validate(Accessor(_target), _reference); } template using NEArithmeticSubtractionBroadcastFixture = ArithmeticSubtractionBroadcastValidationFixture; FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticSubtractionBroadcastFixture, framework::DatasetMode::PRECOMMIT, combine(combine(datasets::SmallShapesBroadcast(), ArithmeticSubtractionFP32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP }))) { // Validate output validate(Accessor(_target), _reference); } FIXTURE_DATA_TEST_CASE(RunLargeBroadcast, NEArithmeticSubtractionBroadcastFixture, framework::DatasetMode::NIGHTLY, combine(combine(datasets::LargeShapesBroadcast(), ArithmeticSubtractionFP32Dataset), framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE, ConvertPolicy::WRAP }))) { // 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