246 lines
18 KiB
C++
246 lines
18 KiB
C++
/*
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* Copyright (c) 2017-2020 Arm Limited.
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*
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* SPDX-License-Identifier: MIT
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to
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* deal in the Software without restriction, including without limitation the
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* rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
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* sell copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in all
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* copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*/
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#include "arm_compute/runtime/CL/functions/CLPixelWiseMultiplication.h"
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#include "tests/CL/CLAccessor.h"
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#include "tests/PaddingCalculator.h"
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#include "tests/datasets/ConvertPolicyDataset.h"
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#include "tests/datasets/ShapeDatasets.h"
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#include "tests/framework/Macros.h"
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#include "tests/validation/Validation.h"
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#include "tests/validation/fixtures/PixelWiseMultiplicationFixture.h"
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namespace arm_compute
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{
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namespace test
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{
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namespace validation
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{
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namespace
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{
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namespace
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{
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const float scale_255 = 1.f / 255.f;
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constexpr AbsoluteTolerance<float> tolerance_qasymm8(1); /**< Tolerance value for comparing reference's output against implementation's output for 8-bit quantized asymmetric data types */
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constexpr AbsoluteTolerance<float> tolerance_qsymm16(1); /**< Tolerance value for comparing reference's output against implementation's output for 16-bit quantized symmetric data types */
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const auto EmptyActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
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{ ActivationLayerInfo() });
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const auto ActivationFunctionsDataset = framework::dataset::make("ActivationInfo",
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{
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ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::BOUNDED_RELU, 0.75f, 0.25f),
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ActivationLayerInfo(ActivationLayerInfo::ActivationFunction::LOGISTIC, 0.75f, 0.25f)
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});
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// Since in-place computation on CL-side hasn't been intended to be implemented, they are not tested.
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// However, this dataset is required for the shared fixture and it would make extension easier when
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// CL-side also starts supporting in-place computation.
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const auto InPlaceDataSet = framework::dataset::make("InPlace", { false });
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} //namespace
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// *INDENT-OFF*
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// clang-format off
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#define VALIDATE(TYPE, TOLERANCE) validate(CLAccessor(_target), _reference, AbsoluteTolerance<TYPE>(TOLERANCE), 0.f);
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#define PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(TEST_NAME, FIXTURE, MODE, SHAPES, DT1, DT2, SCALE, RP, ACT, VALIDATE) \
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FIXTURE_DATA_TEST_CASE(TEST_NAME, CLPixelWiseMultiplication##FIXTURE, framework::DatasetMode::MODE, \
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combine(combine(combine(combine(combine(combine(combine( \
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datasets::SHAPES, \
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framework::dataset::make("DataType1", DataType::DT1)), \
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framework::dataset::make("DataType2", DataType::DT2)), \
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framework::dataset::make("Scale", std::move(SCALE))), \
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datasets::ConvertPolicies()), \
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framework::dataset::make("RoundingPolicy", RoundingPolicy::RP)), ACT), \
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InPlaceDataSet)) \
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{ \
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VALIDATE \
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}
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// clang-format on
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// *INDENT-ON*
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} // namespace
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template <typename T>
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using CLPixelWiseMultiplicationToF16Fixture = PixelWiseMultiplicationValidationFloatFixture<CLTensor, CLAccessor, CLPixelWiseMultiplication, T, half_float::half>;
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template <typename T>
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using CLPixelWiseMultiplicationToF32Fixture = PixelWiseMultiplicationValidationFloatFixture<CLTensor, CLAccessor, CLPixelWiseMultiplication, T, float>;
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template <typename T>
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using CLPixelWiseMultiplicationBroadcastFixture = PixelWiseMultiplicationBroadcastValidationFloatFixture<CLTensor, CLAccessor, CLPixelWiseMultiplication, T, float>;
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TEST_SUITE(CL)
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TEST_SUITE(PixelWiseMultiplication)
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// *INDENT-OFF*
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// clang-format off
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DATA_TEST_CASE(Validate, framework::DatasetMode::ALL, zip(zip(zip(zip(
