| /* |
| * 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/Rounding.h" |
| #include "arm_compute/runtime/NEON/functions/NEPixelWiseMultiplication.h" |
| #include "tests/NEON/Accessor.h" |
| #include "tests/PaddingCalculator.h" |
| #include "tests/datasets/ConvertPolicyDataset.h" |
| #include "tests/datasets/ShapeDatasets.h" |
| #include "tests/framework/Macros.h" |
| #include "tests/validation/Validation.h" |
| #include "tests/validation/fixtures/PixelWiseMultiplicationFixture.h" |
| |
| namespace arm_compute |
| { |
| namespace test |
| { |
| namespace validation |
| { |
| namespace |
| { |
| const float scale_unity = 1.f; |
| const float scale_255 = 1.f / 255.f; |
| const float scale_other = 1.f / 32768.f; |
| |
| constexpr AbsoluteTolerance<float> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for 8-bit quantized asymmetric data types */ |
| constexpr AbsoluteTolerance<float> tolerance_qsymm16(1); /**< Tolerance value for comparing reference's output against implementation's output for 16-bit quantized symmetric data types */ |
| |
| const auto PixelWiseMultiplicationQSYMM16QuantDataset = combine(combine( |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0) }), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0) })), |
| framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })); |
| |
| const auto PixelWiseMultiplicationQASYMM8QuantDataset = combine(combine( |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 32768.f, 0) }), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0) })), |
| framework::dataset::make("OutQInfo", { QuantizationInfo(1.f / 32768.f, 0) })); |
| |
| const auto PixelWiseMultiplicationQASYMM8QuantInPlaceDataset = combine(combine( |
| framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 32768.f, 10) }), |
| framework::dataset::make("Src1QInfo", { QuantizationInfo(5.f / 32768.f, 10) })), |
| framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 10) })); |
| |
| const auto PixelWiseMultiplicationPolicySTNUDataset = combine( |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE }), |
| framework::dataset::make("RoundingPolicy", { RoundingPolicy::TO_NEAREST_UP })); |
| |
| const auto PixelWiseMultiplicationPolicySTZDataset = combine( |
| framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE }), |
| framework::dataset::make("RoundingPolicy", { RoundingPolicy::TO_ZERO })); |
| |
| /** Tests for in-place computation |
| * With current interface storing TensorInfo with quantization information |
| * in the kernel, it is difficult to have different tensor metadata |
| * (e.g., quantization information, data type, different shape for broadcasting) |
| * when an input is used as the output of the computation. |
| * So, the following dataset for in-place computation is used only when |
| * the exact same input and output Tensor object makes sense |
| * (i.e., all the tensor metadata is the same) whereas if output is |
| * expected to have either different quantization information, data type |
| * or different shape we are not testing in-place computation. |
| */ |
| const auto InPlaceDataSet = framework::dataset::make("InPlace", { false, true }); |
| const auto OutOfPlaceDataSet = framework::dataset::make("InPlace", { false }); |
| |
| #define DEFAULT_VALIDATE validate(Accessor(_target), _reference); |
| #define VALIDATE(TYPE, TOLERANCE) validate(Accessor(_target), _reference, AbsoluteTolerance<TYPE>(TOLERANCE), 0.f); |
| #define WRAP_VALIDATE(TYPE, TOLERANCE) validate_wrap(Accessor(_target), _reference, AbsoluteTolerance<TYPE>(TOLERANCE), 0.f); |
| |
| // *INDENT-OFF* |
| // clang-format off |
| #define PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(TEST_NAME, FIXTURE, MODE, SHAPES, DT1, DT2, DT3, SCALE, RP, INPLACE_DATASET, VALIDATE) \ |
| FIXTURE_DATA_TEST_CASE(TEST_NAME, NEPixelWiseMultiplication##FIXTURE, framework::DatasetMode::MODE, \ |
| combine(combine(combine(combine(combine(combine(combine( \ |
| datasets::SHAPES, \ |
| framework::dataset::make("DataType1", DataType::DT1)), \ |
| framework::dataset::make("DataType2", DataType::DT2)), \ |
| framework::dataset::make("DataType3", DataType::DT3)), \ |
| framework::dataset::make("Scale", std::move(SCALE))), \ |
| datasets::ConvertPolicies()), \ |
| framework::dataset::make("RoundingPolicy", RoundingPolicy::RP)), \ |
| (INPLACE_DATASET))) \ |
| { \ |
| VALIDATE \ |
| } |
| |
| // *INDENT-ON* |
