| /* |
| * Copyright (c) 2017-2023 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/core/utils/StringUtils.h" |
| #include "arm_compute/runtime/NEON/functions/NEArithmeticAddition.h" |
| #include "arm_compute/runtime/Tensor.h" |
| #include "arm_compute/runtime/TensorAllocator.h" |
| #include "src/common/cpuinfo/CpuIsaInfo.h" |
| #include "src/cpu/kernels/CpuAddKernel.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 |
| { |
| #if !defined(__aarch64__) || defined(ENABLE_SVE) |
| constexpr AbsoluteTolerance<float> tolerance_quant(1); /**< Tolerance value for comparing reference's output against implementation's output for quantized data types */ |
| #else // !defined(__aarch64__) || defined(ENABLE_SVE) |
| constexpr AbsoluteTolerance<float> tolerance_quant(0); |
| #endif // !defined(__aarch64__) || defined(ENABLE_SVE) |
| const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true }); |
| const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false }); |
| } // namespace |
| |
| TEST_SUITE(NEON) |
| TEST_SUITE(ArithmeticAddition) |
| |
| template <typename T> |
| using NEArithmeticAdditionFixture = ArithmeticAdditionValidationFixture<Tensor, Accessor, NEArithmeticAddition, 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(27U, 13U, 2U), 1, DataType::U8), // Unsupported broadcast |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32),// Mismatching shapes |
| }), |
| framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(1U, 13U, 2U), 1, DataType::S16), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| })), |
| framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::S16), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| })), |
| framework::dataset::make("Expected", { true, false, false, false})), |
| input1_info, input2_info, output_info, expected) |
| { |
| Status s = NEArithmeticAddition::validate(&input1_info.clone()->set_is_resizable(false), |
| &input2_info.clone()->set_is_resizable(false), |
| &output_info.clone()->set_is_resizable(false), |
| ConvertPolicy::WRAP); |
| ARM_COMPUTE_EXPECT(bool(s) == expected, framework::LogLevel::ERRORS); |
| } |
| |
| DATA_TEST_CASE(KernelSelection, framework::DatasetMode::ALL, concat(concat( |
| combine(combine(framework::dataset::make("CpuExt", std::string("NEON")), |
| framework::dataset::make("DataType", { DataType::F32, |
| DataType::F16, |
| DataType::U8, |
| DataType::S16, |
| DataType::S32, |
| DataType::QASYMM8, |
| DataType::QASYMM8_SIGNED, |
| DataType::QSYMM16 |
| })), |
| framework::dataset::make("CanUseFixedpoint", {true, false})), |
| combine(combine(framework::dataset::make("CpuExt", std::string("SVE")), |
| framework::dataset::make("DataType", { DataType::F32, |
| DataType::F16, |
| DataType::U8, |
| DataType::S16, |
| DataType::S32 |
| })), |
| framework::dataset::make("CanUseFixedpoint", {true, false}))), |
| combine(combine(framework::dataset::make("CpuExt", std::string("SVE2")), |
| framework::dataset::make("DataType", { DataType::QASYMM8, |
| DataType::QASYMM8_SIGNED, |
| DataType::QSYMM16 |
| })), |
| framework::dataset::make("CanUseFixedpoint", {true, false}))), |
| cpu_ext, data_type, can_use_fixedpoint) |
| { |
| using namespace cpu::kernels; |
| |
| cpuinfo::CpuIsaInfo cpu_isa{}; |
| cpu_isa.neon = (cpu_ext == "NEON"); |
| cpu_isa.sve = (cpu_ext == "SVE"); |
| cpu_isa.sve2 = (cpu_ext == "SVE2"); |
| cpu_isa.fp16 = (data_type == DataType::F16); |
| |
| const auto *selected_impl = CpuAddKernel::get_implementation(CpuAddKernelDataTypeISASelectorData{data_type, cpu_isa, can_use_fixedpoint}, cpu::KernelSelectionType::Preferred); |
| |
| ARM_COMPUTE_ERROR_ON_NULLPTR(selected_impl); |
| |
| bool qasymm8_any = (data_type == DataType::QASYMM8 || data_type == DataType::QASYMM8_SIGNED); |
| |
| std::string expected; |
| if(qasymm8_any && can_use_fixedpoint) |
| { |
| expected = "neon_" + cpu_impl_dt(data_type) + "_add_fixedpoint"; |
| } |
| else |
| { |
| expected = lower_string(cpu_ext) + "_" + cpu_impl_dt(data_type) + "_add"; |
| } |
| |
| std::string actual = selected_impl->name; |
| |
| ARM_COMPUTE_EXPECT_EQUAL(expected, actual, framework::LogLevel::ERRORS); |
| } |
| // clang-format on |
| // *INDENT-ON* |
| |
| TEST_CASE(NoPaddingAdded, framework::DatasetMode::PRECOMMIT) |
| { |
| // NEArithmeticAddition doesn't use padding, so make sure this is the case. |