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framework::dataset::make("Input1Info", { TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8), // Window shrink
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid scale
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8), // Invalid data type combination
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::F32), // Mismatching shapes
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}),
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framework::dataset::make("Input2Info",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
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TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
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})),
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framework::dataset::make("OutputInfo",{ TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::S16),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(27U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(32U, 13U, 2U), 1, DataType::U8),
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TensorInfo(TensorShape(48U, 11U, 2U), 1, DataType::F32),
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})),
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framework::dataset::make("Scale",{ 2.f, 2.f, 2.f, -1.f, 1.f, 1.f})),
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framework::dataset::make("Expected", { true, true, false, false, false, false})),
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input1_info, input2_info, output_info, scale, expected)
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{
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bool has_error = bool(CLPixelWiseMultiplication::validate(&input1_info.clone()->set_is_resizable(false), &input2_info.clone()->set_is_resizable(false), &output_info.clone()->set_is_resizable(false), scale, ConvertPolicy::WRAP, RoundingPolicy::TO_ZERO));
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ARM_COMPUTE_EXPECT(has_error == expected, framework::LogLevel::ERRORS);
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}
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// clang-format on
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// *INDENT-ON*
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TEST_SUITE(F16toF16)
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TEST_SUITE(Scale255)
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PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF16Fixture<half_float::half>, PRECOMMIT, SmallShapes(), F16, F16, scale_255, TO_NEAREST_UP, EmptyActivationFunctionsDataset,
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VALIDATE(float, 1.f))
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PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunWithActivation, ToF16Fixture<half_float::half>, ALL, TinyShapes(), F16, F16, scale_255, TO_NEAREST_UP, ActivationFunctionsDataset, VALIDATE(float,
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1.f))
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TEST_SUITE_END() // Scale255
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TEST_SUITE_END() // F16toF16
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TEST_SUITE(F32toF32)
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TEST_SUITE(Scale255)
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PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmall, ToF32Fixture<float>, PRECOMMIT, SmallShapes(), F32, F32, scale_255, TO_NEAREST_UP, EmptyActivationFunctionsDataset, VALIDATE(float, 1.f))
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PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunWithActivation, ToF32Fixture<float>, ALL, TinyShapes(), F32, F32, scale_255, TO_NEAREST_UP, ActivationFunctionsDataset, VALIDATE(float, 1.f))
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TEST_SUITE_END() // Scale255
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TEST_SUITE_END() // F32toF32
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PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunSmallBroadcast, BroadcastFixture<float>, PRECOMMIT, SmallShapesBroadcast(), F32, F32, scale_255, TO_NEAREST_UP, EmptyActivationFunctionsDataset,
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VALIDATE(float, 1.f))
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PIXEL_WISE_MULTIPLICATION_FIXTURE_DATA_TEST_CASE(RunWithActivationSmallBroadcast, BroadcastFixture<float>, ALL, TinyShapesBroadcast(), F32, F32, scale_255, TO_NEAREST_UP, ActivationFunctionsDataset,
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VALIDATE(float, 1.f))
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template <typename T>
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using CLPixelWiseMultiplicationQuantizedFixture = PixelWiseMultiplicationValidationQuantizedFixture<CLTensor, CLAccessor, CLPixelWiseMultiplication, T, T>;
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using CLPixelWiseMultiplicationQSYMM16ToS32Fxture = PixelWiseMultiplicationValidationQuantizedFixture<CLTensor, CLAccessor, CLPixelWiseMultiplication, int16_t, int16_t, int32_t>;
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TEST_SUITE(Quantized)
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TEST_SUITE(QASYMM8)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLPixelWiseMultiplicationQuantizedFixture<uint8_t>, framework::DatasetMode::PRECOMMIT,
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combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
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framework::dataset::make("DataTypeIn1", DataType::QASYMM8)),
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framework::dataset::make("DataTypeIn2", DataType::QASYMM8)),
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framework::dataset::make("DataTypeOut", DataType::QASYMM8)),
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framework::dataset::make("Scale", { 1.f, 2.f })),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
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framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_EVEN)),
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framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })),
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framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })),
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framework::dataset::make("OUtQInfo", { QuantizationInfo(1.f / 255.f, 5) })),
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InPlaceDataSet))
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{
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// Validate output
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validate(CLAccessor(_target), _reference, tolerance_qasymm8);
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}
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TEST_SUITE_END() // QASYMM8
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TEST_SUITE(QASYMM8_SIGNED)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLPixelWiseMultiplicationQuantizedFixture<int8_t>, framework::DatasetMode::PRECOMMIT,