| // clang-format on |
| } // namespace |
| |
| using NEPixelWiseMultiplicationQASYMM8Fixture = PixelWiseMultiplicationValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, uint8_t, uint8_t>; |
| using NEPixelWiseMultiplicationQASYMM8SignedFixture = PixelWiseMultiplicationValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, int8_t, int8_t>; |
| using NEPixelWiseMultiplicationQSYMM16Fixture = PixelWiseMultiplicationValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, int16_t, int16_t>; |
| using NEPixelWiseMultiplicationQSYMM16ToS32Fixture = PixelWiseMultiplicationValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, int16_t, int16_t, int32_t>; |
| template <typename T> |
| using NEPixelWiseMultiplicationToU8Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, uint8_t>; |
| template <typename T> |
| using NEPixelWiseMultiplicationToS16Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, int16_t>; |
| template <typename T> |
| using NEPixelWiseMultiplicationToS32Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, int32_t>; |
| template <typename T> |
| using NEPixelWiseMultiplicationToF16Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, half_float::half>; |
| template <typename T> |
| using NEPixelWiseMultiplicationToF32Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, float>; |
| using NEPixelWiseMultiplicationU8U8ToS16Fixture = PixelWiseMultiplicationValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, uint8_t, uint8_t, int16_t>; |
| template <typename T> |
| using NEPixelWiseMultiplicationBroadcastFixture = PixelWiseMultiplicationBroadcastValidationFixture<Tensor, Accessor, NEPixelWiseMultiplication, T, T>; |
| using NEPixelWiseMultiplicationBroadcastQASYMM8Fixture = PixelWiseMultiplicationBroadcastValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, uint8_t, uint8_t>; |
| using NEPixelWiseMultiplicationBroadcastQASYMM8SignedFixture = PixelWiseMultiplicationBroadcastValidationQuantizedFixture<Tensor, Accessor, NEPixelWiseMultiplication, int8_t, int8_t>; |
| |
| TEST_SUITE(NEON) |
| TEST_SUITE(PixelWiseMultiplication) |
| |
| // *INDENT-OFF* |
| // clang-format off |
| DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(zip( |
| framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), //1 Ok |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), //2 Ok |
| TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), //3 Window shrink |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), //4 Invalid scale |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), //5 Invalid data type combination |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), //6 Mismatching shapes |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), //7 Mismatching data type |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), //8 Mismatching data type |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), //9 Ok |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), //10 Mismatching data type |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), //11 Mismatching data type |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), //12 Ok |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), //13 Quantized cannot do WRAP |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), //14 S32 does not support scale255 |
| }), |
| 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::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| })), |
| 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(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::QASYMM8_SIGNED), |
| TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S32), |
| })), |
| framework::dataset::make("Scale",{ scale_unity, |
| scale_unity, |
| scale_unity, |
| -1.f, |
| scale_unity, |
| scale_unity, |
| scale_unity, |
| scale_unity, |
| scale_unity, |
| scale_unity, |
| scale_unity, |
| scale_unity, |
| scale_unity, |
| scale_255})), |
| framework::dataset::make("OverflowPolicy",{ |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::SATURATE, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::SATURATE, |
| ConvertPolicy::WRAP, |
| ConvertPolicy::SATURATE, |
| })), |
| |
| framework::dataset::make("Expected", { true, true, true, false, false, false, false, false, true , false, false, true, false, false})), |
| input1_info, input2_info, output_info, scale, policy, expected) |
| { |
