355 lines
22 KiB
C++
355 lines
22 KiB
C++
/*
|
|
* 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<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 */
|
|
|
|
/** 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));
|
|
|
|
const auto ArithmeticSubtractionS32Dataset = combine(combine(framework::dataset::make("DataType", DataType::S32),
|
|
framework::dataset::make("DataType", DataType::S32)),
|
|
framework::dataset::make("DataType", DataType::S32));
|
|
#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 <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::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),
|
|
TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8),
|
|
})),
|
|
framework::dataset::make("ConvertPolicy",{ ConvertPolicy::WRAP,
|
|
ConvertPolicy::SATURATE,
|
|
ConvertPolicy::SATURATE,
|
|
ConvertPolicy::WRAP,
|
|
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<uint8_t>, 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<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(), 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<int16_t>, 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<int16_t>, 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(S32)
|
|
FIXTURE_DATA_TEST_CASE(RunSmall, NEArithmeticSubtractionFixture<int32_t>, framework::DatasetMode::PRECOMMIT, combine(combine(combine(datasets::SmallShapes(), ArithmeticSubtractionS32Dataset),
|
|
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(), ArithmeticSubtractionS32Dataset),
|
|
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(), 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<float>, 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<float>, 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 <typename T>
|
|
using NEArithmeticSubtractionBroadcastFixture = ArithmeticSubtractionBroadcastValidationFixture<Tensor, Accessor, NEArithmeticSubtraction, T>;
|
|
|
|
FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, NEArithmeticSubtractionBroadcastFixture<float>, 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<float>, 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
|