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combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
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framework::dataset::make("DataTypeIn1", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("DataTypeIn2", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("DataTypeOut", DataType::QASYMM8_SIGNED)),
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framework::dataset::make("Scale", { 1.f, 2.f })),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
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framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_EVEN)),
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framework::dataset::make("Src0QInfo", { QuantizationInfo(5.f / 255.f, 20) })),
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framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 255.f, 10) })),
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framework::dataset::make("OUtQInfo", { QuantizationInfo(1.f / 255.f, 5) })),
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InPlaceDataSet))
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{
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// Validate output
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validate(CLAccessor(_target), _reference, tolerance_qasymm8);
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}
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TEST_SUITE_END() // QASYMM8_SIGNED
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TEST_SUITE(QSYMM16)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLPixelWiseMultiplicationQuantizedFixture<int16_t>, framework::DatasetMode::PRECOMMIT,
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combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
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framework::dataset::make("DataTypeIn1", DataType::QSYMM16)),
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framework::dataset::make("DataTypeIn2", DataType::QSYMM16)),
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framework::dataset::make("DataTypeOut", DataType::QSYMM16)),
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framework::dataset::make("Scale", { 1.f, 2.f })),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
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framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_EVEN)),
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framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0) })),
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framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0) })),
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framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })),
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InPlaceDataSet))
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{
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// Validate output
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validate(CLAccessor(_target), _reference, tolerance_qsymm16);
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}
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FIXTURE_DATA_TEST_CASE(RunLarge, CLPixelWiseMultiplicationQuantizedFixture<int16_t>, framework::DatasetMode::NIGHTLY,
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combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(datasets::LargeShapes(),
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framework::dataset::make("DataTypeIn1", DataType::QSYMM16)),
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framework::dataset::make("DataTypeIn2", DataType::QSYMM16)),
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framework::dataset::make("DataTypeOut", DataType::QSYMM16)),
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framework::dataset::make("Scale", { 1.f, 2.f })),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
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framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_EVEN)),
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framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0) })),
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framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0) })),
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framework::dataset::make("OutQInfo", { QuantizationInfo(5.f / 32768.f, 0) })),
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InPlaceDataSet))
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{
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// Validate output
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validate(CLAccessor(_target), _reference, tolerance_qsymm16);
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}
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TEST_SUITE_END() // QSYMM16
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TEST_SUITE(QSYMM16ToS32)
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FIXTURE_DATA_TEST_CASE(RunSmall, CLPixelWiseMultiplicationQSYMM16ToS32Fxture, framework::DatasetMode::ALL,
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combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(datasets::SmallShapes(),
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framework::dataset::make("DataTypeIn1", DataType::QSYMM16)),
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framework::dataset::make("DataTypeIn2", DataType::QSYMM16)),
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framework::dataset::make("DataTypeOut", DataType::S32)),
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framework::dataset::make("Scale", { 1.f })),
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framework::dataset::make("ConvertPolicy", { ConvertPolicy::SATURATE })),
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framework::dataset::make("RoundingPolicy", RoundingPolicy::TO_NEAREST_EVEN)),
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framework::dataset::make("Src0QInfo", { QuantizationInfo(1.f / 32768.f, 0) })),
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framework::dataset::make("Src1QInfo", { QuantizationInfo(2.f / 32768.f, 0) })),
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framework::dataset::make("OutQInfo", { QuantizationInfo(1.f, 0) })),
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InPlaceDataSet))
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{
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// Validate output
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validate(CLAccessor(_target), _reference, tolerance_qsymm16);
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}
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TEST_SUITE_END() // QSYMM16ToS32
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TEST_SUITE_END() // Quantized
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TEST_SUITE_END() // PixelWiseMultiplication
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TEST_SUITE_END() // CL
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} // namespace validation
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} // namespace test
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} // namespace arm_compute
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