| bool has_error = bool(NEPixelWiseMultiplication::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), scale, policy, RoundingPolicy::TO_ZERO)); |
| ARM_COMPUTE_EXPECT(has_error == 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 = NEPixelWiseMultiplication::validate(&single_tensor_info, &single_tensor_info, &single_tensor_info, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO); |
| 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 = NEPixelWiseMultiplication::validate(&larger_tensor_info, &smaller_tensor_info, &larger_tensor_info, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO); |
| 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 = NEPixelWiseMultiplication::validate(&larger_tensor_info, &smaller_tensor_info, &smaller_tensor_info, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO); |
| 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 = NEPixelWiseMultiplication::validate(&info0, &info1, &info0, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO); |
| ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| |
| result = NEPixelWiseMultiplication::validate(&info0, &info1, &info1, scale_unity, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO); |
| ARM_COMPUTE_EXPECT(bool(result) == false, framework::LogLevel::ERRORS); |
| } |
| TEST_SUITE_END() // InPlaceValidate |
| |
| TEST_SUITE(Quantized) |
| TEST_SUITE(QASYMM8_SIGNED) |
| TEST_SUITE(ScaleUnity) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQASYMM8SignedFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("DataTypeIn2", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("DataTypeOut", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("Scale", { scale_unity })), |
| PixelWiseMultiplicationPolicySTZDataset), |
| PixelWiseMultiplicationQASYMM8QuantDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunSmallInPlace, NEPixelWiseMultiplicationQASYMM8SignedFixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("DataTypeIn2", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("DataTypeOut", DataType::QASYMM8_SIGNED)), |
| framework::dataset::make("Scale", { scale_unity })), |
| PixelWiseMultiplicationPolicySTZDataset), |
| PixelWiseMultiplicationQASYMM8QuantInPlaceDataset), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| TEST_SUITE_END() // ScaleUnity |
| TEST_SUITE_END() // QASYMM8_SIGNED |
| |
| TEST_SUITE(QASYMM8) |
| TEST_SUITE(Scale255) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQASYMM8Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeIn2", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeOut", DataType::QASYMM8)), |
| framework::dataset::make("Scale", { scale_255 })), |
| PixelWiseMultiplicationPolicySTNUDataset), |
| PixelWiseMultiplicationQASYMM8QuantDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| TEST_SUITE_END() // Scale255 |
| TEST_SUITE(ScaleUnity) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQASYMM8Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeIn2", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeOut", DataType::QASYMM8)), |
| framework::dataset::make("Scale", { scale_unity })), |
| PixelWiseMultiplicationPolicySTZDataset), |
| PixelWiseMultiplicationQASYMM8QuantDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| TEST_SUITE_END() // ScaleUnity |
| TEST_SUITE(ScaleOther) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQASYMM8Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeIn2", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeOut", DataType::QASYMM8)), |
| framework::dataset::make("Scale", { scale_other })), |
| PixelWiseMultiplicationPolicySTZDataset), |
| PixelWiseMultiplicationQASYMM8QuantDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| TEST_SUITE_END() // ScaleOther |
| TEST_SUITE(Broadcast) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationBroadcastQASYMM8Fixture, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapesBroadcast(), |
| framework::dataset::make("DataTypeIn1", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeIn2", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeOut", DataType::QASYMM8)), |
| framework::dataset::make("Scale", { scale_other })), |
| PixelWiseMultiplicationPolicySTZDataset), |
| PixelWiseMultiplicationQASYMM8QuantDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| FIXTURE_DATA_TEST_CASE(RunTinyInPlace, NEPixelWiseMultiplicationBroadcastQASYMM8Fixture, framework::DatasetMode::ALL, |
| combine(combine(combine(combine(combine(combine(combine(datasets::TinyShapesBroadcastInplace(), |
| framework::dataset::make("DataTypeIn1", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeIn2", DataType::QASYMM8)), |
| framework::dataset::make("DataTypeOut", DataType::QASYMM8)), |
| framework::dataset::make("Scale", { scale_other })), |
| PixelWiseMultiplicationPolicySTZDataset), |
| PixelWiseMultiplicationQASYMM8QuantInPlaceDataset), |
| InPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qasymm8); |
| } |
| TEST_SUITE_END() // Broadcast |
| TEST_SUITE_END() // QASYMM8 |
| TEST_SUITE(QSYMM16) |
| TEST_SUITE(Scale255) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQSYMM16Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::QSYMM16)), |
| framework::dataset::make("DataTypeIn2", DataType::QSYMM16)), |
| framework::dataset::make("DataTypeOut", DataType::QSYMM16)), |
| framework::dataset::make("Scale", { scale_255 })), |
| PixelWiseMultiplicationPolicySTNUDataset), |
| PixelWiseMultiplicationQSYMM16QuantDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qsymm16); |
| } |
| TEST_SUITE_END() // Scale255 |
| TEST_SUITE(ScaleUnity) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQSYMM16Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::QSYMM16)), |
| framework::dataset::make("DataTypeIn2", DataType::QSYMM16)), |
| framework::dataset::make("DataTypeOut", DataType::QSYMM16)), |
| framework::dataset::make("Scale", { scale_unity })), |
| PixelWiseMultiplicationPolicySTZDataset), |
| PixelWiseMultiplicationQSYMM16QuantDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qsymm16); |
| } |
| TEST_SUITE_END() // ScaleUnity |
| TEST_SUITE(ScaleOther) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQSYMM16Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::QSYMM16)), |
| framework::dataset::make("DataTypeIn2", DataType::QSYMM16)), |
| framework::dataset::make("DataTypeOut", DataType::QSYMM16)), |
| framework::dataset::make("Scale", { scale_other })), |
| PixelWiseMultiplicationPolicySTZDataset), |
| PixelWiseMultiplicationQSYMM16QuantDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference, tolerance_qsymm16); |
| } |
| TEST_SUITE_END() // ScaleOther |
| TEST_SUITE_END() // QSYMM16 |
| TEST_SUITE(QSYMM16toS32) |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationQSYMM16ToS32Fixture, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::QSYMM16)), |
| framework::dataset::make("DataTypeIn2", DataType::QSYMM16)), |
| framework::dataset::make("DataTypeOut", DataType::S32)), |
| framework::dataset::make("Scale", { scale_unity })), |
| PixelWiseMultiplicationPolicySTZDataset), |
| PixelWiseMultiplicationQSYMM16QuantDataset), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| TEST_SUITE_END() // QSYMM16toS32 |
| TEST_SUITE_END() // Quantized |
| |
| TEST_SUITE(U8U8toS16) |
| |
| FIXTURE_DATA_TEST_CASE(RunSmall, NEPixelWiseMultiplicationU8U8ToS16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::U8)), |
| framework::dataset::make("DataTypeIn2", DataType::U8)), |
| framework::dataset::make("DataTypeOut", DataType::S16)), |
| framework::dataset::make("Scale", { scale_255 })), |
| datasets::ConvertPolicies()), |
| framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_UP)), |
| OutOfPlaceDataSet)) |
| { |
| // Validate output |
| validate_wrap(Accessor(_target), _reference, AbsoluteTolerance<int16_t>(1), 0.f); |
| } |
| |
| FIXTURE_DATA_TEST_CASE(RunSmall1, NEPixelWiseMultiplicationU8U8ToS16Fixture, framework::DatasetMode::PRECOMMIT, combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(), |
| framework::dataset::make("DataTypeIn1", DataType::U8)), |
| framework::dataset::make("DataTypeIn2", DataType::U8)), |
| framework::dataset::make("DataTypeOut", DataType::S16)), |
| framework::dataset::make("Scale", { scale_other })), |
| datasets::ConvertPolicies()), |
| framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_ZERO)), |
| framework::dataset::make("InPlace", { false }))) |
| { |
| // Validate output |
| validate(Accessor(_target), _reference); |
| } |
| |
| TEST_SUITE_END() // U8U8toS16 |
| |
| TEST_SUITE(U8toU8) |
| |
| TEST_SUITE(Scale255) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture<uint8_t>, ALL, SmallShapes(), U8, U8, U8, scale_255, TO_NEAREST_UP, InPlaceDataSet, WRAP_VALIDATE(uint8_t, 1)) |
| TEST_SUITE_END() // Scale255 |
| |
| TEST_SUITE(ScaleUnity) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture<uint8_t>, ALL, SmallShapes(), U8, U8, U8, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) |
| TEST_SUITE_END() // ScaleUnity |
| |
| TEST_SUITE(ScaleOther) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToU8Fixture<uint8_t>, ALL, SmallShapes(), U8, U8, U8, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) |
| TEST_SUITE_END() // ScaleOther |
| |
| TEST_SUITE_END() // U8toU8 |
| |
| TEST_SUITE(U8toS16) |
| |
| TEST_SUITE(Scale255) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<uint8_t>, ALL, SmallShapes(), U8, S16, S16, scale_255, TO_NEAREST_UP, OutOfPlaceDataSet, |
| WRAP_VALIDATE(int16_t, 2)) |
| TEST_SUITE_END() // Scale255 |
| |
| TEST_SUITE(ScaleUnity) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<uint8_t>, ALL, SmallShapes(), U8, S16, S16, scale_unity, TO_ZERO, OutOfPlaceDataSet, |
| DEFAULT_VALIDATE) |
| TEST_SUITE_END() // ScaleUnity |
| |
| TEST_SUITE(ScaleOther) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<uint8_t>, ALL, SmallShapes(), U8, S16, S16, scale_other, TO_ZERO, OutOfPlaceDataSet, |
| DEFAULT_VALIDATE) |
| TEST_SUITE_END() // ScaleOther |
| |
| TEST_SUITE_END() // U8toS16 |
| |
| TEST_SUITE(S16toS16) |
| |
| TEST_SUITE(Scale255) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<int16_t>, ALL, SmallShapes(), S16, S16, S16, scale_255, TO_NEAREST_UP, InPlaceDataSet, WRAP_VALIDATE(int16_t, 2)) |
| TEST_SUITE_END() // Scale255 |
| |
| TEST_SUITE(ScaleUnity) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<int16_t>, ALL, SmallShapes(), S16, S16, S16, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) |
| TEST_SUITE_END() // ScaleUnity |
| |
| TEST_SUITE(ScaleOther) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture<int16_t>, ALL, SmallShapes(), S16, S16, S16, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) |
| TEST_SUITE_END() // ScaleOther |
| |
| TEST_SUITE_END() // S16toS16 |
| |
| TEST_SUITE(S32toS32) |
| |
| TEST_SUITE(ScaleUnity) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS32Fixture<int32_t>, ALL, SmallShapes(), S32, S32, S32, scale_unity, TO_ZERO, InPlaceDataSet, WRAP_VALIDATE(int32_t, 1)) |
| TEST_SUITE_END() // ScaleUnity |
| |
| TEST_SUITE(ScaleOther) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS32Fixture<int32_t>, ALL, SmallShapes(), S32, S32, S32, scale_other, TO_ZERO, InPlaceDataSet, WRAP_VALIDATE(int32_t, 1)) |
| TEST_SUITE_END() // ScaleOther |
| |
| TEST_SUITE(Broadcast) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, BroadcastFixture<int32_t>, ALL, SmallShapesBroadcast(), S32, S32, S32, scale_unity, TO_ZERO, framework::dataset::make("InPlace", { false }), |
| WRAP_VALIDATE(int32_t, 1)) |
| TEST_SUITE_END() // Broadcast |
| |
| TEST_SUITE_END() // S32toS32 |
| |
| #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC |
| TEST_SUITE(F16toF16) |
| |
| TEST_SUITE(Scale255) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF16Fixture<half_float::half>, ALL, SmallShapes(), F16, F16, F16, scale_255, TO_NEAREST_UP, InPlaceDataSet, VALIDATE(float, 1.f)) |
| TEST_SUITE_END() // Scale255 |
| |
| TEST_SUITE_END() // F16toF16 |
| #endif /* __ARM_FEATURE_FP16_VECTOR_ARITHMETIC */ |
| |
| TEST_SUITE(F32toF32) |
| |
| TEST_SUITE(Scale255) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture<float>, ALL, SmallShapes(), F32, F32, F32, scale_255, TO_NEAREST_UP, InPlaceDataSet, VALIDATE(float, 1.f)) |
| TEST_SUITE_END() // Scale255 |
| |
| TEST_SUITE(ScaleUnity) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture<float>, ALL, SmallShapes(), F32, F32, F32, scale_unity, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) |
| TEST_SUITE_END() // ScaleUnity |
| |
| TEST_SUITE(ScaleOther) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture<float>, ALL, SmallShapes(), F32, F32, F32, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) |
| TEST_SUITE_END() // ScaleOther |
| |
| TEST_SUITE_END() // F32toF32 |
| |
| TEST_SUITE(Broadcast) |
| PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, BroadcastFixture<float>, ALL, SmallShapesBroadcast(), F32, F32, F32, scale_255, TO_NEAREST_UP, framework::dataset::make("InPlace", { false }), |
| VALIDATE(float, 1.f)) |
| TEST_SUITE_END() // Broadcast |
| |
| TEST_SUITE_END() |
| TEST_SUITE_END() |
| } // namespace validation |
| } // namespace test |
| } // namespace arm_compute |