| Tensor input1 = create_tensor<Tensor>(TensorShape(15U, 15U), DataType::F32); |
| Tensor input2 = create_tensor<Tensor>(TensorShape(15U, 1U), DataType::F32); |
| Tensor output = create_tensor<Tensor>(TensorShape(15U, 15U), DataType::F32); |
| |
| NEArithmeticAddition add; |
| add.configure(&input1, &input2, &output, ConvertPolicy::WRAP); |
| |
| // Validate padding is zero |
| validate(input1.info()->padding(), PaddingSize()); |
| validate(input2.info()->padding(), PaddingSize()); |
| validate(output.info()->padding(), PaddingSize()); |
| } |
| |
| TEST_SUITE(Integer) |
| TEST_SUITE(U8) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticAdditionFixture<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 |
| |
| TEST_SUITE(S16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticAdditionFixture<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, NEArithmeticAdditionFixture<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, NEArithmeticAdditionFixture<int32_t>, framework::DatasetMode::ALL, 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); |
| } |
| TEST_SUITE_END() // S32 |
| TEST_SUITE_END() // Integer |
| |
| TEST_SUITE(Float) |
| #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| TEST_SUITE(F16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticAdditionFixture<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, NEArithmeticAdditionFixture<float>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), 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(RunLarge, NEArithmeticAdditionFixture<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 NEArithmeticAdditionBroadcastFixture = ArithmeticAdditionBroadcastValidationFixture<Tensor, Accessor, NEArithmeticAddition, T>; |
| |
| FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticAdditionBroadcastFixture<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, NEArithmeticAdditionBroadcastFixture<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 |
| |
| template <typename T> |
| using NEArithmeticAdditionQuantizedFixture = ArithmeticAdditionValidationQuantizedFixture<Tensor, Accessor, NEArithmeticAddition, T>; |
| |
| template <typename T> |
| using NEArithmeticAdditionQuantizedBroadcastFixture = ArithmeticAdditionValidationQuantizedBroadcastFixture<Tensor, Accessor, NEArithmeticAddition, T>; |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QASYMM8) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| NEArithmeticAdditionQuantizedFixture<uint8_t>, |
| framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })), |
| framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 255.f, 5) })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_quant); |
| } |
| TEST_SUITE_END() // QASYMM8 |
| |
| TEST_SUITE(QASYMM8_SIGNED) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| NEArithmeticAdditionQuantizedFixture<int8_t>, |
| framework::DatasetMode::ALL, |
| combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(0.5f, 20) })), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(0.5f, 10) })), |
| framework::dataset::make("OutQInfo", { QuantizationInfo(0.5f, 5) })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_quant); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticAdditionQuantizedBroadcastFixture<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine( |
| datasets::SmallShapesBroadcast(), framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(0.5f, 20) })), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(0.5f, 10) })), |
| framework::dataset::make("OutQInfo", { QuantizationInfo(0.5f, 5) })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_quant); |
| } |
| TEST_SUITE_END() // QASYMM8_SIGNED |
| |
| TEST_SUITE(QSYMM16) |
| FIXTURE_DATA_TEST_CASE(RunSmall, |
| NEArithmeticAdditionQuantizedFixture<int16_t>, |
| framework::DatasetMode::PRECOMMIT, |
| combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), framework::dataset::make("DataType", DataType::QSYMM16)), |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })), |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0), QuantizationInfo(5.f / 32768.f, 0) })), |
| framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_quant); |
| } |
| TEST_SUITE_END() // QSYMM16 |
| TEST_SUITE_END() // Quantized |
| |
| TEST_SUITE_END() // ArithmeticAddition |
| TEST_SUITE_END() // Neon |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |