/* * 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/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 tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for 8-bit quantized asymmetric data types */ constexpr AbsoluteTolerance 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 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 }); #define DEFAULT_VALIDATE validate(Accessor(_target), _reference); #define VALIDATE(TYPE, TOLERANCE) validate(Accessor(_target), _reference, AbsoluteTolerance(TOLERANCE), 0.f); #define WRAP_VALIDATE(TYPE, TOLERANCE) validate_wrap(Accessor(_target), _reference, AbsoluteTolerance(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; using NEPixelWiseMultiplicationQASYMM8SignedFixture = PixelWiseMultiplicationValidationQuantizedFixture; using NEPixelWiseMultiplicationQSYMM16Fixture = PixelWiseMultiplicationValidationQuantizedFixture; using NEPixelWiseMultiplicationQSYMM16ToS32Fixture = PixelWiseMultiplicationValidationQuantizedFixture; template using NEPixelWiseMultiplicationToU8Fixture = PixelWiseMultiplicationValidationFixture; template using NEPixelWiseMultiplicationToS16Fixture = PixelWiseMultiplicationValidationFixture; template using NEPixelWiseMultiplicationToF16Fixture = PixelWiseMultiplicationValidationFixture; template using NEPixelWiseMultiplicationToF32Fixture = PixelWiseMultiplicationValidationFixture; template using NEPixelWiseMultiplicationBroadcastFixture = PixelWiseMultiplicationBroadcastValidationFixture; using NEPixelWiseMultiplicationU8U8ToS16Fixture = PixelWiseMultiplicationValidationFixture; 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 }), 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), })), 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::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_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), })), 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})), 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, })), framework::dataset::make("Expected", { true, true, true, false, false, false, false, false, true , false, false, true, 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(Scale255) 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), InPlaceDataSet)) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } TEST_SUITE_END() // Scale255 TEST_SUITE_END() // QASYMM8 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), InPlaceDataSet)) { // 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), InPlaceDataSet)) { // 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), InPlaceDataSet)) { // Validate output validate(Accessor(_target), _reference, tolerance_qasymm8); } TEST_SUITE_END() // ScaleOther 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), InPlaceDataSet)) { // 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), InPlaceDataSet)) { // 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), InPlaceDataSet)) { // 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), framework::dataset::make("InPlace", { false }))) { // 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)), framework::dataset::make("InPlace", { false }))) { // Validate output validate_wrap(Accessor(_target), _reference, AbsoluteTolerance(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, 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, 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, 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, ALL, SmallShapes(), U8, S16, S16, scale_255, TO_NEAREST_UP, framework::dataset::make("InPlace", { false }), WRAP_VALIDATE(int16_t, 2)) TEST_SUITE_END() // Scale255 TEST_SUITE(ScaleUnity) PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), U8, S16, S16, scale_unity, TO_ZERO, framework::dataset::make("InPlace", { false }), DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleUnity TEST_SUITE(ScaleOther) PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToS16Fixture, ALL, SmallShapes(), U8, S16, S16, scale_other, TO_ZERO, framework::dataset::make("InPlace", { false }), 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, 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, 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, ALL, SmallShapes(), S16, S16, S16, scale_other, TO_ZERO, InPlaceDataSet, DEFAULT_VALIDATE) TEST_SUITE_END() // ScaleOther TEST_SUITE_END() // S16toS16 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC TEST_SUITE(F16toF16) TEST_SUITE(Scale255) PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF16Fixture, 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, 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, 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, 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, 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